├── Chapter01 ├── README.md ├── documentation │ ├── Git+commands.md │ └── linuxcommands.md ├── installation_guide │ └── NLTK+Setup.md └── pip-requirements.txt ├── Chapter02 ├── 2_1_Basic_corpus_analysis.html ├── 2_2_Basic_webscraping_byusing_beautifulsuop.py ├── Chapter_2_Installation_Commands.txt ├── Pycharm_installation_guide.md ├── data │ └── customdata.txt └── web_scraping_test │ ├── scrapy.cfg │ └── web_scraping_test │ ├── __init__.py │ ├── __init__.pyc │ ├── items.py │ ├── middlewares.py │ ├── pipelines.py │ ├── result.csv │ ├── settings.py │ ├── settings.pyc │ └── spiders │ ├── WebScrapingTestspider.py │ ├── WebScrapingTestspider.pyc │ ├── __init__.py │ └── __init__.pyc ├── Chapter03 ├── 3_1_wordsteam.py ├── 3_2_tokenization_lemmatization.py ├── 3_3_parsingtree.py └── Chapter_3_Installation_Commands.txt ├── Chapter04 ├── 4_1_processrawtext.py ├── 4_2_rawtext_Stemmers.py ├── 4_3_stopwordremove.py ├── 4_4_wordtokenization.py ├── 4_5_regualrexpression.py ├── 4_6_spellingcorrection.py ├── Chapter_4_Installation_Commands.txt ├── big.txt ├── ch4_solution │ └── stopwordremovefromfile.py └── rawtextcorpus.txt ├── Chapter05 ├── Chapter_5_Installation_Commands.txt ├── CustomPOStagger │ └── ownpostag.py ├── NERtooldemo │ ├── SpacyNERdemo.py │ └── stanfordnerdemo.py ├── POStagdemo │ ├── POS_tags.txt │ ├── ployglotpostags.py │ └── snafordparserPOStags.py ├── TFIDFdemo │ ├── shakes │ │ ├── shakes1.txt │ │ ├── shakes2.txt │ │ ├── shakes3.txt │ │ └── shakes4.txt │ ├── tfidf_scikitlearn.py │ └── tfidf_textblob.py ├── bagofwordsdemo │ └── BOWdemo.py ├── n_gram │ └── nltkngrmdemo.py ├── onehotencodingdemo │ └── OHEdemo.py └── parserexample │ ├── StanfordParserdemo.py │ └── scpacyparserdemo.py ├── Chapter06 ├── Chapter_6_Installation_Commands.txt ├── Harrypotter2vec │ └── HPdataset │ │ ├── HPBook1.txt │ │ ├── HPBook2.txt │ │ ├── HPBook3.txt │ │ ├── HPBook4.txt │ │ ├── HPBook5.txt │ │ ├── HPBook6.txt │ │ ├── HPBook7.txt │ │ └── HPdataset.zip ├── doc2vecdata │ ├── pretrained_word_embeddings.txt │ ├── test_docs.txt │ ├── test_vectors.txt │ └── train_docs.txt ├── doc2vecexample.py ├── gameofthrones2vec │ ├── data │ │ ├── got1.txt │ │ ├── got2.txt │ │ ├── got3.txt │ │ ├── got4.txt │ │ └── got5.txt │ └── gameofthrones2vec.ipynb ├── gloveexample.py ├── kingqueenexample.py └── stopwordfacts.py ├── Chapter07 ├── 7_1_simplerule.py ├── 7_2_basicpythonrule.py ├── 7_3_SVArule.py ├── Chapter_7_Installation_Commands.txt ├── ch7_solution │ └── test.txt ├── chatbot │ ├── customscripts │ │ ├── __init__.pyc │ │ ├── conversationengine.py │ │ └── conversationengine.pyc │ └── flaskengin.py └── simpleruledata.txt ├── Chapter08 ├── Chapter_8_Installation_Commands.txt ├── K_means_clustering │ ├── .ipynb_checkpoints │ │ └── K-mean_clustering-checkpoint.ipynb │ ├── K-mean_clustering.ipynb │ ├── K-means_convergence.gif │ ├── Output_K_mean_cluster.html │ └── data │ │ ├── doc_cluster.pkl │ │ ├── doc_cluster.pkl_01.npy │ │ ├── doc_cluster.pkl_02.npy │ │ ├── genres_list.txt │ │ ├── kmeanexample.png │ │ ├── link_list_imdb.txt │ │ ├── synopses_list_imdb.txt │ │ ├── synopses_list_wiki.txt │ │ └── title_list.txt ├── Own_Logistic_Regression │ ├── README.md │ ├── __init__.py │ ├── data.csv │ ├── data2.csv │ └── logistic.py ├── Spamflteringapplication │ ├── .gitignore │ ├── Spam_filtering_Decision_Tree.ipynb │ ├── Spam_filtering_logistic_regression.ipynb │ └── data │ │ └── sms.tsv └── sentimentanalysis │ ├── data │ ├── neg │ │ ├── cv000_29416.txt │ │ ├── cv001_19502.txt │ │ ├── cv002_17424.txt │ │ ├── cv003_12683.txt │ │ ├── cv004_12641.txt │ │ ├── cv005_29357.txt │ │ ├── cv006_17022.txt │ │ ├── cv007_4992.txt │ │ ├── cv008_29326.txt │ │ ├── cv009_29417.txt │ │ ├── cv010_29063.txt │ │ ├── cv011_13044.txt │ │ ├── cv012_29411.txt │ │ ├── cv013_10494.txt │ │ ├── cv014_15600.txt │ │ ├── cv015_29356.txt │ │ ├── cv016_4348.txt │ │ ├── cv017_23487.txt │ │ ├── cv018_21672.txt │ │ ├── cv019_16117.txt │ │ ├── cv020_9234.txt │ │ ├── cv021_17313.txt │ │ ├── cv022_14227.txt │ │ ├── cv023_13847.txt │ │ ├── cv024_7033.txt │ │ ├── cv025_29825.txt │ │ ├── cv026_29229.txt │ │ ├── cv027_26270.txt │ │ ├── cv028_26964.txt │ │ ├── cv029_19943.txt │ │ ├── cv030_22893.txt │ │ ├── cv031_19540.txt │ │ ├── cv032_23718.txt │ │ ├── cv033_25680.txt │ │ ├── cv034_29446.txt │ │ ├── cv035_3343.txt │ │ ├── cv036_18385.txt │ │ ├── cv037_19798.txt │ │ ├── cv038_9781.txt │ │ ├── cv039_5963.txt │ │ ├── cv040_8829.txt │ │ ├── cv041_22364.txt │ │ ├── cv042_11927.txt │ │ ├── cv043_16808.txt │ │ ├── cv044_18429.txt │ │ ├── cv045_25077.txt │ │ ├── cv046_10613.txt │ │ ├── cv047_18725.txt │ │ ├── cv048_18380.txt │ │ ├── cv049_21917.txt │ │ ├── cv050_12128.txt │ │ ├── cv051_10751.txt │ │ ├── cv052_29318.txt │ │ ├── cv053_23117.txt │ │ ├── cv054_4101.txt │ │ ├── cv055_8926.txt │ │ ├── cv056_14663.txt │ │ ├── cv057_7962.txt │ │ ├── cv058_8469.txt │ │ ├── cv059_28723.txt │ │ ├── cv060_11754.txt │ │ ├── cv061_9321.txt │ │ ├── cv062_24556.txt │ │ ├── cv063_28852.txt │ │ ├── cv064_25842.txt │ │ ├── cv065_16909.txt │ │ ├── cv066_11668.txt │ │ ├── cv067_21192.txt │ │ ├── cv068_14810.txt │ │ ├── cv069_11613.txt │ │ ├── cv070_13249.txt │ │ ├── cv071_12969.txt │ │ ├── cv072_5928.txt │ │ ├── cv073_23039.txt │ │ ├── cv074_7188.txt │ │ ├── cv075_6250.txt │ │ ├── cv076_26009.txt │ │ ├── cv077_23172.txt │ │ ├── cv078_16506.txt │ │ ├── cv079_12766.txt │ │ ├── cv080_14899.txt │ │ ├── cv081_18241.txt │ │ ├── cv082_11979.txt │ │ ├── cv083_25491.txt │ │ ├── cv084_15183.txt │ │ ├── cv085_15286.txt │ │ ├── cv086_19488.txt │ │ ├── cv087_2145.txt │ │ ├── cv088_25274.txt │ │ ├── cv089_12222.txt │ │ ├── cv090_0049.txt │ │ ├── cv091_7899.txt │ │ ├── cv092_27987.txt │ │ ├── cv093_15606.txt │ │ ├── cv094_27868.txt │ │ ├── cv095_28730.txt │ │ ├── cv096_12262.txt │ │ ├── cv097_26081.txt │ │ ├── cv098_17021.txt │ │ ├── cv099_11189.txt │ │ ├── cv100_12406.txt │ │ ├── cv101_10537.txt │ │ ├── cv102_8306.txt │ │ ├── cv103_11943.txt │ │ ├── cv104_19176.txt │ │ ├── cv105_19135.txt │ │ ├── cv106_18379.txt │ │ ├── cv107_25639.txt │ │ ├── cv108_17064.txt │ │ ├── cv109_22599.txt │ │ ├── cv110_27832.txt │ │ ├── cv111_12253.txt │ │ ├── cv112_12178.txt │ │ ├── cv113_24354.txt │ │ ├── cv114_19501.txt │ │ ├── cv115_26443.txt │ │ ├── cv116_28734.txt │ │ ├── cv117_25625.txt │ │ ├── cv118_28837.txt │ │ ├── cv119_9909.txt │ │ ├── cv120_3793.txt │ │ ├── cv121_18621.txt │ │ ├── cv122_7891.txt │ │ ├── cv123_12165.txt │ │ ├── cv124_3903.txt │ │ ├── cv125_9636.txt │ │ ├── cv126_28821.txt │ │ ├── cv127_16451.txt │ │ ├── cv128_29444.txt │ │ ├── cv129_18373.txt │ │ ├── cv130_18521.txt │ │ ├── cv131_11568.txt │ │ ├── cv132_5423.txt │ │ ├── cv133_18065.txt │ │ ├── cv134_23300.txt │ │ ├── cv135_12506.txt │ │ ├── cv136_12384.txt │ │ ├── cv137_17020.txt │ │ ├── cv138_13903.txt │ │ ├── cv139_14236.txt │ │ ├── cv140_7963.txt │ │ ├── cv141_17179.txt │ │ ├── cv142_23657.txt │ │ ├── cv143_21158.txt │ │ ├── cv144_5010.txt │ │ ├── cv145_12239.txt │ │ ├── cv146_19587.txt │ │ ├── cv147_22625.txt │ │ ├── cv148_18084.txt │ │ ├── cv149_17084.txt │ │ ├── cv150_14279.txt │ │ ├── cv151_17231.txt │ │ ├── cv152_9052.txt │ │ ├── cv153_11607.txt │ │ ├── cv154_9562.txt │ │ ├── cv155_7845.txt │ │ ├── cv156_11119.txt │ │ ├── cv157_29302.txt │ │ ├── cv158_10914.txt │ │ ├── cv159_29374.txt │ │ ├── cv160_10848.txt │ │ ├── cv161_12224.txt │ │ ├── cv162_10977.txt │ │ ├── cv163_10110.txt │ │ ├── cv164_23451.txt │ │ ├── cv165_2389.txt │ │ ├── cv166_11959.txt │ │ ├── cv167_18094.txt │ │ ├── cv168_7435.txt │ │ ├── cv169_24973.txt │ │ ├── cv170_29808.txt │ │ ├── cv171_15164.txt │ │ ├── cv172_12037.txt │ │ ├── cv173_4295.txt │ │ ├── cv174_9735.txt │ │ ├── cv175_7375.txt │ │ ├── cv176_14196.txt │ │ ├── cv177_10904.txt │ │ ├── cv178_14380.txt │ │ ├── cv179_9533.txt │ │ ├── cv180_17823.txt │ │ ├── cv181_16083.txt │ │ ├── cv182_7791.txt │ │ ├── cv183_19826.txt │ │ ├── cv184_26935.txt │ │ ├── cv185_28372.txt │ │ ├── cv186_2396.txt │ │ ├── cv187_14112.txt │ │ ├── cv188_20687.txt │ │ ├── cv189_24248.txt │ │ ├── cv190_27176.txt │ │ ├── cv191_29539.txt │ │ ├── cv192_16079.txt │ │ ├── cv193_5393.txt │ │ ├── cv194_12855.txt │ │ ├── cv195_16146.txt │ │ ├── cv196_28898.txt │ │ ├── cv197_29271.txt │ │ ├── cv198_19313.txt │ │ ├── cv199_9721.txt │ │ ├── cv200_29006.txt │ │ ├── cv201_7421.txt │ │ ├── cv202_11382.txt │ │ ├── cv203_19052.txt │ │ ├── cv204_8930.txt │ │ ├── cv205_9676.txt │ │ ├── cv206_15893.txt │ │ ├── cv207_29141.txt │ │ ├── cv208_9475.txt │ │ ├── cv209_28973.txt │ │ ├── cv210_9557.txt │ │ ├── cv211_9955.txt │ │ ├── cv212_10054.txt │ │ ├── cv213_20300.txt │ │ ├── cv214_13285.txt │ │ ├── cv215_23246.txt │ │ ├── cv216_20165.txt │ │ ├── cv217_28707.txt │ │ ├── cv218_25651.txt │ │ ├── cv219_19874.txt │ │ ├── cv220_28906.txt │ │ ├── cv221_27081.txt │ │ ├── cv222_18720.txt │ │ ├── cv223_28923.txt │ │ ├── cv224_18875.txt │ │ ├── cv225_29083.txt │ │ ├── cv226_26692.txt │ │ ├── cv227_25406.txt │ │ ├── cv228_5644.txt │ │ ├── cv229_15200.txt │ │ ├── cv230_7913.txt │ │ ├── cv231_11028.txt │ │ ├── cv232_16768.txt │ │ ├── cv233_17614.txt │ │ ├── cv234_22123.txt │ │ ├── cv235_10704.txt │ │ ├── cv236_12427.txt │ │ ├── cv237_20635.txt │ │ ├── cv238_14285.txt │ │ ├── cv239_29828.txt │ │ ├── cv240_15948.txt │ │ ├── cv241_24602.txt │ │ ├── cv242_11354.txt │ │ ├── cv243_22164.txt │ │ ├── cv244_22935.txt │ │ ├── cv245_8938.txt │ │ ├── cv246_28668.txt │ │ ├── cv247_14668.txt │ │ ├── cv248_15672.txt │ │ ├── cv249_12674.txt │ │ ├── cv250_26462.txt │ │ ├── cv251_23901.txt │ │ ├── cv252_24974.txt │ │ ├── cv253_10190.txt │ │ ├── cv254_5870.txt │ │ ├── cv255_15267.txt │ │ ├── cv256_16529.txt │ │ ├── cv257_11856.txt │ │ ├── cv258_5627.txt │ │ ├── cv259_11827.txt │ │ ├── cv260_15652.txt │ │ ├── cv261_11855.txt │ │ ├── cv262_13812.txt │ │ ├── cv263_20693.txt │ │ ├── cv264_14108.txt │ │ ├── cv265_11625.txt │ │ ├── cv266_26644.txt │ │ ├── cv267_16618.txt │ │ ├── cv268_20288.txt │ │ ├── cv269_23018.txt │ │ ├── cv270_5873.txt │ │ ├── cv271_15364.txt │ │ ├── cv272_20313.txt │ │ ├── cv273_28961.txt │ │ ├── cv274_26379.txt │ │ ├── cv275_28725.txt │ │ ├── cv276_17126.txt │ │ ├── cv277_20467.txt │ │ ├── cv278_14533.txt │ │ ├── cv279_19452.txt │ │ ├── cv280_8651.txt │ │ ├── cv281_24711.txt │ │ ├── cv282_6833.txt │ │ ├── cv283_11963.txt │ │ ├── cv284_20530.txt │ │ ├── cv285_18186.txt │ │ ├── cv286_26156.txt │ │ ├── cv287_17410.txt │ │ ├── cv288_20212.txt │ │ ├── cv289_6239.txt │ │ ├── cv290_11981.txt │ │ ├── cv291_26844.txt │ │ ├── cv292_7804.txt │ │ ├── cv293_29731.txt │ │ ├── cv294_12695.txt │ │ ├── cv295_17060.txt │ │ ├── cv296_13146.txt │ │ ├── cv297_10104.txt │ │ ├── cv298_24487.txt │ │ ├── cv299_17950.txt │ │ ├── cv300_23302.txt │ │ ├── cv301_13010.txt │ │ ├── cv302_26481.txt │ │ ├── cv303_27366.txt │ │ ├── cv304_28489.txt │ │ ├── cv305_9937.txt │ │ ├── cv306_10859.txt │ │ ├── cv307_26382.txt │ │ ├── cv308_5079.txt │ │ ├── cv309_23737.txt │ │ ├── cv310_14568.txt │ │ ├── cv311_17708.txt │ │ ├── cv312_29308.txt │ │ ├── cv313_19337.txt │ │ ├── cv314_16095.txt │ │ ├── cv315_12638.txt │ │ ├── cv316_5972.txt │ │ ├── cv317_25111.txt │ │ ├── cv318_11146.txt │ │ ├── cv319_16459.txt │ │ ├── cv320_9693.txt │ │ ├── cv321_14191.txt │ │ ├── cv322_21820.txt │ │ ├── cv323_29633.txt │ │ ├── cv324_7502.txt │ │ ├── cv325_18330.txt │ │ ├── cv326_14777.txt │ │ ├── cv327_21743.txt │ │ ├── cv328_10908.txt │ │ ├── cv329_29293.txt │ │ ├── cv330_29675.txt │ │ ├── cv331_8656.txt │ │ ├── cv332_17997.txt │ │ ├── cv333_9443.txt │ │ ├── cv334_0074.txt │ │ ├── cv335_16299.txt │ │ ├── cv336_10363.txt │ │ ├── cv337_29061.txt │ │ ├── cv338_9183.txt │ │ ├── cv339_22452.txt │ │ ├── cv340_14776.txt │ │ ├── cv341_25667.txt │ │ ├── cv342_20917.txt │ │ ├── cv343_10906.txt │ │ ├── cv344_5376.txt │ │ ├── cv345_9966.txt │ │ ├── cv346_19198.txt │ │ ├── cv347_14722.txt │ │ ├── cv348_19207.txt │ │ ├── cv349_15032.txt │ │ ├── cv350_22139.txt │ │ ├── cv351_17029.txt │ │ ├── cv352_5414.txt │ │ ├── cv353_19197.txt │ │ ├── cv354_8573.txt │ │ ├── cv355_18174.txt │ │ ├── cv356_26170.txt │ │ ├── cv357_14710.txt │ │ ├── cv358_11557.txt │ │ ├── cv359_6751.txt │ │ ├── cv360_8927.txt │ │ ├── cv361_28738.txt │ │ ├── cv362_16985.txt │ │ ├── cv363_29273.txt │ │ ├── cv364_14254.txt │ │ ├── cv365_12442.txt │ │ ├── cv366_10709.txt │ │ ├── cv367_24065.txt │ │ ├── cv368_11090.txt │ │ ├── cv369_14245.txt │ │ ├── cv370_5338.txt │ │ ├── cv371_8197.txt │ │ ├── cv372_6654.txt │ │ ├── cv373_21872.txt │ │ ├── cv374_26455.txt │ │ ├── cv375_9932.txt │ │ ├── cv376_20883.txt │ │ ├── cv377_8440.txt │ │ ├── cv378_21982.txt │ │ ├── cv379_23167.txt │ │ ├── cv380_8164.txt │ │ ├── cv381_21673.txt │ │ ├── cv382_8393.txt │ │ ├── cv383_14662.txt │ │ ├── cv384_18536.txt │ │ ├── cv385_29621.txt │ │ ├── cv386_10229.txt │ │ ├── cv387_12391.txt │ │ ├── cv388_12810.txt │ │ ├── cv389_9611.txt │ │ ├── cv390_12187.txt │ │ ├── cv391_11615.txt │ │ ├── cv392_12238.txt │ │ ├── cv393_29234.txt │ │ ├── cv394_5311.txt │ │ ├── cv395_11761.txt │ │ ├── cv396_19127.txt │ │ ├── cv397_28890.txt │ │ ├── cv398_17047.txt │ │ ├── cv399_28593.txt │ │ ├── cv400_20631.txt │ │ ├── cv401_13758.txt │ │ ├── cv402_16097.txt │ │ ├── cv403_6721.txt │ │ ├── cv404_21805.txt │ │ ├── cv405_21868.txt │ │ ├── cv406_22199.txt │ │ ├── cv407_23928.txt │ │ ├── cv408_5367.txt │ │ ├── cv409_29625.txt │ │ ├── cv410_25624.txt │ │ ├── cv411_16799.txt │ │ ├── cv412_25254.txt │ │ ├── cv413_7893.txt │ │ ├── cv414_11161.txt │ │ ├── cv415_23674.txt │ │ ├── cv416_12048.txt │ │ ├── cv417_14653.txt │ │ ├── cv418_16562.txt │ │ ├── cv419_14799.txt │ │ ├── cv420_28631.txt │ │ ├── cv421_9752.txt │ │ ├── cv422_9632.txt │ │ ├── cv423_12089.txt │ │ ├── cv424_9268.txt │ │ ├── cv425_8603.txt │ │ ├── cv426_10976.txt │ │ ├── cv427_11693.txt │ │ ├── cv428_12202.txt │ │ ├── cv429_7937.txt │ │ ├── cv430_18662.txt │ │ ├── cv431_7538.txt │ │ ├── cv432_15873.txt │ │ ├── cv433_10443.txt │ │ ├── cv434_5641.txt │ │ ├── cv435_24355.txt │ │ ├── cv436_20564.txt │ │ ├── cv437_24070.txt │ │ ├── cv438_8500.txt │ │ ├── cv439_17633.txt │ │ ├── cv440_16891.txt │ │ ├── cv441_15276.txt │ │ ├── cv442_15499.txt │ │ ├── cv443_22367.txt │ │ ├── cv444_9975.txt │ │ ├── cv445_26683.txt │ │ ├── cv446_12209.txt │ │ ├── cv447_27334.txt │ │ ├── cv448_16409.txt │ │ ├── cv449_9126.txt │ │ ├── cv450_8319.txt │ │ ├── cv451_11502.txt │ │ ├── cv452_5179.txt │ │ ├── cv453_10911.txt │ │ ├── cv454_21961.txt │ │ ├── cv455_28866.txt │ │ ├── cv456_20370.txt │ │ ├── cv457_19546.txt │ │ ├── cv458_9000.txt │ │ ├── cv459_21834.txt │ │ ├── cv460_11723.txt │ │ ├── cv461_21124.txt │ │ ├── cv462_20788.txt │ │ ├── cv463_10846.txt │ │ ├── cv464_17076.txt │ │ ├── cv465_23401.txt │ │ ├── cv466_20092.txt │ │ ├── cv467_26610.txt │ │ ├── cv468_16844.txt │ │ ├── cv469_21998.txt │ │ ├── cv470_17444.txt │ │ ├── cv471_18405.txt │ │ ├── cv472_29140.txt │ │ ├── cv473_7869.txt │ │ ├── cv474_10682.txt │ │ ├── cv475_22978.txt │ │ ├── cv476_18402.txt │ │ ├── cv477_23530.txt │ │ ├── cv478_15921.txt │ │ ├── cv479_5450.txt │ │ ├── cv480_21195.txt │ │ ├── cv481_7930.txt │ │ ├── cv482_11233.txt │ │ ├── cv483_18103.txt │ │ ├── cv484_26169.txt │ │ ├── cv485_26879.txt │ │ ├── cv486_9788.txt │ │ ├── cv487_11058.txt │ │ ├── cv488_21453.txt │ │ ├── cv489_19046.txt │ │ ├── cv490_18986.txt │ │ ├── cv491_12992.txt │ │ ├── cv492_19370.txt │ │ ├── cv493_14135.txt │ │ ├── cv494_18689.txt │ │ ├── cv495_16121.txt │ │ ├── cv496_11185.txt │ │ ├── cv497_27086.txt │ │ ├── cv498_9288.txt │ │ ├── cv499_11407.txt │ │ ├── cv500_10722.txt │ │ ├── cv501_12675.txt │ │ ├── cv502_10970.txt │ │ ├── cv503_11196.txt │ │ ├── cv504_29120.txt │ │ ├── cv505_12926.txt │ │ ├── cv506_17521.txt │ │ ├── cv507_9509.txt │ │ ├── cv508_17742.txt │ │ ├── cv509_17354.txt │ │ ├── cv510_24758.txt │ │ ├── cv511_10360.txt │ │ ├── cv512_17618.txt │ │ ├── cv513_7236.txt │ │ ├── cv514_12173.txt │ │ ├── cv515_18484.txt │ │ ├── cv516_12117.txt │ │ ├── cv517_20616.txt │ │ ├── cv518_14798.txt │ │ ├── cv519_16239.txt │ │ ├── cv520_13297.txt │ │ ├── cv521_1730.txt │ │ ├── cv522_5418.txt │ │ ├── cv523_18285.txt │ │ ├── cv524_24885.txt │ │ ├── cv525_17930.txt │ │ ├── cv526_12868.txt │ │ ├── cv527_10338.txt │ │ ├── cv528_11669.txt │ │ ├── cv529_10972.txt │ │ ├── cv530_17949.txt │ │ ├── cv531_26838.txt │ │ ├── cv532_6495.txt │ │ ├── cv533_9843.txt │ │ ├── cv534_15683.txt │ │ ├── cv535_21183.txt │ │ ├── cv536_27221.txt │ │ ├── cv537_13516.txt │ │ ├── cv538_28485.txt │ │ ├── cv539_21865.txt │ │ ├── cv540_3092.txt │ │ ├── cv541_28683.txt │ │ ├── cv542_20359.txt │ │ ├── cv543_5107.txt │ │ ├── cv544_5301.txt │ │ ├── cv545_12848.txt │ │ ├── cv546_12723.txt │ │ ├── cv547_18043.txt │ │ ├── cv548_18944.txt │ │ ├── cv549_22771.txt │ │ ├── cv550_23226.txt │ │ ├── cv551_11214.txt │ │ ├── cv552_0150.txt │ │ ├── cv553_26965.txt │ │ ├── cv554_14678.txt │ │ ├── cv555_25047.txt │ │ ├── cv556_16563.txt │ │ ├── cv557_12237.txt │ │ ├── cv558_29376.txt │ │ ├── cv559_0057.txt │ │ ├── cv560_18608.txt │ │ ├── cv561_9484.txt │ │ ├── cv562_10847.txt │ │ ├── cv563_18610.txt │ │ ├── cv564_12011.txt │ │ ├── cv565_29403.txt │ │ ├── cv566_8967.txt │ │ ├── cv567_29420.txt │ │ ├── cv568_17065.txt │ │ ├── cv569_26750.txt │ │ ├── cv570_28960.txt │ │ ├── cv571_29292.txt │ │ ├── cv572_20053.txt │ │ ├── cv573_29384.txt │ │ ├── cv574_23191.txt │ │ ├── cv575_22598.txt │ │ ├── cv576_15688.txt │ │ ├── cv577_28220.txt │ │ ├── cv578_16825.txt │ │ ├── cv579_12542.txt │ │ ├── cv580_15681.txt │ │ ├── cv581_20790.txt │ │ ├── cv582_6678.txt │ │ ├── cv583_29465.txt │ │ ├── cv584_29549.txt │ │ ├── cv585_23576.txt │ │ ├── cv586_8048.txt │ │ ├── cv587_20532.txt │ │ ├── cv588_14467.txt │ │ ├── cv589_12853.txt │ │ ├── cv590_20712.txt │ │ ├── cv591_24887.txt │ │ ├── cv592_23391.txt │ │ ├── cv593_11931.txt │ │ ├── cv594_11945.txt │ │ ├── cv595_26420.txt │ │ ├── cv596_4367.txt │ │ ├── cv597_26744.txt │ │ ├── cv598_18184.txt │ │ ├── cv599_22197.txt │ │ ├── cv600_25043.txt │ │ ├── cv601_24759.txt │ │ ├── cv602_8830.txt │ │ ├── cv603_18885.txt │ │ ├── cv604_23339.txt │ │ ├── cv605_12730.txt │ │ ├── cv606_17672.txt │ │ ├── cv607_8235.txt │ │ ├── cv608_24647.txt │ │ ├── cv609_25038.txt │ │ ├── cv610_24153.txt │ │ ├── cv611_2253.txt │ │ ├── cv612_5396.txt │ │ ├── cv613_23104.txt │ │ ├── cv614_11320.txt │ │ ├── cv615_15734.txt │ │ ├── cv616_29187.txt │ │ ├── cv617_9561.txt │ │ ├── cv618_9469.txt │ │ ├── cv619_13677.txt │ │ ├── cv620_2556.txt │ │ ├── cv621_15984.txt │ │ ├── cv622_8583.txt │ │ ├── cv623_16988.txt │ │ ├── cv624_11601.txt │ │ ├── cv625_13518.txt │ │ ├── cv626_7907.txt │ │ ├── cv627_12603.txt │ │ ├── cv628_20758.txt │ │ ├── cv629_16604.txt │ │ ├── cv630_10152.txt │ │ ├── cv631_4782.txt │ │ ├── cv632_9704.txt │ │ ├── cv633_29730.txt │ │ ├── cv634_11989.txt │ │ ├── cv635_0984.txt │ │ ├── cv636_16954.txt │ │ ├── cv637_13682.txt │ │ ├── cv638_29394.txt │ │ ├── cv639_10797.txt │ │ ├── cv640_5380.txt │ │ ├── cv641_13412.txt │ │ ├── cv642_29788.txt │ │ ├── cv643_29282.txt │ │ ├── cv644_18551.txt │ │ ├── cv645_17078.txt │ │ ├── cv646_16817.txt │ │ ├── cv647_15275.txt │ │ ├── cv648_17277.txt │ │ ├── cv649_13947.txt │ │ ├── cv650_15974.txt │ │ ├── cv651_11120.txt │ │ ├── cv652_15653.txt │ │ ├── cv653_2107.txt │ │ ├── cv654_19345.txt │ │ ├── cv655_12055.txt │ │ ├── cv656_25395.txt │ │ ├── cv657_25835.txt │ │ ├── cv658_11186.txt │ │ ├── cv659_21483.txt │ │ ├── cv660_23140.txt │ │ ├── cv661_25780.txt │ │ ├── cv662_14791.txt │ │ ├── cv663_14484.txt │ │ ├── cv664_4264.txt │ │ ├── cv665_29386.txt │ │ ├── cv666_20301.txt │ │ ├── cv667_19672.txt │ │ ├── cv668_18848.txt │ │ ├── cv669_24318.txt │ │ ├── cv670_2666.txt │ │ ├── cv671_5164.txt │ │ ├── cv672_27988.txt │ │ ├── cv673_25874.txt │ │ ├── cv674_11593.txt │ │ ├── cv675_22871.txt │ │ ├── cv676_22202.txt │ │ ├── cv677_18938.txt │ │ ├── cv678_14887.txt │ │ ├── cv679_28221.txt │ │ ├── cv680_10533.txt │ │ ├── cv681_9744.txt │ │ ├── cv682_17947.txt │ │ ├── cv683_13047.txt │ │ ├── cv684_12727.txt │ │ ├── cv685_5710.txt │ │ ├── cv686_15553.txt │ │ ├── cv687_22207.txt │ │ ├── cv688_7884.txt │ │ ├── cv689_13701.txt │ │ ├── cv690_5425.txt │ │ ├── cv691_5090.txt │ │ ├── cv692_17026.txt │ │ ├── cv693_19147.txt │ │ ├── cv694_4526.txt │ │ ├── cv695_22268.txt │ │ ├── cv696_29619.txt │ │ ├── cv697_12106.txt │ │ ├── cv698_16930.txt │ │ ├── cv699_7773.txt │ │ ├── cv700_23163.txt │ │ ├── cv701_15880.txt │ │ ├── cv702_12371.txt │ │ ├── cv703_17948.txt │ │ ├── cv704_17622.txt │ │ ├── cv705_11973.txt │ │ ├── cv706_25883.txt │ │ ├── cv707_11421.txt │ │ ├── cv708_28539.txt │ │ ├── cv709_11173.txt │ │ ├── cv710_23745.txt │ │ ├── cv711_12687.txt │ │ ├── cv712_24217.txt │ │ ├── cv713_29002.txt │ │ ├── cv714_19704.txt │ │ ├── cv715_19246.txt │ │ ├── cv716_11153.txt │ │ ├── cv717_17472.txt │ │ ├── cv718_12227.txt │ │ ├── cv719_5581.txt │ │ ├── cv720_5383.txt │ │ ├── cv721_28993.txt │ │ ├── cv722_7571.txt │ │ ├── cv723_9002.txt │ │ ├── cv724_15265.txt │ │ ├── cv725_10266.txt │ │ ├── cv726_4365.txt │ │ ├── cv727_5006.txt │ │ ├── cv728_17931.txt │ │ ├── cv729_10475.txt │ │ ├── cv730_10729.txt │ │ ├── cv731_3968.txt │ │ ├── cv732_13092.txt │ │ ├── cv733_9891.txt │ │ ├── cv734_22821.txt │ │ ├── cv735_20218.txt │ │ ├── cv736_24947.txt │ │ ├── cv737_28733.txt │ │ ├── cv738_10287.txt │ │ ├── cv739_12179.txt │ │ ├── cv740_13643.txt │ │ ├── cv741_12765.txt │ │ ├── cv742_8279.txt │ │ ├── cv743_17023.txt │ │ ├── cv744_10091.txt │ │ ├── cv745_14009.txt │ │ ├── cv746_10471.txt │ │ ├── cv747_18189.txt │ │ ├── cv748_14044.txt │ │ ├── cv749_18960.txt │ │ ├── cv750_10606.txt │ │ ├── cv751_17208.txt │ │ ├── cv752_25330.txt │ │ ├── cv753_11812.txt │ │ ├── cv754_7709.txt │ │ ├── cv755_24881.txt │ │ ├── cv756_23676.txt │ │ ├── cv757_10668.txt │ │ ├── cv758_9740.txt │ │ ├── cv759_15091.txt │ │ ├── cv760_8977.txt │ │ ├── cv761_13769.txt │ │ ├── cv762_15604.txt │ │ ├── cv763_16486.txt │ │ ├── cv764_12701.txt │ │ ├── cv765_20429.txt │ │ ├── cv766_7983.txt │ │ ├── cv767_15673.txt │ │ ├── cv768_12709.txt │ │ ├── cv769_8565.txt │ │ ├── cv770_11061.txt │ │ ├── cv771_28466.txt │ │ ├── cv772_12971.txt │ │ ├── cv773_20264.txt │ │ ├── cv774_15488.txt │ │ ├── cv775_17966.txt │ │ ├── cv776_21934.txt │ │ ├── cv777_10247.txt │ │ ├── cv778_18629.txt │ │ ├── cv779_18989.txt │ │ ├── cv780_8467.txt │ │ ├── cv781_5358.txt │ │ ├── cv782_21078.txt │ │ ├── cv783_14724.txt │ │ ├── cv784_16077.txt │ │ ├── cv785_23748.txt │ │ ├── cv786_23608.txt │ │ ├── cv787_15277.txt │ │ ├── cv788_26409.txt │ │ ├── cv789_12991.txt │ │ ├── cv790_16202.txt │ │ ├── cv791_17995.txt │ │ ├── cv792_3257.txt │ │ ├── cv793_15235.txt │ │ ├── cv794_17353.txt │ │ ├── cv795_10291.txt │ │ ├── cv796_17243.txt │ │ ├── cv797_7245.txt │ │ ├── cv798_24779.txt │ │ ├── cv799_19812.txt │ │ ├── cv800_13494.txt │ │ ├── cv801_26335.txt │ │ ├── cv802_28381.txt │ │ ├── cv803_8584.txt │ │ ├── cv804_11763.txt │ │ ├── cv805_21128.txt │ │ ├── cv806_9405.txt │ │ ├── cv807_23024.txt │ │ ├── cv808_13773.txt │ │ ├── cv809_5012.txt │ │ ├── cv810_13660.txt │ │ ├── cv811_22646.txt │ │ ├── cv812_19051.txt │ │ ├── cv813_6649.txt │ │ ├── cv814_20316.txt │ │ ├── cv815_23466.txt │ │ ├── cv816_15257.txt │ │ ├── cv817_3675.txt │ │ ├── cv818_10698.txt │ │ ├── cv819_9567.txt │ │ ├── cv820_24157.txt │ │ ├── cv821_29283.txt │ │ ├── cv822_21545.txt │ │ ├── cv823_17055.txt │ │ ├── cv824_9335.txt │ │ ├── cv825_5168.txt │ │ ├── cv826_12761.txt │ │ ├── cv827_19479.txt │ │ ├── cv828_21392.txt │ │ ├── cv829_21725.txt │ │ ├── cv830_5778.txt │ │ ├── cv831_16325.txt │ │ ├── cv832_24713.txt │ │ ├── cv833_11961.txt │ │ ├── cv834_23192.txt │ │ ├── cv835_20531.txt │ │ ├── cv836_14311.txt │ │ ├── cv837_27232.txt │ │ ├── cv838_25886.txt │ │ ├── cv839_22807.txt │ │ ├── cv840_18033.txt │ │ ├── cv841_3367.txt │ │ ├── cv842_5702.txt │ │ ├── cv843_17054.txt │ │ ├── cv844_13890.txt │ │ ├── cv845_15886.txt │ │ ├── cv846_29359.txt │ │ ├── cv847_20855.txt │ │ ├── cv848_10061.txt │ │ ├── cv849_17215.txt │ │ ├── cv850_18185.txt │ │ ├── cv851_21895.txt │ │ ├── cv852_27512.txt │ │ ├── cv853_29119.txt │ │ ├── cv854_18955.txt │ │ ├── cv855_22134.txt │ │ ├── cv856_28882.txt │ │ ├── cv857_17527.txt │ │ ├── cv858_20266.txt │ │ ├── cv859_15689.txt │ │ ├── cv860_15520.txt │ │ ├── cv861_12809.txt │ │ ├── cv862_15924.txt │ │ ├── cv863_7912.txt │ │ ├── cv864_3087.txt │ │ ├── cv865_28796.txt │ │ ├── cv866_29447.txt │ │ ├── cv867_18362.txt │ │ ├── cv868_12799.txt │ │ ├── cv869_24782.txt │ │ ├── cv870_18090.txt │ │ ├── cv871_25971.txt │ │ ├── cv872_13710.txt │ │ ├── cv873_19937.txt │ │ ├── cv874_12182.txt │ │ ├── cv875_5622.txt │ │ ├── cv876_9633.txt │ │ ├── cv877_29132.txt │ │ ├── cv878_17204.txt │ │ ├── cv879_16585.txt │ │ ├── cv880_29629.txt │ │ ├── cv881_14767.txt │ │ ├── cv882_10042.txt │ │ ├── cv883_27621.txt │ │ ├── cv884_15230.txt │ │ ├── cv885_13390.txt │ │ ├── cv886_19210.txt │ │ ├── cv887_5306.txt │ │ ├── cv888_25678.txt │ │ ├── cv889_22670.txt │ │ ├── cv890_3515.txt │ │ ├── cv891_6035.txt │ │ ├── cv892_18788.txt │ │ ├── cv893_26731.txt │ │ ├── cv894_22140.txt │ │ ├── cv895_22200.txt │ │ ├── cv896_17819.txt │ │ ├── cv897_11703.txt │ │ ├── cv898_1576.txt │ │ ├── cv899_17812.txt │ │ ├── cv900_10800.txt │ │ ├── cv901_11934.txt │ │ ├── cv902_13217.txt │ │ ├── cv903_18981.txt │ │ ├── cv904_25663.txt │ │ ├── cv905_28965.txt │ │ ├── cv906_12332.txt │ │ ├── cv907_3193.txt │ │ ├── cv908_17779.txt │ │ ├── cv909_9973.txt │ │ ├── cv910_21930.txt │ │ ├── cv911_21695.txt │ │ ├── cv912_5562.txt │ │ ├── cv913_29127.txt │ │ ├── cv914_2856.txt │ │ ├── cv915_9342.txt │ │ ├── cv916_17034.txt │ │ ├── cv917_29484.txt │ │ ├── cv918_27080.txt │ │ ├── cv919_18155.txt │ │ ├── cv920_29423.txt │ │ ├── cv921_13988.txt │ │ ├── cv922_10185.txt │ │ ├── cv923_11951.txt │ │ ├── cv924_29397.txt │ │ ├── cv925_9459.txt │ │ ├── cv926_18471.txt │ │ ├── cv927_11471.txt │ │ ├── cv928_9478.txt │ │ ├── cv929_1841.txt │ │ ├── cv930_14949.txt │ │ ├── cv931_18783.txt │ │ ├── cv932_14854.txt │ │ ├── cv933_24953.txt │ │ ├── cv934_20426.txt │ │ ├── cv935_24977.txt │ │ ├── cv936_17473.txt │ │ ├── cv937_9816.txt │ │ ├── cv938_10706.txt │ │ ├── cv939_11247.txt │ │ ├── cv940_18935.txt │ │ ├── cv941_10718.txt │ │ ├── cv942_18509.txt │ │ ├── cv943_23547.txt │ │ ├── cv944_15042.txt │ │ ├── cv945_13012.txt │ │ ├── cv946_20084.txt │ │ ├── cv947_11316.txt │ │ ├── cv948_25870.txt │ │ ├── cv949_21565.txt │ │ ├── cv950_13478.txt │ │ ├── cv951_11816.txt │ │ ├── cv952_26375.txt │ │ ├── cv953_7078.txt │ │ ├── cv954_19932.txt │ │ ├── cv955_26154.txt │ │ ├── cv956_12547.txt │ │ ├── cv957_9059.txt │ │ ├── cv958_13020.txt │ │ ├── cv959_16218.txt │ │ ├── cv960_28877.txt │ │ ├── cv961_5578.txt │ │ ├── cv962_9813.txt │ │ ├── cv963_7208.txt │ │ ├── cv964_5794.txt │ │ ├── cv965_26688.txt │ │ ├── cv966_28671.txt │ │ ├── cv967_5626.txt │ │ ├── cv968_25413.txt │ │ ├── cv969_14760.txt │ │ ├── cv970_19532.txt │ │ ├── cv971_11790.txt │ │ ├── cv972_26837.txt │ │ ├── cv973_10171.txt │ │ ├── cv974_24303.txt │ │ ├── cv975_11920.txt │ │ ├── cv976_10724.txt │ │ ├── cv977_4776.txt │ │ ├── cv978_22192.txt │ │ ├── cv979_2029.txt │ │ ├── cv980_11851.txt │ │ ├── cv981_16679.txt │ │ ├── cv982_22209.txt │ │ ├── cv983_24219.txt │ │ ├── cv984_14006.txt │ │ ├── cv985_5964.txt │ │ ├── cv986_15092.txt │ │ ├── cv987_7394.txt │ │ ├── cv988_20168.txt │ │ ├── cv989_17297.txt │ │ ├── cv990_12443.txt │ │ ├── cv991_19973.txt │ │ ├── cv992_12806.txt │ │ ├── cv993_29565.txt │ │ ├── cv994_13229.txt │ │ ├── cv995_23113.txt │ │ ├── cv996_12447.txt │ │ ├── cv997_5152.txt │ │ ├── cv998_15691.txt │ │ └── cv999_14636.txt │ └── pos │ │ ├── cv000_29590.txt │ │ ├── cv001_18431.txt │ │ ├── cv002_15918.txt │ │ ├── cv003_11664.txt │ │ ├── cv004_11636.txt │ │ ├── cv005_29443.txt │ │ ├── cv006_15448.txt │ │ ├── cv007_4968.txt │ │ ├── cv008_29435.txt │ │ ├── cv009_29592.txt │ │ ├── cv010_29198.txt │ │ ├── cv011_12166.txt │ │ ├── cv012_29576.txt │ │ ├── cv013_10159.txt │ │ ├── cv014_13924.txt │ │ ├── cv015_29439.txt │ │ ├── cv016_4659.txt │ │ ├── cv017_22464.txt │ │ ├── cv018_20137.txt │ │ ├── cv019_14482.txt │ │ ├── cv020_8825.txt │ │ ├── cv021_15838.txt │ │ ├── cv022_12864.txt │ │ ├── cv023_12672.txt │ │ ├── cv024_6778.txt │ │ ├── cv025_3108.txt │ │ ├── cv026_29325.txt │ │ ├── cv027_25219.txt │ │ ├── cv028_26746.txt │ │ ├── cv029_18643.txt │ │ ├── cv030_21593.txt │ │ ├── cv031_18452.txt │ │ ├── cv032_22550.txt │ │ ├── cv033_24444.txt │ │ ├── cv034_29647.txt │ │ ├── cv035_3954.txt │ │ ├── cv036_16831.txt │ │ ├── cv037_18510.txt │ │ ├── cv038_9749.txt │ │ ├── cv039_6170.txt │ │ ├── cv040_8276.txt │ │ ├── cv041_21113.txt │ │ ├── cv042_10982.txt │ │ ├── cv043_15013.txt │ │ ├── cv044_16969.txt │ │ ├── cv045_23923.txt │ │ ├── cv046_10188.txt │ │ ├── cv047_1754.txt │ │ ├── cv048_16828.txt │ │ ├── cv049_20471.txt │ │ ├── cv050_11175.txt │ │ ├── cv051_10306.txt │ │ ├── cv052_29378.txt │ │ ├── cv053_21822.txt │ │ ├── cv054_4230.txt │ │ ├── cv055_8338.txt │ │ ├── cv056_13133.txt │ │ ├── cv057_7453.txt │ │ ├── cv058_8025.txt │ │ ├── cv059_28885.txt │ │ ├── cv060_10844.txt │ │ ├── cv061_8837.txt │ │ ├── cv062_23115.txt │ │ ├── cv063_28997.txt │ │ ├── cv064_24576.txt │ │ ├── cv065_15248.txt │ │ ├── cv066_10821.txt │ │ ├── cv067_19774.txt │ │ ├── cv068_13400.txt │ │ ├── cv069_10801.txt │ │ ├── cv070_12289.txt │ │ ├── cv071_12095.txt │ │ ├── cv072_6169.txt │ │ ├── cv073_21785.txt │ │ ├── cv074_6875.txt │ │ ├── cv075_6500.txt │ │ ├── cv076_24945.txt │ │ ├── cv077_22138.txt │ │ ├── cv078_14730.txt │ │ ├── cv079_11933.txt │ │ ├── cv080_13465.txt │ │ ├── cv081_16582.txt │ │ ├── cv082_11080.txt │ │ ├── cv083_24234.txt │ │ ├── cv084_13566.txt │ │ ├── cv085_1381.txt │ │ ├── cv086_18371.txt │ │ ├── cv087_1989.txt │ │ ├── cv088_24113.txt │ │ ├── cv089_11418.txt │ │ ├── cv090_0042.txt │ │ ├── cv091_7400.txt │ │ ├── cv092_28017.txt │ │ ├── cv093_13951.txt │ │ ├── cv094_27889.txt │ │ ├── cv095_28892.txt │ │ ├── cv096_11474.txt │ │ ├── cv097_24970.txt │ │ ├── cv098_15435.txt │ │ ├── cv099_10534.txt │ │ ├── cv100_11528.txt │ │ ├── cv101_10175.txt │ │ ├── cv102_7846.txt │ │ ├── cv103_11021.txt │ │ ├── cv104_18134.txt │ │ ├── cv105_17990.txt │ │ ├── cv106_16807.txt │ │ ├── cv107_24319.txt │ │ ├── cv108_15571.txt │ │ ├── cv109_21172.txt │ │ ├── cv110_27788.txt │ │ ├── cv111_11473.txt │ │ ├── cv112_11193.txt │ │ ├── cv113_23102.txt │ │ ├── cv114_18398.txt │ │ ├── cv115_25396.txt │ │ ├── cv116_28942.txt │ │ ├── cv117_24295.txt │ │ ├── cv118_28980.txt │ │ ├── cv119_9867.txt │ │ ├── cv120_4111.txt │ │ ├── cv121_17302.txt │ │ ├── cv122_7392.txt │ │ ├── cv123_11182.txt │ │ ├── cv124_4122.txt │ │ ├── cv125_9391.txt │ │ ├── cv126_28971.txt │ │ ├── cv127_14711.txt │ │ ├── cv128_29627.txt │ │ ├── cv129_16741.txt │ │ ├── cv130_17083.txt │ │ ├── cv131_10713.txt │ │ ├── cv132_5618.txt │ │ ├── cv133_16336.txt │ │ ├── cv134_22246.txt │ │ ├── cv135_11603.txt │ │ ├── cv136_11505.txt │ │ ├── cv137_15422.txt │ │ ├── cv138_12721.txt │ │ ├── cv139_12873.txt │ │ ├── cv140_7479.txt │ │ ├── cv141_15686.txt │ │ ├── cv142_22516.txt │ │ ├── cv143_19666.txt │ │ ├── cv144_5007.txt │ │ ├── cv145_11472.txt │ │ ├── cv146_18458.txt │ │ ├── cv147_21193.txt │ │ ├── cv148_16345.txt │ │ ├── cv149_15670.txt │ │ ├── cv150_12916.txt │ │ ├── cv151_15771.txt │ │ ├── cv152_8736.txt │ │ ├── cv153_10779.txt │ │ ├── cv154_9328.txt │ │ ├── cv155_7308.txt │ │ ├── cv156_10481.txt │ │ ├── cv157_29372.txt │ │ ├── cv158_10390.txt │ │ ├── cv159_29505.txt │ │ ├── cv160_10362.txt │ │ ├── cv161_11425.txt │ │ ├── cv162_10424.txt │ │ ├── cv163_10052.txt │ │ ├── cv164_22447.txt │ │ ├── cv165_22619.txt │ │ ├── cv166_11052.txt │ │ ├── cv167_16376.txt │ │ ├── cv168_7050.txt │ │ ├── cv169_23778.txt │ │ ├── cv170_3006.txt │ │ ├── cv171_13537.txt │ │ ├── cv172_11131.txt │ │ ├── cv173_4471.txt │ │ ├── cv174_9659.txt │ │ ├── cv175_6964.txt │ │ ├── cv176_12857.txt │ │ ├── cv177_10367.txt │ │ ├── cv178_12972.txt │ │ ├── cv179_9228.txt │ │ ├── cv180_16113.txt │ │ ├── cv181_14401.txt │ │ ├── cv182_7281.txt │ │ ├── cv183_18612.txt │ │ ├── cv184_2673.txt │ │ ├── cv185_28654.txt │ │ ├── cv186_2269.txt │ │ ├── cv187_12829.txt │ │ ├── cv188_19226.txt │ │ ├── cv189_22934.txt │ │ ├── cv190_27052.txt │ │ ├── cv191_29719.txt │ │ ├── cv192_14395.txt │ │ ├── cv193_5416.txt │ │ ├── cv194_12079.txt │ │ ├── cv195_14528.txt │ │ ├── cv196_29027.txt │ │ ├── cv197_29328.txt │ │ ├── cv198_18180.txt │ │ ├── cv199_9629.txt │ │ ├── cv200_2915.txt │ │ ├── cv201_6997.txt │ │ ├── cv202_10654.txt │ │ ├── cv203_17986.txt │ │ ├── cv204_8451.txt │ │ ├── cv205_9457.txt │ │ ├── cv206_14293.txt │ │ ├── cv207_29284.txt │ │ ├── cv208_9020.txt │ │ ├── cv209_29118.txt │ │ ├── cv210_9312.txt │ │ ├── cv211_9953.txt │ │ ├── cv212_10027.txt │ │ ├── cv213_18934.txt │ │ ├── cv214_12294.txt │ │ ├── cv215_22240.txt │ │ ├── cv216_18738.txt │ │ ├── cv217_28842.txt │ │ ├── cv218_24352.txt │ │ ├── cv219_18626.txt │ │ ├── cv220_29059.txt │ │ ├── cv221_2695.txt │ │ ├── cv222_17395.txt │ │ ├── cv223_29066.txt │ │ ├── cv224_17661.txt │ │ ├── cv225_29224.txt │ │ ├── cv226_2618.txt │ │ ├── cv227_24215.txt │ │ ├── cv228_5806.txt │ │ ├── cv229_13611.txt │ │ ├── cv230_7428.txt │ │ ├── cv231_10425.txt │ │ ├── cv232_14991.txt │ │ ├── cv233_15964.txt │ │ ├── cv234_20643.txt │ │ ├── cv235_10217.txt │ │ ├── cv236_11565.txt │ │ ├── cv237_19221.txt │ │ ├── cv238_12931.txt │ │ ├── cv239_3385.txt │ │ ├── cv240_14336.txt │ │ ├── cv241_23130.txt │ │ ├── cv242_10638.txt │ │ ├── cv243_20728.txt │ │ ├── cv244_21649.txt │ │ ├── cv245_8569.txt │ │ ├── cv246_28807.txt │ │ ├── cv247_13142.txt │ │ ├── cv248_13987.txt │ │ ├── cv249_11640.txt │ │ ├── cv250_25616.txt │ │ ├── cv251_22636.txt │ │ ├── cv252_23779.txt │ │ ├── cv253_10077.txt │ │ ├── cv254_6027.txt │ │ ├── cv255_13683.txt │ │ ├── cv256_14740.txt │ │ ├── cv257_10975.txt │ │ ├── cv258_5792.txt │ │ ├── cv259_10934.txt │ │ ├── cv260_13959.txt │ │ ├── cv261_10954.txt │ │ ├── cv262_12649.txt │ │ ├── cv263_19259.txt │ │ ├── cv264_12801.txt │ │ ├── cv265_10814.txt │ │ ├── cv266_25779.txt │ │ ├── cv267_14952.txt │ │ ├── cv268_18834.txt │ │ ├── cv269_21732.txt │ │ ├── cv270_6079.txt │ │ ├── cv271_13837.txt │ │ ├── cv272_18974.txt │ │ ├── cv273_29112.txt │ │ ├── cv274_25253.txt │ │ ├── cv275_28887.txt │ │ ├── cv276_15684.txt │ │ ├── cv277_19091.txt │ │ ├── cv278_13041.txt │ │ ├── cv279_18329.txt │ │ ├── cv280_8267.txt │ │ ├── cv281_23253.txt │ │ ├── cv282_6653.txt │ │ ├── cv283_11055.txt │ │ ├── cv284_19119.txt │ │ ├── cv285_16494.txt │ │ ├── cv286_25050.txt │ │ ├── cv287_15900.txt │ │ ├── cv288_18791.txt │ │ ├── cv289_6463.txt │ │ ├── cv290_11084.txt │ │ ├── cv291_26635.txt │ │ ├── cv292_7282.txt │ │ ├── cv293_29856.txt │ │ ├── cv294_11684.txt │ │ ├── cv295_15570.txt │ │ ├── cv296_12251.txt │ │ ├── cv297_10047.txt │ │ ├── cv298_23111.txt │ │ ├── cv299_16214.txt │ │ ├── cv300_22284.txt │ │ ├── cv301_12146.txt │ │ ├── cv302_25649.txt │ │ ├── cv303_27520.txt │ │ ├── cv304_28706.txt │ │ ├── cv305_9946.txt │ │ ├── cv306_10364.txt │ │ ├── cv307_25270.txt │ │ ├── cv308_5016.txt │ │ ├── cv309_22571.txt │ │ ├── cv310_13091.txt │ │ ├── cv311_16002.txt │ │ ├── cv312_29377.txt │ │ ├── cv313_18198.txt │ │ ├── cv314_14422.txt │ │ ├── cv315_11629.txt │ │ ├── cv316_6370.txt │ │ ├── cv317_24049.txt │ │ ├── cv318_10493.txt │ │ ├── cv319_14727.txt │ │ ├── cv320_9530.txt │ │ ├── cv321_12843.txt │ │ ├── cv322_20318.txt │ │ ├── cv323_29805.txt │ │ ├── cv324_7082.txt │ │ ├── cv325_16629.txt │ │ ├── cv326_13295.txt │ │ ├── cv327_20292.txt │ │ ├── cv328_10373.txt │ │ ├── cv329_29370.txt │ │ ├── cv330_29809.txt │ │ ├── cv331_8273.txt │ │ ├── cv332_16307.txt │ │ ├── cv333_8916.txt │ │ ├── cv334_10001.txt │ │ ├── cv335_14665.txt │ │ ├── cv336_10143.txt │ │ ├── cv337_29181.txt │ │ ├── cv338_8821.txt │ │ ├── cv339_21119.txt │ │ ├── cv340_13287.txt │ │ ├── cv341_24430.txt │ │ ├── cv342_19456.txt │ │ ├── cv343_10368.txt │ │ ├── cv344_5312.txt │ │ ├── cv345_9954.txt │ │ ├── cv346_18168.txt │ │ ├── cv347_13194.txt │ │ ├── cv348_18176.txt │ │ ├── cv349_13507.txt │ │ ├── cv350_20670.txt │ │ ├── cv351_15458.txt │ │ ├── cv352_5524.txt │ │ ├── cv353_18159.txt │ │ ├── cv354_8132.txt │ │ ├── cv355_16413.txt │ │ ├── cv356_25163.txt │ │ ├── cv357_13156.txt │ │ ├── cv358_10691.txt │ │ ├── cv359_6647.txt │ │ ├── cv360_8398.txt │ │ ├── cv361_28944.txt │ │ ├── cv362_15341.txt │ │ ├── cv363_29332.txt │ │ ├── cv364_12901.txt │ │ ├── cv365_11576.txt │ │ ├── cv366_10221.txt │ │ ├── cv367_22792.txt │ │ ├── cv368_10466.txt │ │ ├── cv369_12886.txt │ │ ├── cv370_5221.txt │ │ ├── cv371_7630.txt │ │ ├── cv372_6552.txt │ │ ├── cv373_20404.txt │ │ ├── cv374_25436.txt │ │ ├── cv375_9929.txt │ │ ├── cv376_19435.txt │ │ ├── cv377_7946.txt │ │ ├── cv378_20629.txt │ │ ├── cv379_21963.txt │ │ ├── cv380_7574.txt │ │ ├── cv381_20172.txt │ │ ├── cv382_7897.txt │ │ ├── cv383_13116.txt │ │ ├── cv384_17140.txt │ │ ├── cv385_29741.txt │ │ ├── cv386_10080.txt │ │ ├── cv387_11507.txt │ │ ├── cv388_12009.txt │ │ ├── cv389_9369.txt │ │ ├── cv390_11345.txt │ │ ├── cv391_10802.txt │ │ ├── cv392_11458.txt │ │ ├── cv393_29327.txt │ │ ├── cv394_5137.txt │ │ ├── cv395_10849.txt │ │ ├── cv396_17989.txt │ │ ├── cv397_29023.txt │ │ ├── cv398_15537.txt │ │ ├── cv399_2877.txt │ │ ├── cv400_19220.txt │ │ ├── cv401_12605.txt │ │ ├── cv402_14425.txt │ │ ├── cv403_6621.txt │ │ ├── cv404_20315.txt │ │ ├── cv405_20399.txt │ │ ├── cv406_21020.txt │ │ ├── cv407_22637.txt │ │ ├── cv408_5297.txt │ │ ├── cv409_29786.txt │ │ ├── cv410_24266.txt │ │ ├── cv411_15007.txt │ │ ├── cv412_24095.txt │ │ ├── cv413_7398.txt │ │ ├── cv414_10518.txt │ │ ├── cv415_22517.txt │ │ ├── cv416_11136.txt │ │ ├── cv417_13115.txt │ │ ├── cv418_14774.txt │ │ ├── cv419_13394.txt │ │ ├── cv420_28795.txt │ │ ├── cv421_9709.txt │ │ ├── cv422_9381.txt │ │ ├── cv423_11155.txt │ │ ├── cv424_8831.txt │ │ ├── cv425_8250.txt │ │ ├── cv426_10421.txt │ │ ├── cv427_10825.txt │ │ ├── cv428_11347.txt │ │ ├── cv429_7439.txt │ │ ├── cv430_17351.txt │ │ ├── cv431_7085.txt │ │ ├── cv432_14224.txt │ │ ├── cv433_10144.txt │ │ ├── cv434_5793.txt │ │ ├── cv435_23110.txt │ │ ├── cv436_19179.txt │ │ ├── cv437_22849.txt │ │ ├── cv438_8043.txt │ │ ├── cv439_15970.txt │ │ ├── cv440_15243.txt │ │ ├── cv441_13711.txt │ │ ├── cv442_13846.txt │ │ ├── cv443_21118.txt │ │ ├── cv444_9974.txt │ │ ├── cv445_25882.txt │ │ ├── cv446_11353.txt │ │ ├── cv447_27332.txt │ │ ├── cv448_14695.txt │ │ ├── cv449_8785.txt │ │ ├── cv450_7890.txt │ │ └── cv451_10690.txt │ ├── sentimentanalysis_NB.py │ └── sentimentanalysis_SVM.py ├── Chapter09 ├── Chapter_9_Installation_Commands.txt ├── MT │ └── Machine_Translation_GR_EN │ │ ├── .gitignore │ │ ├── LICENSE │ │ ├── README.md │ │ ├── data.pkl │ │ ├── data_utils.py │ │ ├── neural_machine_translation.ipynb │ │ ├── neural_machine_translation_EN_TO_GR.ipynb │ │ └── nlp_paper.pdf ├── gradientdescentexample │ ├── data.csv │ ├── gradient_descent_example.gif │ └── gradient_descent_example.py ├── make_neural_net │ ├── singlelayerANN.py │ └── threelayersANN.py └── summarization │ └── README ├── Chapter11 ├── Cheatsheets │ ├── 10_pyspark │ │ └── PySpark_Cheat_Sheet_Python.pdf │ ├── 11_Math │ │ ├── Calculus │ │ │ └── Calculus_Cheat_Sheet_All.pdf │ │ ├── Linearalgebra │ │ │ └── Savov_Notes.pdf │ │ └── Statistics │ │ │ └── stats_handout.pdf │ ├── 12_visualization │ │ ├── Python_Bokeh_Cheat_Sheet.pdf │ │ └── Python_Matplotlib_Cheat_Sheet.pdf │ ├── 13_Git │ │ ├── atlassian_git_cheatsheet.pdf │ │ └── github-git-cheat-sheet.pdf │ ├── 14_linux │ │ └── bash_cheat_sheet.pdf │ ├── 1_Linuxbookforbeginners │ │ └── Book_linuxfun.pdf │ ├── 2_Python │ │ ├── PythonForDataScience.pdf │ │ └── python.pdf │ ├── 3_numpy │ │ ├── Numpy_Python_Cheat_Sheet.pdf │ │ └── numpy.pdf │ ├── 4_scipy │ │ └── Python_SciPy_Cheat_Sheet_Linear_Algebra.pdf │ ├── 5_pandas │ │ ├── PandasPythonForDataScience.pdf │ │ └── pandas.pdf │ ├── 6_flask │ │ └── flask-cheatsheet.pdf │ ├── 7_scikitlearn │ │ └── Scikit_Learn_Cheat_Sheet_Python.pdf │ ├── 8_tensorflow │ │ ├── altoros-tensorflow-cheat-sheet.pdf │ │ └── tensorflow.md │ └── 9_keras │ │ └── Keras_Cheat_Sheet_Python.pdf ├── Reference_links_chapterwise │ └── readme.txt └── Researchpapers_chapterwise │ └── readme.txt ├── Chapter12 └── Installationdocs │ ├── App3_1_Install_python_pip_NLTK.md │ ├── App3_2_Pycharm_installation_guide.md │ ├── App3_3_Hadoop_installation.md │ └── App3_4_Spark_installation.md ├── LICENSE └── README.md 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