词袋模型，cbow

1.训练数据

就普通的文本格式

训练数据示例如下：

第一章 陨落的天才
    
    “斗之力，三段！”
    望着测验魔石碑上面闪亮得甚至有些刺眼的五个大字，少年面无表情，唇角有着一抹自嘲，紧握的手掌，因为大力，而导致略微尖锐的指甲深深的刺进了掌心之中，带来一阵阵钻心的疼痛……
    “萧炎，斗之力，三段！级别：低级！”测验魔石碑之旁，一位中年男子，看了一眼碑上所显示出来的信息，语气漠然的将之公布了出来……
    中年男子话刚刚脱口，便是不出意外的在人头汹涌的广场上带起了一阵嘲讽的骚动。
    “三段？嘿嘿，果然不出我所料，这个“天才”这一年又是在原地踏步！”
    “哎，这废物真是把家族的脸都给丢光了。”
    “要不是族长是他的父亲，这种废物，早就被驱赶出家族，任其自生自灭了，哪还有机会待在家族中白吃白喝。”
    “唉，昔年那名闻乌坦城的天才少年，如今怎么落魄成这般模样了啊？”

2.使用示例

CBOW共实现了三种模型，分别为基础softmax模型(CBOWBaseModule)、基于负采样的优化模型(CBOWNegativeSamplingModule)、基于层次softmax的优化模型(CBOWHierarchicalSoftmaxModule).

三种模型提供的接口一致，如下所示：

导入接口

from lightnlp.we import CBOWHierarchicalSoftmaxModule, CBOWNegativeSamplingModule, CBOWBaseModule # 分别导入CBOW的不同模型

训练

# cbow_model = CBOWHierarchicalSoftmaxModule()
# cbow_model = CBOWBaseModule()
cbow_model = CBOWNegativeSamplingModule()

train_path = '/home/lightsmile/NLP/corpus/novel/test.txt'
dev_path = '/home/lightsmile/NLP/corpus/novel/test.txt'

cbow_model.train(train_path, dev_path=dev_path, save_path='./cbow_saves')

测试

cbow_model.load('./cbow_saves')
cbow_model.test(dev_path)

预测

test_context = ['族长', '是', '的', '父亲']
print(cbow_model.evaluate(test_context, '他'))
print(cbow_model.evaluate(test_context, '提防'))

预测结果：

0.9992720484733582
2.4813576079191313e-30

保存词向量

cbow_model.save_embeddings('./cbow_saves/cbow_ns.bin')

./cbow_saves/cbow_ns.bin文件内容：

623 300
<unk> -0.69455165 -1.3275498 -1.1975913 -0.3417502 0.13073823 1.3608844 0.15316872 -2.295731 0.45459792 0.09420798 -0.73944765 0.11755463 -1.6275359 0.6623806 0.8247673 1.7149547 -0.49345177 -0.5932094 -1.3025115 0.40126365 1.8675354 0.46296182 0.81418717 -0.51671696 -1.328723 -0.27371547 -1.5537426 1.0326972 0.11647574 0.1607528 0.5110576 -1.2010366 -0.81535685 0.5231469 2.212553 0.43934354 -0.8626878 1.5049676 -0.8135034 -0.8322859 0.068298176 0.7376674 0.6459309 0.07635216 -0.77374196 0.29933965 1.6596211 0.46682465 -0.8282705 -0.22142725 1.7853647 1.4777366 -0.63895816 2.1443112 -2.2435715 0.85962945 1.6643075 1.082537 -0.6922347 -2.2418396 -0.20210272 -1.2102528 -0.48685002 0.65887684 -0.2534356 -1.0342008 -1.1101105 0.94670665 0.21063486 -0.2467249 0.16507177 0.61120677 0.27850544 -1.0511587 -0.9382702 -0.105773546 -1.2759126 0.77076215 1.6730801 0.7634321 0.22365877 -1.7401465 -1.6434158 0.94023687 -1.3609751 -2.153141 0.3826534 0.32158422 -2.4204254 -2.1351569 -0.7265906 1.2896249 -1.6444998 0.62701744 3.9122646e-05 -1.348553 1.6431069 0.4589956 -1.8367497 0.81131816 0.13370599 0.9231004 -0.2677846 0.22468318 0.10889411 -1.0416583 0.016111592 -0.36729148 0.24761267 -1.143464 -0.6162608 -0.6412186 0.79434645 -0.11785016 1.8588868 -0.06067674 -1.1092484 -0.039183926 -0.5137064 -0.15945728 -1.4222018 0.31517547 -0.81327593 0.0048671463 -0.18886662 0.28870773 1.0241542 0.24846096 0.15484594 0.83580816 -0.59276813 0.12078259 -0.2424585 -0.1992609 -1.7673252 -0.45719153 0.3185026 0.052791957 0.072982006 0.27393457 0.24782388 -1.073425 0.2915962 -0.52252334 -0.0066470583 -0.4599936 0.34365907 0.7187273 -0.7599531 -0.5792492 1.1238049 0.8469614 -0.078110866 0.20481071 -0.015566204 0.39713895 0.27844605 -0.37874687 -0.32269904 0.18351592 -1.2942557 1.0065168 2.6649168 -0.09024592 -0.115473986 -0.29874867 0.5950803 -0.6491804 0.9974534 -1.0031152 -2.4024782 -0.11324192 0.3452371 -0.68466026 -0.7123374 -0.61712 -2.0060632 0.49333447 0.4248587 -0.05601518 0.099164896 1.8789287 -0.2811404 0.91072047 2.713236 1.3424015 -0.007254917 -1.2505476 -0.7478102 0.7299547 -0.089441456 -0.43519676 0.45425606 0.49322376 -1.0130681 -0.56024987 -0.74189216 0.5030309 -1.023638 -1.7686493 0.638495 0.612898 0.5948498 2.5866709 0.1675552 -0.059030745 -0.3356758 0.66674125 1.1920244 0.24162059 1.3198696 0.28690717 -2.68874 -0.48055518 -1.5761619 0.14664873 0.83967185 -0.7924626 0.7860132 -0.7246394 1.0014578 0.14658897 -0.64450735 0.86360186 2.015226 -0.06311106 0.54246426 -2.120671 0.60732156 -0.9577766 -0.962489 -0.13819228 -1.9003396 1.477142 0.13473822 -1.3756094 0.21764572 0.71171355 0.03748321 -0.393383 0.011907921 0.5097328 -0.710836 0.8421267 -0.89845014 -0.31148115 -0.12334009 -0.58898896 0.35046947 0.26125875 1.1667713 -0.77842957 -0.5580311 0.7409664 -1.3743105 -0.8576632 0.8552787 -0.70344007 -0.86729395 0.8507328 0.081006676 -0.36887273 0.93737006 -0.8049869 -1.1607035 -1.4482615 -0.4097167 0.45684943 -0.71613914 0.41646683 2.408504 -0.29688725 -0.45588523 -2.1563365 0.6449749 0.06401941 -0.5306914 1.9065568 -0.8465525 2.175783 0.6279667 -0.18118665 -0.7002306 0.08241815 -1.2743592 0.86315835 0.2589759 -0.11746242 -2.0128748 0.85062236 1.7910615 -0.23783809 0.22933501 0.8359954 -0.16953708 0.711695 -0.13198276 1.3160635 0.48212075 -0.83564043
<pad> 0.8598764 -0.8392776 0.21543029 1.0473262 -0.35116714 0.92687714 0.19446017 0.43463743 -0.50851333 -1.5483292 0.4361628 -0.05452338 -0.26497063 0.66488725 -0.55493516 -0.2797728 1.2510214 -0.65309256 1.1241713 0.41626474 1.9894124 -0.51694274 1.5471387 1.0384578 0.2893607 0.8567941 -0.2927318 0.24968228 0.7357801 0.01763151 -0.46739513 -1.3317417 -0.36859253 -0.9243944 -0.35533777 -1.6850173 -0.23949681 1.8554561 0.68137765 0.7045612 1.2475091 -1.6330634 -0.052583996 -1.7476727 -0.692077 0.7417215 0.12882428 -1.0369412 -0.84594417 -0.2566721 0.34262887 -1.07697 -0.61600417 -0.15071104 -0.44881743 -0.7726476 1.7515095 0.20912598 0.70576566 -0.36712894 -0.31342962 0.47315833 -1.1460096 -0.70875674 -0.4837299 1.4506056 -0.9727428 0.39702946 0.07864575 0.3648432 0.49154198 0.020293105 -0.7249207 0.97864133 1.4640467 0.5678606 -2.860407 -0.39765677 -0.4860878 0.8766392 0.84922194 0.41535607 0.87215734 0.28720066 -0.7825528 0.5715837 0.15444374 0.76095456 -1.0340949 1.3190961 0.34591895 1.2966202 -0.8545642 0.9938145 0.1409012 0.99152505 0.8077086 0.93903935 -0.6754034 -0.91347355 -1.8044235 -0.7238192 0.2459109 0.15390426 0.1533081 -1.2125725 -0.854381 0.49695554 -1.7440581 -0.64858806 -1.2289644 0.5474777 0.9272567 0.22399819 -0.034679767 2.3584945 0.07103437 0.81011516 0.0698216 0.3754226 -0.65767145 0.3823659 0.40215418 -1.707603 0.114939004 0.8273572 0.29516712 -0.6673007 -1.2765539 0.99865556 -1.2278188 0.03912367 -0.45458874 -1.0813018 -2.2441347 1.9152719 0.47215146 -0.12260598 -0.26454082 0.35173896 1.6129894 0.97668684 -1.8338121 -1.1014528 0.6723529 -0.45019576 0.6598951 -0.69084466 -0.10172084 -1.8603181 -1.6612647 -0.7758482 0.8601411 0.6049721 -0.29201725 -0.9079055 -0.34003752 0.66082954 -0.41279477 -0.33470514 -0.49652928 0.25946292 -1.3803854 0.65220726 -1.4215298 0.40058938 0.049067397 1.6812779 -0.27791974 1.7441406 -2.3301284 1.2588984 0.83174706 1.2724131 0.32724786 -1.653587 -0.79792064 1.051248 -0.58498347 0.28445363 -1.2115283 1.108874 0.52255243 0.9853287 1.4537731 0.904213 1.1746532 -1.1101269 -0.2703188 -0.6313266 0.69475996 -0.18485409 -0.57447076 -1.6579882 1.2468975 -0.39891937 -1.4791157 0.8945784 0.33060122 1.0275787 -2.3348236 -0.90038484 -1.3821996 0.5423107 -0.6897772 0.61041445 -0.574857 1.2986363 -1.5685147 -0.71202 -2.6498976 0.75422263 -0.37448043 -0.2572616 0.5239151 0.8996191 -0.33151335 1.7309458 -0.73092127 0.36491084 0.16062969 -0.23153275 0.24280524 -0.773348 1.0458037 -0.6981066 -1.5083469 -0.8071363 -0.1494729 0.3972236 -0.88379115 0.20430249 -1.1207113 -0.9375089 -0.12876953 1.4187068 1.8777137 -1.999467 -1.9011496 0.4638691 -0.15722306 -1.509574 0.051803187 0.6853142 -1.0125363 -0.99807036 -0.86616534 -0.32387426 0.97010213 1.0255684 1.4593514 -0.36234704 -0.21524686 -1.7589426 0.66719395 0.70087874 0.95069945 0.6235363 0.14841044 0.27994245 0.13287897 -0.44436157 0.7895685 1.2041568 -0.47667173 -1.4123715 1.0322057 -1.709688 -1.225889 0.08815727 -0.6686178 -0.7308128 0.7389635 0.17666328 1.5924493 1.3784972 0.6649754 1.31653 0.9976657 -1.3411351 -0.05105546 -0.887594 0.67946136 1.041635 0.43628508 0.048369333 0.19013812 0.8495835 -0.08113135 -0.32964498 0.59289676 -0.11091884 1.1329387 1.3676411 1.5922078 0.09468127 1.1554819 1.0879983 -0.939253 0.72018343
， 0.8955515 0.17006782 -1.0863748 2.0142775 0.14233534 1.0502641 -1.9146186 1.5254054 0.41852686 -1.0021765 0.78738636 -1.1434265 -1.15919 1.3279808 -1.2685264 1.046601 1.8198309 -0.37393337 0.5671053 -1.6003635 1.3942565 -0.37112692 -0.83049476 0.7837918 -0.82138366 1.5960232 -0.5573124 -1.2436191 -1.428412 -1.8232468 0.6043092 -0.20802903 1.5128951 0.05398989 -0.7654913 -0.012385335 -0.48144546 1.1542314 -0.37977073 0.5381807 -0.25640526 -1.974048 1.2697856 -0.117085345 1.1256135 -1.0347183 1.5650568 0.2384594 -0.56699204 1.3157853 -1.0845431 1.0153542 0.59760785 -0.111005 -0.28848082 1.481634 -1.4323399 1.9391705 0.71281475 -0.14659926 -0.31929898 0.25538835 -0.5943959 1.8931442 1.4746904 -1.3227429 -0.93419975 0.7907077 1.2796596 0.9307215 -0.9653225 1.6776038 -0.96885055 -0.43495205 -0.83466965 0.1481599 0.19585872 1.8247943 -0.65230006 -0.647656 2.3732457 1.7634729 -0.6315052 -0.98673785 0.22707199 0.34494942 -0.06548499 1.1624743 0.47225925 0.6032354 0.83202213 0.3773793 -3.0592716 -0.8640957 0.39665133 -0.2816198 0.70281863 0.03667511 -1.1006662 -0.26202416 0.18258236 0.10605982 1.4086753 -0.70381814 -2.1561215 -1.2411748 -0.43822768 -0.51837033 0.6421206 -1.0362594 -2.428365 -0.16523075 1.1456362 -0.08391047 -2.687007 -0.6657906 1.4064697 -0.06454672 0.5299312 0.20851675 0.15787014 -0.5516159 0.57306266 1.0307944 0.37152547 0.62519145 0.21139014 -1.4073379 -1.3968574 1.8451492 0.11915406 0.57241035 -1.1742092 -0.48484102 -1.2159579 0.09127683 0.7116044 -0.06038856 -2.3160555 0.41553587 1.1015201 -0.40176693 0.3578966 0.52032125 -1.8040376 -1.5734198 -0.74014616 0.11765343 0.0928774 -1.784013 -0.63376683 -1.4449115 -1.0861475 -0.4310936 -1.4024754 1.5356311 0.07252996 1.5902004 1.0634187 0.015993338 0.21429028 0.8970561 -0.12790991 -1.9200468 0.6151161 -0.47694612 -0.41159615 1.0849681 0.5325725 -1.4720529 0.5552602 -0.53370255 0.5525359 0.62440306 -0.7017466 1.1594017 0.8523005 0.38567367 1.6300334 0.6926544 -0.69930124 -1.3093007 0.05683967 -1.094428 0.28537703 -0.78053284 0.6161773 1.2817806 -0.28649428 2.1111324 0.45189494 0.39454496 0.4957133 0.91635454 -0.004030827 -0.5518505 -0.9888321 0.3439788 0.9749812 -0.7467686 0.5536774 0.114550285 -1.4094499 -0.74071133 0.19150798 -1.6008753 -0.42580312 -0.5062191 -1.0444416 0.7498658 -1.3065071 -2.2079031 -0.7719429 2.131896 -1.5503948 0.05682873 0.81364197 0.6815463 1.0333269 0.48120993 0.40403336 0.786213 -0.5750243 -0.1394561 -0.20901637 0.515619 -0.079941645 -0.8154894 -0.4348516 2.139911 -0.26203522 -0.12534955 -1.080352 0.40559825 -0.43517712 0.19666079 -0.99644816 -1.9872378 -0.11382233 -0.082110204 0.16832533 0.27074367 -0.42697617 0.50094104 0.9432737 -0.8051666 -0.24928531 -1.5930034 -1.1854583 -0.7315353 1.0935879 0.5686678 0.6817074 -0.497519 -1.7803068 1.0525339 -1.1816463 0.4849164 -0.5876447 -1.0767654 -0.90534335 0.7111435 0.6387782 -0.6795654 -0.17411323 -0.11259085 0.07922964 -1.5371228 1.1217103 0.46036267 1.0601455 -0.16958186 0.057950106 -1.0218472 0.4218457 0.76899123 -1.3247061 -0.58687806 1.5984517 -0.90742105 -0.17568123 0.26020217 1.0052223 0.669329 1.8048744 -0.057761785 0.6754414 0.41463077 -0.485256 0.7811767 0.44659016 0.48198953 1.0696205 1.6955587 -1.3530792 0.7582639 -0.93256533 0.30515102 1.6443563 1.0251727
的 -0.019410107 -0.24678797 -0.5141552 2.7299752 0.6342168 -0.110809356 0.2703856 0.41705674 -0.76466995 -2.4204311 -0.59976536 -0.7159314 -0.8618017 1.0497526 0.54623944 -0.7981596 -0.67481875 1.0958283 -0.46740645 1.0951735 0.61883473 -1.0565901 -0.32493624 -0.31894302 -1.8763341 -0.94696546 -0.56408083 0.7680552 -0.37237883 1.875175 1.5623778 0.16714819 1.5595838 0.0839203 -0.8165728 -1.2181876 -1.4141134 -2.221717 1.0910231 0.39918897 -1.4147882 -1.9443827 2.6638284 -2.5849214 -0.3483093 -1.2768111 1.2041935 0.41885737 -0.6264915 -1.2598635 -0.17101997 -0.09451551 0.5562106 1.8215355 -1.3849229 -0.16678634 -1.3049109 1.3956747 -0.425332 -0.58320785 -0.62582475 -0.16236432 0.8221694 0.20428674 -0.27942896 0.121347904 0.3831149 0.19451053 0.3466418 -1.2984078 0.36676487 0.75776196 1.5233855 1.6458269 1.73043 -0.5802344 -0.48261273 -0.6443515 -1.0062621 0.8157141 0.0649764 0.13610162 -0.33701542 -0.42747515 -0.0011477228 -0.9921381 0.558996 0.48417446 0.42329437 0.54720676 0.57775104 -1.2895788 0.64017355 0.9923972 0.64543486 -2.407712 0.40264577 0.738344 1.1438419 0.6721332 0.18367681 -0.5367812 1.710209 0.22282977 -0.37812966 2.1818678 0.61612314 1.6069653 1.6151379 -1.0042768 0.8307863 0.085298695 -0.5351512 0.77987534 -1.1209589 -1.2757269 0.19029789 0.09809208 0.30246544 -0.14954329 -0.66100293 1.0569872 0.28426272 0.9857154 0.75427866 1.4701519 -0.12504229 -0.87289083 -0.43871146 0.20166902 0.2271485 -0.05514332 -0.720507 -0.4757063 0.8947587 0.36385572 1.272678 -0.35486463 1.2087017 -0.4758017 -0.18907958 0.24432425 -1.2633739 -0.37864834 -1.0377893 -1.0432142 0.60313225 -0.4432806 0.597437 -0.5591857 0.28537536 0.039966587 -1.1142912 -0.7018597 -0.2819324 1.0536848 -0.040540628 0.16402985 0.70751774 -1.624833 -1.2773706 0.05926119 0.4667645 0.6903434 1.0204479 -1.7858443 -0.26309192 1.6994039 -1.0891271 -0.71158147 0.24580163 -0.07374777 -1.4286835 1.8534608 0.12186845 -1.1296402 -0.7697011 1.6788592 2.6152475 0.606213 0.3166484 0.30229023 -1.2840998 0.012669044 0.87669975 0.32712832 -0.4437163 0.53256166 -0.54276496 0.32467005 -0.9636277 -0.58549994 -0.1298496 0.67720413 -2.3554142 1.3474101 -0.81879246 2.5617309 1.878895 0.49217474 -1.3570213 1.1938144 0.3645778 -0.29008883 0.50031495 -1.5553544 -1.2081774 0.87830913 -1.1718067 1.7222011 -0.13035145 -1.9812089 -1.8173308 -0.41010964 -0.26526994 -0.4790508 0.45257586 0.80826676 2.0087717 -1.0434382 -2.4669588 0.54181504 0.054128893 -0.33712658 -2.437975 1.0693933 0.13688947 -0.60142255 -0.10989515 -1.1721189 1.1690396 0.98004854 1.7259405 -0.63115627 0.17960648 0.1349787 1.8558581 0.2962184 -0.47908902 -0.13066223 -0.49583495 -0.80173033 1.1078131 -0.21119505 -0.8546662 0.6391783 -0.5089646 -0.96097887 0.038478117 -0.67008615 -0.54741406 -0.9072827 -0.06801312 1.3966236 -0.547623 0.16072778 -1.3989493 -2.599672 0.2585235 0.25142732 0.1333462 -1.0716463 -1.0153651 -0.6559947 0.51636326 -1.7126486 -0.073620744 -0.6133027 -0.74761003 0.09934151 1.0121211 -0.95096993 1.5341284 -1.079764 0.113598 0.29572484 -0.2686275 0.64157134 2.4731357 -1.695656 0.55485827 -0.47317806 0.26248395 0.28782308 -0.53618616 -0.8938534 -0.5614469 -0.16780692 -0.86070776 0.7112449 0.95629495 -0.4078699 0.73303235 0.22123657 0.44072202 1.5468754 0.09615625 2.2312448 1.7467606 1.3082488
了 0.124426864 1.8280954 0.9831009 0.14293717 -1.4974583 3.1034458 -0.7097836 0.20220008 1.4538946 -1.8817077 -0.22880717 -1.027875 -0.53895986 0.80745065 -1.0450182 -0.08144022 1.3482633 0.2743296 -0.39580986 -1.505056 0.51076716 -0.28799066 -0.9882684 0.44040823 -0.2843285 1.0525922 -0.40245408 -1.1113168 0.58638555 -0.86827195 0.4367374 -0.59662205 0.7141082 -0.8070898 -0.96410495 0.35778406 -0.2732946 0.43445915 1.7109047 -0.41755947 0.810394 -1.0918777 1.1574733 -1.2285464 0.2751894 0.10051493 0.9152668 0.19070739 0.48134676 0.086716995 0.9004895 0.5559789 -0.050192833 0.112029955 -1.439684 0.75009805 -1.5054841 -1.3146921 -1.1119413 0.74209183 -0.8102331 -0.009212203 -0.4743434 1.1438323 1.1884118 0.17937969 1.7646253 -0.6639684 0.1571281 0.96715915 -2.1649566 -1.5981468 -1.3471707 0.39326853 0.59526414 1.4138998 -1.3583844 0.36373785 1.538334 0.3059712 -2.766651 -0.47001737 -1.7505038 2.905508 -0.25854993 1.9923856 -0.80236256 1.6783811 -0.89814115 -0.7203658 0.7988867 -1.4793873 0.17301881 0.6102554 -0.6266577 0.5144439 -0.18295005 -1.1733937 -0.37414312 -1.0328828 1.8433598 0.055927638 -0.11219723 -0.245374 -0.3677436 -0.5251873 1.1754384 -1.5019016 0.3143271 -0.1251007 0.49618953 0.88955927 -0.8363657 -0.29136074 -1.8384202 0.5092801 1.3908857 0.028221074 -1.4881053 -1.0963734 1.2030565 1.1813108 -0.850121 1.250484 1.2223569 1.250738 2.3116245 -0.009567669 -0.9230186 -0.8903068 0.20895238 0.059258193 0.106729366 0.49396473 -0.33611163 0.71392626 0.5556038 2.7291563 0.15473896 0.22158048 1.3925962 -0.3155677 -0.5543442 -1.1319938 -0.029073585 -1.210971 -1.8888425 0.41130638 -0.967076 -1.2960277 -2.3347435 -0.31022587 -0.8826532 -0.42418194 -0.7870713 1.9317689 -0.5187978 1.2357754 0.072576575 -0.15375821 -0.57340276 -0.15085204 0.47972527 0.14387 -0.85539544 0.7481106 0.59370905 0.37782627 -0.9562182 -0.14203326 -0.6214096 -1.2952368 -1.9361837 0.66784674 -0.8764587 1.3920652 1.3384788 1.1676358 0.5798174 0.27975932 -1.9524069 -0.0073854607 -0.26425046 -1.0647621 -0.14070114 -0.48506567 1.7909943 -1.2614187 0.3135924 0.8464774 0.6025425 0.865754 -0.6702711 1.0650029 0.5283241 0.38650712 -0.9644218 1.1394185 -1.9817309 -0.55233175 -0.13839766 -0.4280309 0.1417486 -0.79457724 0.58854914 -0.34508002 0.8903802 1.9166594 -0.22798921 0.8145917 1.0230062 0.049085077 -1.4656824 0.4805433 -0.9354194 0.15922448 -0.050655097 0.32922944 0.28885496 0.21598572 -0.7406716 1.0585318 -0.8170561 -0.031450592 0.6143301 1.1952467 0.0184183 0.16429812 1.6212403 -0.6389256 0.74482936 -0.23121776 0.60105395 0.7080985 1.2886081 -0.1550115 -1.2381295 0.4256766 -0.24611914 -0.25242683 -1.4610463 0.7941693 -0.99647474 1.0309753 -1.1659817 0.37439004 -0.029903825 0.7499461 0.0016405185 0.4898123 0.34486088 0.16148868 0.93313223 2.2235749 -0.71705014 0.77442616 0.7843878 1.1499043 -1.9716254 0.7126426 -0.1423409 -1.7253298 0.03773442 1.9197751 0.69600886 0.36871806 -0.048697434 -0.26592514 -1.3058069 -0.19177404 -0.22102174 -0.32699153 0.84755427 0.2087623 -0.47857174 0.9743888 -0.97826356 -1.8312483 1.7447314 -0.11683806 -0.32776853 -1.9126707 0.36183694 -0.18245338 0.037486456 1.1031898 -0.6431696 -0.66300964 -1.121779 1.6951121 1.9903591 -0.63814366 0.85539633 1.642792 0.31545052 0.7557653 -0.8640382 -1.1982353 2.0471108 -1.367175
… 1.7539198 -0.07875835 -0.51359785 0.5462624 1.0336319 0.33710518 0.7153517 -0.14696723 -0.4674709 0.585131 -0.09571628 -0.044367265 -0.43465808 -1.075802 -0.29818213 -0.7845866 1.1654521 -1.3100251 1.8042226 0.2514134 1.4274467 -1.0617328 -0.3200904 1.2856162 0.3420093 1.7161297 1.8614627 -0.20988376 -0.42488077 -0.7149864 0.41926503 -0.37290215 -0.118796825 -0.57392484 0.39521572 0.45619187 -0.24028234 0.4770612 0.04256915 -0.39457968 -0.008392483 -1.209323 0.430775 0.82605964 -0.004404845 0.37295258 0.4512206 -0.2135426 -0.16859093 0.8448976 -0.31460437 -1.7188169 -0.5480035 0.44762316 -0.14954409 0.31225446 0.9399047 0.21786243 0.69624907 0.53500223 -2.7766602 0.3260321 -0.13577469 0.6590769 0.58879477 -0.62039936 -0.866531 -0.13919026 -0.073862985 0.34415373 -2.1943939 -0.72885746 -2.5571342 -0.73328006 2.3266015 0.4431778 -0.10030712 1.3283393 -0.26529813 -0.33246863 0.81044066 0.66299045 1.3830155 -0.49563265 -1.7842948 2.4802263 -0.36092368 0.74590343 0.8457939 -0.1902837 1.0022603 -0.5104553 0.80944073 -0.3719534 0.7508766 -0.730415 -1.265106 -0.6364332 -1.685758 1.1658943 -0.064504445 -0.15554048 0.08889705 -0.09455234 -0.36020827 -0.44518313 -0.49773395 -1.8581092 0.3746055 -0.14251812 0.029269492 0.37341043 0.69249976 -0.4510986 -0.6552884 -0.49757797 -0.9416513 -1.042354 0.21657246 -0.5294435 -0.12662728 0.3742792 -0.6304494 -0.3711382 -0.8409685 -0.55995417 0.5129402 -0.2115912 0.33800915 0.67653304 0.36557457 0.5908807 0.18838193 0.3303122 -0.26492664 -1.3028978 -1.9588792 0.13098347 1.2453116 -0.5137858 0.15241857 -0.49777454 0.5939944 1.2962011 -1.665363 -0.97219986 0.29830503 -0.43484548 -0.9646101 -2.1332662 1.064172 0.37780657 -0.5783379 0.6535722 0.9515499 0.2886058 -0.7116952 0.09929629 0.8267979 0.36100662 -0.32459423 0.35443765 -0.23248821 0.88938844 -0.039720625 -0.9524684 0.27245703 2.8707743 0.43341875 1.5878333 -0.52806544 1.6490899 -1.7025334 -0.5329122 -1.031357 0.7788266 1.6018186 -0.049502328 -0.029527912 -0.47482267 0.16400504 0.20526074 -0.09405405 1.0447553 1.0227536 -1.0295554 0.751836 1.3792868 1.2144673 0.5338277 -0.70540535 -0.33774805 0.113717 -0.1213611 0.6725416 0.18328986 -0.20078385 -1.1855491 -0.9250905 1.0585163 -0.40305907 0.36642185 0.101170816 -0.66567755 0.2951031 -0.6511099 -0.99900395 -0.21455282 0.81051373 -0.14177085 1.3635707 -1.7237631 0.51812005 -0.71558076 1.7924819 0.14843622 -0.29164916 1.126084 -0.20472099 1.6225713 -0.60215634 -0.23482214 -1.5326608 0.6890701 -1.2694215 -0.20689794 -1.0027355 0.7053792 -0.8321893 1.176607 1.0103234 -1.3610929 0.16453268 -2.3285384 1.4695607 -0.022401335 -1.6919589 -0.61018145 -1.6643481 0.65750724 -0.15422283 -0.33395147 0.77055055 -0.2663506 -0.640906 -1.2953341 -1.2691419 -0.9496096 1.4021212 -0.29681277 -1.2956185 -0.81685257 -0.93699765 -0.10026271 0.4026852 0.17704841 0.14466256 -1.3512911 -0.9849602 1.561256 1.6520786 0.2695429 -0.3704157 -0.66111404 1.3731217 -1.2292235 0.35934207 -1.1112843 1.3329659 -0.4493885 -0.693006 -1.4414659 0.21878286 -2.2706199 1.1016893 -0.16959193 -0.13103354 -0.051698178 -0.8295336 0.46076056 -0.3791775 0.5837915 0.3287772 -0.1266879 0.29440388 3.2369833 0.22973283 0.39704415 -0.99494326 0.69763094 -0.075644396 -0.031685505 0.6717069 0.6972548 -0.8750802 0.25193936 0.91673565 0.44680834 0.36706924 1.1802963
少女 0.5887249 -0.78131676 -0.9086393 -1.1748865 -0.7446431 -0.33194453 -0.018740159 -0.6819682 1.1373322 -0.2449827 0.38390064 -0.4037972 -0.42380548 1.8774717 -0.056615744 1.1482375 1.0340028 -0.57691437 -0.10536296 0.602655 0.7542164 -0.5638564 -0.71151686 -0.08572001 0.29281658 0.52927524 1.5935234 0.09691928 -1.0369319 0.18286628 1.6077064 -0.6484846 1.2906547 0.82070255 0.42539054 -0.46507382 0.32321668 -1.6392659 -0.264856 1.2421234 -0.20365983 -0.020171288 0.86471444 0.7232603 -0.9572046 1.6881616 -0.5733427 0.34953114 -0.7623181 -0.1049821 -0.23901421 1.7843546 1.4431484 -1.0618613 0.88080454 -0.42794758 -1.6699258 0.3234611 -0.35222912 -1.1160336 0.057735726 -0.7693502 0.1561758 0.50093096 1.9453335 -0.812546 -2.8262587 -0.009005266 -0.09875295 -1.333687 -0.14573775 0.46749806 0.755247 1.1295704 0.895495 -1.5277107 -1.5787225 0.124769524 -1.6838331 1.7976208 0.86056334 1.5805879 0.4043093 0.86494225 1.6273291 0.40853548 -1.7177533 1.3041753 -0.40075505 -1.908944 -0.35136628 -1.6667027 -0.3832609 1.4697397 -1.7034197 -0.7213212 -0.34379014 1.3429763 0.12348689 -1.4705572 -1.4270422 0.24953331 1.3322998 0.02141577 -0.04586138 -0.08307748 -0.9784215 0.04490414 1.383406 -0.57164764 0.18689618 -0.46882167 -0.05742165 -0.90621465 -1.7430568 0.64610285 0.22093566 0.71984667 0.23604086 -2.0309274 0.18095501 0.79003716 0.7923131 2.2337909 0.50145984 -0.20433225 0.24310149 1.6265295 -2.0527804 0.076875634 -0.19025083 -0.51757085 0.22870481 0.027272848 1.1691102 0.4587316 0.43038988 -1.4018912 0.31812528 -1.0155283 -0.6313369 -0.6585674 0.22004573 -0.6052359 1.5660753 0.4774539 2.1519923 0.11055413 0.32297432 0.3056909 1.5830464 -0.14859697 0.49388915 1.1956668 -2.5543363 0.22358978 1.3447273 1.3092629 -0.14362293 0.7085022 -1.7020465 0.09408313 -1.417123 0.7645757 0.060660124 -0.36149168 0.7115275 1.7099825 -0.15572844 0.27442068 0.048999123 -0.19752415 -0.8670349 -0.26930657 -0.27720222 -0.17450356 1.3144078 -0.2786439 1.4584504 0.5331807 -2.408406 -1.1464162 -0.7464278 -0.88895607 -0.5660856 -0.14826216 -0.8454592 -0.41659743 0.73387223 1.8717443 1.2645547 0.5606523 -0.78016657 0.95922476 2.5326197 1.6011894 0.6156151 -0.4252702 0.3975298 -1.6362991 1.4911361 0.28891438 0.87486833 0.7208409 0.5737307 -1.0389473 -1.3981676 -0.4815167 0.03707392 1.7858388 0.59070474 -0.5626557 0.3910045 0.035984877 2.1952462 -0.9893836 0.62462777 -0.3701214 -1.3561703 0.7157114 -1.0020103 1.1730001 -0.48587084 0.57544714 -0.7790919 0.52735734 -0.3946973 -0.58449775 1.0182343 0.85085005 0.2953459 -1.9785928 -0.3930518 -0.72646505 0.9768115 0.17771009 -0.44179973 0.78593755 0.8447062 -0.005129957 0.5753596 0.6570053 0.70418715 -0.6634827 0.5337006 0.3853094 -0.28450736 -1.0903058 -0.14038745 1.3840564 0.7502709 -0.043994833 -1.3120382 1.4737962 -0.09856514 -0.053444806 1.3115609 -0.9847638 2.2367926 -0.30558985 1.4043404 0.18040906 -0.36622265 -0.8305084 -1.085571 -0.012008861 -0.89203405 -0.18426119 1.6373096 -1.3801707 0.3139381 -1.0484347 0.44056708 -0.14707406 0.5474443 0.2298568 -1.53983 2.0013795 -1.0588335 -0.009949998 1.066051 -2.4138741 0.5206372 0.023850137 -0.62356704 0.34778613 -0.6537413 0.42022324 -0.12714641 -0.28691298 0.60363704 -0.3824652 0.60583377 0.24133673 -0.85732937 -0.27193385 -0.535049 -2.1983075 2.1011653 -0.15304893