Created
September 11, 2017 09:24
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playing with my cv and Word2Vec
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| import org.apache.spark.ml.feature.Word2Vec | |
| import org.apache.spark.ml.linalg.Vector | |
| import org.apache.spark.sql.Row | |
| val documentDF = sc.textFile("/home/aroman/Descargas/my-cv.txt").flatMap(_.split(" ")).map(word=> Array(word.mkString(" "))).toDF("text") | |
| // why do i have to use this vector size? this vector size means the dimensionality of the feature vector | |
| // and the mincount? | |
| val word2Vec = new Word2Vec() | |
| .setInputCol("text") | |
| .setOutputCol("result") | |
| .setVectorSize(3) | |
| .setMinCount(0) | |
| val model = word2Vec.fit(documentDF) | |
| val result = model.transform(documentDF) | |
| result.collect().foreach { | |
| case Row(text: Seq[_], features: Vector) => | |
| println(s"Text: [${text.mkString("\n ")}] => \nVector: $features\n") } |
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output:
different output, now i am using flatMap-map instead of map-map, now i am taking each word of my cv as text.
....
Text: [r a n g e] =>
Vector: [-0.10874690860509872,0.08904445171356201,-0.009173154830932617]
Text: [o f] =>
Vector: [-0.1633371263742447,-0.14517612755298615,0.11354436725378036]
Text: [b u s i n e s s] =>
Vector: [-0.04346166178584099,0.15175949037075043,0.08953265100717545]
Text: [s e r v i c e s] =>
Vector: [0.13635428249835968,-0.08279827982187271,-0.1509108990430832]
Text: [r e l a t e d] =>
Vector: [-0.014164328575134277,0.1441897749900818,0.10989004373550415]
Text: [t o] =>
Vector: [-0.05383288860321045,0.14697717130184174,-0.002313454868271947]
Text: [h o w] =>
Vector: [-0.10772007703781128,0.11851165443658829,0.1298576146364212]
Text: [q u a l i t y] =>
Vector: [0.08013373613357544,-0.09192681312561035,0.03734902665019035]
Text: [m a n a g e m e n t] =>
Vector: [-0.012027840130031109,0.008246302604675293,-0.16607992351055145]
Text: [i s] =>
Vector: [0.08250036090612411,0.0025535225868225098,-0.07933773845434189]
Text: [p e r f o r m e d] =>
Vector: [0.061619579792022705,0.06447243690490723,0.15335990488529205]
Text: [a t] =>
Vector: [0.11168009042739868,0.055535417050123215,-0.05068780854344368]
Text: [t h e i r] =>
Vector: [0.14672346413135529,-0.08875509351491928,-0.11893811076879501]
Text: [f a c t o r i e s .] =>
Vector: [-0.08635739237070084,-0.011294126510620117,-0.14689451456069946]
Text: [T h e] =>
Vector: [-0.0338105745613575,-0.11832380294799805,-0.1510833501815796]
Text: [p r o j e c t] =>
Vector: [0.14000384509563446,0.08132614940404892,0.15977203845977783]
Text: [i n v o l v e d] =>
Vector: [0.1321549415588379,-0.03723927214741707,-0.16359704732894897]
Text: [d r a f t i n g] =>
Vector: [0.08680105209350586,0.10381605476140976,-0.005812565330415964]
Text: [a] =>
Vector: [0.11598825454711914,0.10368897765874863,-0.06978098303079605]
Text: [q u a l i t y] =>
Vector: [0.08013373613357544,-0.09192681312561035,0.03734902665019035]
Text: [r e p o r t] =>
Vector: [0.08683296293020248,0.15752114355564117,0.08489616960287094]
Text: [i n d i c a t i n g] =>
Vector: [0.1553586721420288,0.12908299267292023,0.1101767048239708]
Text: [w e a k] =>
Vector: [-0.1604301482439041,0.1347687691450119,-0.11107087135314941]
Text: [p o i n t s] =>
Vector: [0.1421946883201599,0.031234165653586388,0.038853246718645096]
Text: [a n d] =>
Vector: [-0.12674053013324738,0.09846510738134384,-0.10375533252954483]
Text: [s t r o n g] =>
Vector: [-0.14298319816589355,0.02035125158727169,-0.07046828418970108]
Text: [p o i n t s] =>
Vector: [0.1421946883201599,0.031234165653586388,0.038853246718645096]
Text: [o f] =>
Vector: [-0.1633371263742447,-0.14517612755298615,0.11354436725378036]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [a r c h i t e c t u r e .] =>
Vector: [0.14257176220417023,-0.07834313064813614,-0.16150353848934174]
Text: [T e c h n o l o g y] =>
Vector: [0.06055239960551262,0.13128797709941864,-0.03360253572463989]
Text: [u s e d] =>
Vector: [-0.15540705621242523,-0.012480278499424458,-0.0020231008529663086]
Text: [-] =>
Vector: [0.16549132764339447,0.06478814035654068,0.09235310554504395]
Text: [S p r i n g] =>
Vector: [-0.08929053694009781,0.058671992272138596,0.06289664655923843]
Text: [f r a m e w o r k ,] =>
Vector: [0.07823812961578369,-0.03631768748164177,0.08858615159988403]
Text: [n a m e l y] =>
Vector: [-0.10492847114801407,-0.13551194965839386,-0.04932389780879021]
Text: [S p r i n g J D B C] =>
Vector: [0.0010537505149841309,0.052562374621629715,0.07571840286254883]
Text: [f o r] =>
Vector: [0.1532244086265564,0.060634154826402664,0.07748285681009293]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [p e r s i s t e n c e] =>
Vector: [0.011530120857059956,-0.06560323387384415,-0.052536170929670334]
Text: [l a y e r ,] =>
Vector: [0.0257848110049963,0.034348249435424805,0.15660302340984344]
Text: [j 2 e e] =>
Vector: [0.14833976328372955,-0.09227798134088516,-0.13326062262058258]
Text: [s e r v i c e s] =>
Vector: [0.13635428249835968,-0.08279827982187271,-0.1509108990430832]
Text: [t h a t] =>
Vector: [-0.036687374114990234,0.10780686140060425,-0.021679678931832314]
Text: [h a v e] =>
Vector: [0.1550089716911316,-0.06788250058889389,0.008049528114497662]
Text: [i n j e c t e d] =>
Vector: [-0.09513113647699356,0.16162647306919098,-0.06141330674290657]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [d a m a g e s .] =>
Vector: [-0.03756324574351311,-0.1331331580877304,0.07770135253667831]
Text: [I] =>
Vector: [0.03635207936167717,0.05818831920623779,-0.022041618824005127]
Text: [a l s o] =>
Vector: [0.11125240474939346,-0.12782438099384308,-0.07265271991491318]
Text: [d e s i g n e d] =>
Vector: [0.1514769047498703,-0.05966389179229736,-0.0862908586859703]
Text: [a n d] =>
Vector: [-0.12674053013324738,0.09846510738134384,-0.10375533252954483]
Text: [i m p l e m e n t e d] =>
Vector: [0.15725378692150116,-0.03573566675186157,0.09034740924835205]
Text: [a] =>
Vector: [0.11598825454711914,0.10368897765874863,-0.06978098303079605]
Text: [c o n c u r r e n t] =>
Vector: [0.08293022960424423,-0.13100910186767578,-0.03561466932296753]
Text: [a n d] =>
Vector: [-0.12674053013324738,0.09846510738134384,-0.10375533252954483]
Text: [d i s t r i b u t e d] =>
Vector: [-0.15531329810619354,-0.047120314091444016,0.04499244689941406]
Text: [c a c h e] =>
Vector: [-0.1477559357881546,0.1280357837677002,0.0372183732688427]
Text: [a d a p t e d] =>
Vector: [0.10169452428817749,-0.09842606633901596,-0.128387913107872]
Text: [t o] =>
Vector: [-0.05383288860321045,0.14697717130184174,-0.002313454868271947]
Text: [c u s t o m e r] =>
Vector: [-0.07956448942422867,0.044072628021240234,0.16633254289627075]
Text: [n e e d s ,] =>
Vector: [-0.027763525024056435,0.1632758378982544,-0.15530700981616974]
Text: [b a s e d] =>
Vector: [0.011196752078831196,-0.08277374505996704,-0.12532906234264374]
Text: [o n] =>
Vector: [-0.05666106939315796,0.00963735580444336,-0.03371284529566765]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [u s e] =>
Vector: [-0.0876455307006836,0.07884826511144638,-0.0881904736161232]
Text: [o f] =>
Vector: [-0.1633371263742447,-0.14517612755298615,0.11354436725378036]
Text: [C o n c u r r e n t H a s h M a p] =>
Vector: [0.14971792697906494,0.1208282932639122,-0.03480221703648567]
Text: [c l a s s ,] =>
Vector: [0.07511689513921738,-0.13089317083358765,0.04839767888188362]
Text: [t h r e a d s] =>
Vector: [0.1047319769859314,-0.0312331710010767,-0.0854845643043518]
Text: [i t e r a t i n g] =>
Vector: [-0.11798664182424545,-0.05013388395309448,0.035967886447906494]
Text: [o v e r] =>
Vector: [-0.16188441216945648,-0.1156068667769432,0.06338503211736679]
Text: [t h i s] =>
Vector: [0.08670244365930557,-0.1335432082414627,-0.0066676936112344265]
Text: [c a c h e] =>
Vector: [-0.1477559357881546,0.1280357837677002,0.0372183732688427]
Text: [a n d] =>
Vector: [-0.12674053013324738,0.09846510738134384,-0.10375533252954483]
Text: [i m p l e n t a c i o n] =>
Vector: [0.15299488604068756,-0.12185913324356079,0.061000484973192215]
Text: [S u n ' s] =>
Vector: [0.06364870071411133,0.13112139701843262,-0.1394045501947403]
Text: [J a v a] =>
Vector: [0.04060785099864006,0.14530928432941437,0.10597427934408188]
Text: [M e s s a g e] =>
Vector: [0.03764037415385246,-0.026147782802581787,0.06529587507247925]
Text: [S e r v i c e s] =>
Vector: [-0.11437729746103287,-0.16324295103549957,0.13925623893737793]
Text: [t o] =>
Vector: [-0.05383288860321045,0.14697717130184174,-0.002313454868271947]
Text: [l e t] =>
Vector: [-0.06319548934698105,-0.06636013835668564,-0.05300827696919441]
Text: [p e r s i s t e n c y] =>
Vector: [-0.12501583993434906,0.03919162228703499,0.10248974710702896]
Text: [o v e r] =>
Vector: [-0.16188441216945648,-0.1156068667769432,0.06338503211736679]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [d a t a .] =>
Vector: [0.04659879207611084,-0.07909653335809708,0.15583549439907074]
Text: [( T o] =>
Vector: [-0.03262639045715332,0.008176088333129883,-0.061268169432878494]
Text: [p e r f o r m] =>
Vector: [0.15672095119953156,0.03362588211894035,-0.14190571010112762]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [q u a l i t y] =>
Vector: [0.08013373613357544,-0.09192681312561035,0.03734902665019035]
Text: [a n d] =>
Vector: [-0.12674053013324738,0.09846510738134384,-0.10375533252954483]
Text: [p e r f o r m a n c e] =>
Vector: [0.06691426038742065,0.0056856474839150906,0.012663562782108784]
Text: [r e p o r t] =>
Vector: [0.08683296293020248,0.15752114355564117,0.08489616960287094]
Text: [I] =>
Vector: [0.03635207936167717,0.05818831920623779,-0.022041618824005127]
Text: [r e l i e d] =>
Vector: [-0.13103234767913818,0.09868212789297104,0.011243999004364014]
Text: [o n] =>
Vector: [-0.05666106939315796,0.00963735580444336,-0.03371284529566765]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [u s e] =>
Vector: [-0.0876455307006836,0.07884826511144638,-0.0881904736161232]
Text: [o f] =>
Vector: [-0.1633371263742447,-0.14517612755298615,0.11354436725378036]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [t o o l s] =>
Vector: [-0.020613571628928185,0.16019009053707123,-0.07711166143417358]
Text: [G o o g l e] =>
Vector: [-0.14419718086719513,-0.018254101276397705,-0.013800223357975483]
Text: [P a g e] =>
Vector: [-0.05983579158782959,-0.0807204619050026,0.10538969188928604]
Text: [S p e e d] =>
Vector: [0.04861074686050415,0.030892670154571533,0.11741811037063599]
Text: [a n d] =>
Vector: [-0.12674053013324738,0.09846510738134384,-0.10375533252954483]
Text: [Y s l o w . )] =>
Vector: [-0.06634048372507095,-0.16079480946063995,-0.017336050048470497]
Text: [] =>
Vector: [0.14931941032409668,-0.11237160116434097,-0.040140967816114426]
Text: [S T A T E] =>
Vector: [-0.004858275409787893,0.1273774653673172,-0.13675542175769806]
Text: [G O V E R N M E N T] =>
Vector: [0.0023088257294148207,0.16257667541503906,-0.024930456653237343]
Text: [O F] =>
Vector: [-0.047498684376478195,0.1160934790968895,0.08458218723535538]
Text: [E X T R E M A D U R A ,] =>
Vector: [-0.16085995733737946,-0.1554834246635437,-0.08928213268518448]
Text: [D e p t .] =>
Vector: [0.07113387435674667,-0.0758826732635498,-0.1445103883743286]
Text: [o f] =>
Vector: [-0.1633371263742447,-0.14517612755298615,0.11354436725378036]
Text: [H e a l t h] =>
Vector: [0.0011959871044382453,0.091189444065094,-0.06123189255595207]
Text: [O c t] =>
Vector: [0.033831436187028885,-0.08388390392065048,0.03304453566670418]
Text: [2 0 0 9] =>
Vector: [-0.0687292218208313,0.07489943504333496,0.06263289600610733]
Text: [-] =>
Vector: [0.16549132764339447,0.06478814035654068,0.09235310554504395]
Text: [J a n] =>
Vector: [0.1607820987701416,-0.1091621145606041,-0.10803178697824478]
Text: [2 0 1 0] =>
Vector: [0.05706677958369255,0.14706753194332123,0.08909827470779419]
Text: [P r o g r a m m i n g] =>
Vector: [-0.15295064449310303,0.08801814168691635,0.024971583858132362]
Text: [A n a l y s t] =>
Vector: [0.10119100660085678,-0.16546553373336792,-0.02654876373708248]
Text: [I] =>
Vector: [0.03635207936167717,0.05818831920623779,-0.022041618824005127]
Text: [s t a r t e d] =>
Vector: [-0.11447175592184067,0.09405698627233505,-0.03149149939417839]
Text: [t o] =>
Vector: [-0.05383288860321045,0.14697717130184174,-0.002313454868271947]
Text: [w o r k] =>
Vector: [0.09942194074392319,-0.032054901123046875,0.10222276300191879]
Text: [w i t h] =>
Vector: [-0.15044653415679932,-0.049222350120544434,0.032919567078351974]
Text: [S a d i e l ,] =>
Vector: [0.032195765525102615,0.1616896390914917,-0.15743471682071686]
Text: [h t t p : / / w w w . s a d i e l . e s / w e b / s a d i e l] =>
Vector: [-0.1336565464735031,-0.07913150638341904,-0.14374826848506927]
Text: [f o r] =>
Vector: [0.1532244086265564,0.060634154826402664,0.07748285681009293]
Text: [a] =>
Vector: [0.11598825454711914,0.10368897765874863,-0.06978098303079605]
Text: [p r o j e c t] =>
Vector: [0.14000384509563446,0.08132614940404892,0.15977203845977783]
Text: [f o r] =>
Vector: [0.1532244086265564,0.060634154826402664,0.07748285681009293]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [D e p a r t m e n t] =>
Vector: [-0.11294835805892944,0.0031556289177387953,-0.06434794515371323]
Text: [o f] =>
Vector: [-0.1633371263742447,-0.14517612755298615,0.11354436725378036]
Text: [H e a l t h] =>
Vector: [0.0011959871044382453,0.091189444065094,-0.06123189255595207]
Text: [a n d] =>
Vector: [-0.12674053013324738,0.09846510738134384,-0.10375533252954483]
Text: [d e p e n d e n c e] =>
Vector: [-0.09838855266571045,0.11871671676635742,-0.13843248784542084]
Text: [t o] =>
Vector: [-0.05383288860321045,0.14697717130184174,-0.002313454868271947]
Text: [d e f i n e] =>
Vector: [-0.11295104026794434,-0.1402798444032669,0.15481221675872803]
Text: [a] =>
Vector: [0.11598825454711914,0.10368897765874863,-0.06978098303079605]
Text: [d e v e l o p m e n t] =>
Vector: [0.020334184169769287,0.07459205389022827,-0.017984410747885704]
Text: [f r a m e w o r k] =>
Vector: [-0.06617508083581924,0.13745816051959991,0.10770461708307266]
Text: [t h a t] =>
Vector: [-0.036687374114990234,0.10780686140060425,-0.021679678931832314]
Text: [w o u l d] =>
Vector: [0.14718914031982422,0.005745828151702881,-0.1049138531088829]
Text: [m e e t] =>
Vector: [0.011413116939365864,0.14074067771434784,-0.05980132147669792]
Text: [t h e] =>
Vector: [-0.019123395904898643,-0.13107778131961823,0.14307855069637299]
Text: [n e e d s] =>
Vector: [0.11848024278879166,-0.09979810565710068,-0.125038743019104]
Text: [o f] =>
Vector: [-0.1633371263742447,-0.14517612755298615,0.11354436725378036]
Text: [a l l] =>
Vector: [0.014696856029331684,0.016154250130057335,-0.156060591340065]
Text: [s t a k e h o l d e r s] =>
Vector: [0.12981797754764557,-0.036184925585985184,-0.04737287759780884]
Text: [i n] =>
Vector: [0.12229827791452408,-0.03133072331547737,-0.14264558255672455]
Text: [d e v e l o p m e n t] =>
Vector: [0.020334184169769287,0.07459205389022827,-0.017984410747885704]
Text: [t e a m s .] =>
Vector: [-0.11003538221120834,0.11430907249450684,0.12308122962713242]
Text: [T h e] =>
Vector: [-0.0338105745613575,-0.11832380294799805,-0.1510833501815796]
Text: [p r o j e c t] =>
Vector: [0.14000384509563446,0.08132614940404892,0.15977203845977783]
Text: [t o o k] =>
Vector: [0.07593238353729248,0.10599696636199951,-0.15917088091373444]
Text: [o f f] =>
Vector: [0.15215565264225006,-0.16211043298244476,-0.12917864322662354]
Text: [a s] =>
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