Tag Prediction on Stack Exchange

Group 3

Shravan Honade
Ritesh Sengar
Nikhil Patil
Dhananjay Ghate
Neena Chaudhari

2023-12-06

Problem Description and Original Analytics Plan

Primary objectives:

This project aims to use data and modeling to explore and predict tags for questions on Stack Exchange by using Natural Language Processing (NLP) with Keras Word2Vec , Paragraph2Vec. The primary objectives are as follows:

  1. Data Extraction -> Stack Exchange API

  2. Exploratory Data Analysis (EDA) -> ggplot, wordcolud, word embedding

  3. Machine Learning Model Development -> Keras Word2Vec and Paragraph2Vec technique

Comments and Reviews

Peer Comments and Reviews

Data Retrieval - To retrieve data and tags from the Stack Exchange API in R, we are using the httr package, which allows you to send HTTP requests and handle responses. httr will be used to interact with APIs and retrieve data for analysis.

Reduce manual tagging efforts - The project aims to streamline and improve the tagging process on Stack Exchange by automating the suggestion of relevant tags through a combination of NLP, machine learning, and statistical analysis, enhancing the overall user experience on the platform.

Professor’s Comments and Reviews

Given the extensive amount of data and tags available, need to narrow down your focus - To refine our search, we will concentrate on a specific topic, like Python, as a focal point.

Data Summary

Data

example_data <- head(df, 5)
knitr::kable(
  example_data,
  caption = "Stack Exchange Dataset",
  format = "html",
  full_width = FALSE
)
Stack Exchange Dataset
tags question_id title is_answered view_count answer_count score last_activity_date creation_date last_edit_date content_license link
python|contour|scipy-optimize|data-fitting|uncertainty 77592064 How do I find the uncertainties on a fit with correlated parameters in python? False 4 0 0 1701548773 1701548773 NA CC BY-SA 4.0 https://stackoverflow.com/questions/77592064/how-do-i-find-the-uncertainties-on-a-fit-with-correlated-parameters-in-python
python 77591142 How to check whether a string is Palindrome or not in Python programme? True 57 3 -3 1701548575 1701533698 NA https://stackoverflow.com/questions/77591142/how-to-check-whether-a-string-is-palindrome-or-not-in-python-programme
python|python-import|relative-path|relative-import 73991299 Importing a Python module from subfolder of another folder using relative path True 1003 2 1 1701547786 1665167181 NA CC BY-SA 4.0 https://stackoverflow.com/questions/73991299/importing-a-python-module-from-subfolder-of-another-folder-using-relative-path
python|gitlab|repository 77547154 Python Code to Check Multiple Files on Gitlab repository by group ID False 30 1 1 1701547456 1700900779 NA CC BY-SA 4.0 https://stackoverflow.com/questions/77547154/python-code-to-check-multiple-files-on-gitlab-repository-by-group-id
python|image-processing|python-imaging-library|huffman-code 77591994 Huffman Encoding/Decoding - Black Image Issue. [Python] False 9 0 0 1701547358 1701547358 NA CC BY-SA 4.0 https://stackoverflow.com/questions/77591994/huffman-encoding-decoding-black-image-issue-python

Exploratory Data Analysis

Common words/tags in titles

Exploratory Data Analysis

Questions asked over Years

Exploratory Data Analysis

Tag growth/shrinking over time

Keras Word2Vec Model

Word2Vec is a tool that learns compact numerical representations (vectors) for words by analyzing how they are used together in a given set of text.

Keras Word2Vec Results

Question -> How to run python in conda environment ?

##        run elevenlabs      pitch    layered       book       days   logstash 
##  1.0000000  0.5737176  0.5550957  0.5288951  0.4849439  0.4794046  0.4791245

Vector Representation

##                                X1          X2           X3           X4
## lttrgt                -0.79423070 -1.28407741  0.203916699 -0.602335632
## expose                -0.27607352 -1.41493046 -1.510694861  1.609885812
## socketaccept          -0.83635324  1.04424453  1.013631105 -1.411699533
## methoddescriptor       0.54895473  0.49504569 -0.372702867  0.569103777
## mud                   -0.89083678  0.89819539  0.754269063  0.011664150
## proper                -1.60589099  0.49050245 -1.456710458  1.520637393
## belonging             -1.42912698 -1.57354057 -0.281750888 -0.671806157
## dosnt                  1.21090126  0.07892574 -0.018372336  0.014927704
## wrongversionnumber    -1.50266111  0.56841779  0.713584304 -0.948245525
## transformer            0.13342538  0.64793748 -0.557868540  1.522997737
## pyrunstring            1.66171360 -0.90709376 -0.925389051  1.346472502
## sanitizer              0.29699481  1.58176374  1.239713550  1.449180961
## ole                   -1.47845495 -1.56826878  1.647583604 -0.285922199
## render                 1.06253958 -1.42736411  0.816846609 -0.601772070
## daskdataframe         -0.24726555  0.79329157 -0.820488751 -0.438574940
## sclient                0.41411054 -0.53869110 -0.272140920  0.089128695
## piece                  0.74496943  1.33534861  0.907051980 -0.232196674
## dictkey               -1.75209320  0.76328844 -1.604280949 -0.570318997
## stringformat          -0.42781830 -0.49450153  1.325998306  0.241534978
## normals                0.27462873  1.31846988  0.441989243  0.585204303
## poisson               -0.29949442  0.81789160 -1.259926796 -1.401893973
## memsql                 1.41905713  1.06992614  0.943943620  0.783887982
## googlepythonapi        1.49607968 -1.43566632 -0.883384645 -1.542677283
## unclickable           -0.83594298 -1.26282954 -1.381439328  0.467082888
## supress                1.33865011 -1.53367126 -0.682529867  0.443771809
## transferfunction       0.82393259 -1.37119102  1.171897054 -0.168635041
## id                     0.88874650 -0.74955946  1.524606824  0.730212212
## cqlengine             -0.65419877  1.37112498  0.728502095  0.110353306
## succeeds              -0.31942984 -0.06261003 -0.612340629  0.275542051
## developers            -1.16451478  1.20324802 -0.713726282 -0.073104665
## inspectelement        -1.41065633  0.57559741 -1.559493303  0.191982478
## avarage                1.14237547  0.65392601  0.745464325  1.204539895
## httpcookie             0.25724348  1.02681100  0.272620052 -0.620065629
## windowsx               1.06453991 -1.43261480  1.026276946  0.407535613
## track                  0.83318573  0.87926728  1.157831430  1.337311625
## exercise               0.40662095 -0.33518410  0.966509581  1.525183916
## scrabble               0.04763725  0.17839810  0.376185596  0.553191304
## ipythonjupyter        -0.94188374  1.59437871 -0.898275197 -0.224107713
## mkdir                 -0.29442963 -1.41740131 -1.135309219 -1.298245788
## comparing              0.57091725 -0.45691180  0.786144555 -1.274830103
## anticaptcha            1.35653937 -0.12221926 -0.981368124  0.747888386
## ifconfig               0.43122217 -0.15935835 -1.219967842  1.623334050
## rpg                   -0.76203406  0.38027215 -1.519826055  0.836140156
## rich                   1.47579205 -1.13515842  0.904275298  1.505739689
## autoincrement          0.10884722 -0.29560307  0.497144610  0.880148113
## netsh                  1.78014183  1.24918807 -0.427780598  0.743317008
## finding                0.99298769  0.80323988  0.969515979 -0.017751995
## texttable              0.24811189 -1.56425130 -0.082063325 -0.902202129
## vmwareworkstation      1.16191268 -0.32730830 -1.713276029 -0.948240638
## regularlanguage        1.75711989 -0.01873934 -0.187883720 -0.744182289
## spoofing               1.38989055  0.75163007 -0.693740249 -1.633390427
## palette                0.23636235 -0.14729461  0.049920801 -1.372698069
## suitable               1.64225185  0.99353832  1.251419544  1.101413488
## gil                   -0.49447116 -0.48054582  0.855047107  0.503097713
## headerquot            -0.33941147 -1.61251402 -0.500254095 -1.400086880
## excecute              -1.49356878  0.90741473  0.503752530 -0.712455451
## lightfm                1.46085930  0.39472401  0.410369247  0.138185918
## folium                 1.29728866 -1.09322584  0.568385303 -0.718932867
## daskdelayed            0.03387673 -0.98379570  0.197630346 -1.465566754
## ntlm                  -0.73723584 -0.91624671 -1.378408313 -0.312622726
## hovertool              0.18539020  0.20778881 -0.978680491 -1.149105310
## rasterizing           -0.91070694  0.88977593  1.308933377  0.002347792
## sendkeys               1.46194482  1.30532932  1.136706829 -0.839638054
## statsforecast          1.63736773  1.47514713  0.020440955 -0.462225646
## serialexception        0.77372605  0.91547418 -0.332553446  1.078723431
## thanks                 0.09635360 -0.81333923 -0.784790277 -1.198826909
## listview              -0.34601274  1.37726200 -0.212269068  0.838192463
## maturity               0.78083014 -1.47481835  0.030773340 -0.701201081
## pythonsocialauth      -1.35658824  0.02187494 -1.351445317 -0.568048596
## randomchoice           0.67049152  0.26719907  0.854467571  0.839644551
## systematically         1.65719724  0.67252415 -1.130508780 -0.984478354
## compilerconstruction   1.41106868  1.82252681  0.411938757  0.328981459
## directed               0.05766616  1.12361634  0.653206348 -1.076934695
## ordinals              -0.59693009 -0.31570044  1.692836404  0.671741903
## projection            -0.41813275  0.06789738  1.631956100 -0.854926884
## assignmentoperator     0.16875969 -0.63360840 -0.103643201  0.351853877
## mpeg                   1.53713572 -1.28669131 -1.480736494  1.589659691
## serviceaccount         0.13322102  1.15790653  1.093874335  0.934960842
## knowledgegraph        -1.48556042 -0.83697933  0.276637644 -0.902684033
## generatorexpression    1.29781127 -1.23685312 -0.312930822  0.860291898
## experiencing           0.47693315  0.70972067 -1.155166864  1.112174392
## tokenise               0.86245656  1.45172977  0.740266621 -1.291226864
## readcsv               -1.14057171  1.41273868 -0.310774177  0.869016290
## managerdict            0.71246356  0.94216383  1.773010254 -0.573320389
## cleardb               -0.86953038  0.70857012 -1.061865091  0.577455461
## qtmultimedia           0.80008161  1.41766167  0.830957830 -1.187817216
## executescript          0.20111500 -1.59583306  0.079110913 -1.512818336
## fluid                  1.79068971  0.99324811 -0.630772114 -1.376997828
## flag                   0.02090038  0.81411213  0.214962900  0.120147489
## pssh                  -1.11972606 -1.14471221 -0.818511665 -1.289352655
## fitness                0.49676198 -0.87083209 -1.003238559 -0.463190019
## pascal                 1.03804696 -0.35947427 -0.970511079 -0.648340821
## idlepython             1.34283912  0.98987734  1.411104441 -0.319805086
## cloned                 0.49844918 -1.66466057  0.790416181 -1.039585948
## neg                   -1.71235049 -1.75281227  0.810105741  0.301926196
## excelformula          -0.08707480  0.40356222 -0.043857232  0.136461094
## expr                   0.06053558  0.25217426 -0.556368649  0.152754158
## quotconnection        -0.70457983  0.98859531 -1.413608909  0.388208598
## sqlites                0.67320526  0.09501800 -0.733267844 -0.636688113
## apachenifi             0.04429740  0.05718592  1.606619477  1.589232802
## celerybeat            -0.01106502  0.23940264 -1.254002094  0.044750083
## relaxation             1.50219262  0.73782599 -0.272179455 -0.711121202
## difficult              0.22300972 -0.54878801 -1.488012552  1.509037375
## userprofile            1.00077748  1.20103931 -1.407129288  0.086817175
## latlng                -1.02306521  1.36103642  1.554088593  0.945089698
## plyer                  0.58250773  0.77183312  1.148370504  0.274734706
## djangoregistration     1.59036255  1.49478102 -1.617294312  0.569635332
## googlechromeextension  0.94987953 -0.17274065  0.164508671  0.159573302
## incrementdecrement    -0.93038851  1.20378196  0.554204166 -1.621280313
## user                   0.35956585  0.33248129 -0.986640453 -1.004292965
## quotdatequot           1.13652694 -0.23655581  0.583256900 -0.728998244
## signalsslots          -0.87346208  1.08972216  1.144625783 -1.212929249
## inject                 0.06537534 -0.48086005  1.238319278  0.234382495
## inferior              -1.20527327  0.07350188  0.993467510 -0.386174023
## objectrecognition      1.49676824 -0.08455523  0.601847768  0.309457779
## hiddenmarkovmodels    -0.90501612 -1.56892574  0.094751544 -0.139476925
## nestled                0.05679462 -0.40834716 -0.835513413 -0.236678898
## processed             -0.11912489 -0.88738108 -1.156136394 -0.141888410
## trojan                 0.83240730 -1.82480311 -0.070284002 -1.602274776
## commontableexpression -1.65110886 -0.97950232 -0.371436745 -1.083721519
## york                   1.11181378 -1.16776371 -0.487007231  0.102899902
## teamviewer             0.33953053  1.39182305  0.147321567  0.553345025
## adhoc                 -0.56384069  1.51939511 -0.901673913 -1.373241305
## store                  0.25922206 -0.14207144  0.010927340  0.773119569
## rediscli              -0.87002861 -0.45132759 -1.339586496  0.405411065
## sine                  -1.61340797 -0.56747800  0.013755821 -1.227051854
## mulitple               0.74894422 -0.93948597  0.258815736  0.619463503
## undo                   0.52483320 -1.58052754  1.619137049  0.310001791
## autoconf              -1.76066148 -0.68081766 -1.417104959 -1.558813691
## lxmletree             -0.03196272  0.40195903  0.531510055 -1.640128374
## sar                    0.58816117 -1.51833844 -0.819224715  1.302022099
## absent                 0.97815078 -0.95156950 -0.409673005  0.494609147
## rookie                -1.00588834  1.72741532  0.255791605 -0.943676591
## garbled               -1.42820954 -0.26339254 -0.689771414  0.404506862
## rpyc                   0.19084823  0.45898494  1.574493051 -0.651007056
## buckets                0.96770746 -0.65675509  0.253275961 -0.983408213
## encrypted              1.24583888  0.20181717 -1.173973680  1.222151518
## deallocate            -0.03727077 -1.56843102 -0.784081757 -0.295588106
## qstandarditemmodel     1.16303420 -1.01253808  0.134611487  0.885917902
## newline               -0.73549533 -1.46668029  0.066418529  1.023972154
## changelog              1.69011891 -1.78496420 -0.824988842 -0.362701118
## qfiledialog           -0.61048740 -0.07849503 -0.211806700 -1.724944949
## partitioning          -1.04973495 -1.58208692  1.606510758  0.993927240
## armv                   0.47689399 -1.11998856 -0.522749901 -1.195894241
## standardscaler         1.18394935 -0.87023443 -1.705564976 -1.214293838
## pythonbeautifulsoup   -0.89183670 -0.49914610  1.735131860 -1.056904435
## refactoring           -0.08406000  0.06747656 -1.160468340  0.656785071
## superclasses          -1.22734928  1.18328524  0.995809436  0.765883625
## predecessor            1.30150926 -1.07125366  1.216383576 -0.506467104
## ltgt                   1.16012537  0.34136811  0.026423551  0.285569012
## sequential            -1.06745088  0.71435583  1.286775827 -0.943934858
## module                -1.44745433  0.96340221 -0.066577181  0.597859561
## configurationfiles     1.40827274  0.46050540  1.635234475 -1.134753704
## ultimately            -1.68983734 -1.30207837 -0.965768278  0.751861751
## uisng                  1.20358062 -1.58869660  1.229616761 -1.104492188
## byquot                 0.94527817  0.12871353  1.543325305  1.262049556
## cpuarchitecture       -0.86459178 -1.34990132  0.986172676  0.805169821
## deltars               -1.69775748 -0.63071114 -0.194934979 -1.762810111
## knowing               -0.47834498 -1.02299070 -1.197383881 -0.820299447
## hacking               -1.16798997  0.35849124  1.166123152  0.655642986
## imgkit                 0.89661014  1.46464837 -1.368572235  1.232362986
## ramp                  -1.35342336 -0.95258683  0.457879931  1.629544854
## lat                   -0.18889788  0.97725970 -0.382183254  1.142204881
## natural               -1.04329383 -0.56365776  0.766171455 -0.778474808
## screenbrightness       1.36858666  1.75253975 -0.481077999  0.566416860
## dplot                 -1.20596290  0.96920437  1.316245794  0.805268705
## scissor                1.52565098 -1.60098028 -1.096407294  0.776678741
## lemmatize              1.27858770  0.11373997  1.172429562 -0.846922040
## windowsfirewall        1.44882548 -0.64520556  0.095547184  0.850213528
## pops                   1.38564956 -0.69966632 -1.635656357  1.354761362
## quotexceptquot         1.14390719 -0.01758063  0.564296663  0.960573792
## fa                     1.38492465 -0.33185259 -1.363876939  0.643821299
## googleclouddlp        -0.03125916  0.94660109  1.791564703  1.549597144
## jax                    1.36836982 -0.94287592 -1.050178528 -0.087666668
## jboss                 -0.71250886  0.70870656 -1.282764077  0.377986908
## voicerecognition       0.79579788  0.52277660  0.264091909  1.474284053
## splitting              0.09103872  1.06494212  0.942877233 -1.552028894
## numberquot             1.55041063 -0.55317128 -0.236470103  0.547715247
## methodsignature        1.16427982 -1.23400879 -0.935148001 -1.543366075
## sourced                1.88170958  0.45303878  0.926620960  0.151021034
## ljust                 -1.13161063  0.81444824 -1.477352619 -0.624569237
## linux                  0.92481232 -1.08594799  0.439290851 -1.329598069
## pythonalpine          -0.40481228 -0.33576837 -0.007686026 -1.538418531
## vscoderemote           0.91774732 -0.92109579  0.935061574 -0.818238795
## pythonfractions        1.70037138 -0.44472069 -0.373403758 -1.198260784
## mapquest              -0.72860938 -0.89405501 -1.418838978 -1.257099628
## questdb                0.15369552 -1.26875973  1.374841094 -0.064643405
## dnsresolver            1.41780615 -0.02361894 -0.920533955 -1.486098409
## meanshift             -0.64343339  0.42453137 -1.253847837  0.574445069
## sports                 0.38921025 -0.27423033 -0.035201505  0.409573644
## itertools              0.37809700  0.22533767  1.650003552 -1.421054840
## hybrid                 0.76282692  1.49293983 -0.707725585  0.756307006
## offloading             1.55898333  0.69258964  1.467899799  0.967663050
## dashdb                 0.38440043 -0.67618102 -0.724443257 -0.978153765
## ansicolors             1.74324727  0.68948734  1.121699333 -1.624899864
## observe               -1.31391251  1.68740010 -0.723201632  1.341376424
## getpost                0.83372474 -1.36662698 -0.254002392 -1.109335423
## digitsum              -1.44794154  0.21716817  0.951447487 -0.598730326
## faiss                  1.07839680 -0.45112476 -0.963390768 -1.756026387
## clexe                 -1.39234126 -0.03390603  0.981906831  1.375737667
##                                 X5           X6           X7           X8
## lttrgt                -0.602295995  0.756303787 -1.630963445  0.880876780
## expose                 1.305548549  1.750806928  1.285775185 -1.493934274
## socketaccept          -1.354790568 -0.419297129 -1.495347261  1.002404451
## methoddescriptor      -0.149473637 -0.054230418  0.919858515 -0.404166996
## mud                   -0.812083542 -0.988813698 -1.292249322  0.816805005
## proper                 1.453038573 -1.588673353  1.490045309  1.627831221
## belonging             -1.444413900 -0.960230708 -1.579455376 -0.918470860
## dosnt                  1.099816799 -0.686281681  1.066651225  0.075735986
## wrongversionnumber    -0.117528893  0.415148616 -1.501836419 -0.669082880
## transformer            1.627051353  0.186419517  0.943660736  0.417450875
## pyrunstring           -0.375442982 -0.619493961  1.290322542  1.463653922
## sanitizer              1.305851817 -0.299559355 -0.441017389  1.379198194
## ole                   -0.638105512 -1.388297439 -0.122596331 -1.645055652
## render                -0.163526714 -0.755032480  1.159085155  0.709842563
## daskdataframe          1.301654577 -1.241336465  0.189482808 -1.236168504
## sclient               -0.936333477  1.480123043 -0.753125608 -1.321438193
## piece                  0.401440054 -0.701338768  0.333631903 -0.732611001
## dictkey               -0.489076972  0.417689890 -0.762901723  1.011331558
## stringformat           1.153630495 -1.311358333  0.566845119  1.516806722
## normals               -1.277951479 -1.226841807  0.995791554  0.753870547
## poisson               -1.254060626 -0.327856541  0.030078581  0.148105994
## memsql                 0.891615212  0.927460790 -1.485214591  0.267420322
## googlepythonapi        1.696849704  1.115452409 -1.574373960 -0.449813128
## unclickable           -1.355406046 -1.559502840 -0.412110955 -1.536792040
## supress               -1.105797768 -0.871381581  1.432089686  0.528607845
## transferfunction       0.530291438 -1.131046176 -0.800381184  0.686649561
## id                    -1.414060831  0.685895205  1.499662280 -0.418000221
## cqlengine             -0.447987616 -0.076102324  1.418499470  0.500328660
## succeeds              -0.667015493  0.057320967  0.731820226 -0.397456884
## developers             1.050616622 -0.122659311  1.359395862 -0.931162477
## inspectelement         1.159887433 -0.771720290  0.262325704  0.223792717
## avarage               -0.149429142 -0.166099206  0.204423130 -0.567820013
## httpcookie             0.274387717 -1.039534330  0.750005305  0.122106567
## windowsx              -1.284194112 -1.387819052  1.496249080  0.570639491
## track                 -0.304010063 -0.063896880 -1.056100965 -1.308349133
## exercise               0.786717474 -1.346659184 -0.152503625 -1.242114305
## scrabble               0.303286910 -1.568498015 -1.466813922  0.323248953
## ipythonjupyter        -1.323191404 -1.628952742  0.539188504 -0.725330949
## mkdir                  0.208279118 -1.567095995 -0.445584446  0.319500566
## comparing             -0.964893758 -1.421604395 -1.163794756 -0.076611601
## anticaptcha           -1.166668296  1.592201710  0.001545492  1.394139647
## ifconfig               0.151527181 -0.644623876  0.178432405 -0.054479826
## rpg                    1.252487898  1.298032045 -1.533359408  1.321158767
## rich                  -1.597122908 -0.139441639 -0.478590399 -0.968708098
## autoincrement          0.228238046  0.899597287  0.951127827  0.052676424
## netsh                  0.832026005 -0.588548064  0.924216926 -0.229413345
## finding                1.400644183  0.767624974  1.168537378  0.680973470
## texttable              1.419080257  0.577714384  1.252784848  1.192687869
## vmwareworkstation      1.046449661  1.336180806 -0.828620434  1.127297163
## regularlanguage        0.401988745 -0.840450108 -1.073348045 -0.376429498
## spoofing              -0.721929967  0.826416194 -0.861864030  1.220667481
## palette               -1.165653706  0.366751760 -0.208994463 -0.421510011
## suitable               1.452045918  0.243037432 -0.243098259  1.132275701
## gil                    1.644048572  0.217183530 -1.194161415 -0.218076155
## headerquot             0.045215335 -1.583849669 -0.484373391 -1.035813332
## excecute              -1.587484479  0.366666675 -0.635935843 -1.014740705
## lightfm                0.790443957 -1.234581470  1.378414035  1.297135115
## folium                -0.407162905  1.133542776  1.519531131 -1.112581849
## daskdelayed           -0.222141504 -1.409248710 -0.077059187  0.992408693
## ntlm                  -0.254670739  0.886749625 -1.982430577  0.723817229
## hovertool              0.315262526 -1.559504986 -1.035434365 -0.869223475
## rasterizing            1.450067282 -1.591670394 -0.188361809 -0.938765168
## sendkeys               0.818414629 -1.263267994 -1.390483022 -0.242307425
## statsforecast         -0.214433789 -0.236557350 -0.919463634  0.442397386
## serialexception        0.028650951  1.121191621 -0.605882704 -0.334465712
## thanks                -0.010089435 -1.429326415 -0.460971206 -1.152469397
## listview               0.965045750  1.079263806  1.775324702  0.450215369
## maturity              -1.011330485  1.376951575 -1.596429944 -0.202414945
## pythonsocialauth       0.048266895 -1.215649128  1.377001047  1.549341083
## randomchoice           1.630739808 -1.022612572 -0.415375680 -0.957768977
## systematically        -0.213597581 -0.927082598 -1.379665136 -0.202997848
## compilerconstruction   0.720744431  0.330209792  1.483493328  1.062591910
## directed               1.571138144  1.242241621 -0.136464417  0.652721941
## ordinals               1.711012363 -1.712769866 -1.295985579  0.356550604
## projection             1.372497201 -0.648892879  1.200017095 -1.173344493
## assignmentoperator     0.693265975  0.929488182 -0.088584371  1.359107375
## mpeg                   0.808101714  1.733440280 -1.644641757  0.404590845
## serviceaccount        -0.719525814  1.368128777  0.994116545  0.143047407
## knowledgegraph         0.967641950 -0.959710479 -1.200589657  0.543347120
## generatorexpression    0.724088311 -1.312148094  1.051319361  0.206424132
## experiencing          -1.955873370 -0.345273763 -0.065328114 -1.489346623
## tokenise              -1.131697059  0.885588884  0.590322435 -1.091966391
## readcsv               -1.566175342 -1.404564500  0.365253389 -1.144865990
## managerdict            0.387516946 -0.574001312  1.787139535  0.154476508
## cleardb                1.270512581 -0.017760705  0.997886121  0.857655525
## qtmultimedia           0.825610459 -0.162500516 -0.329657674 -0.229244620
## executescript         -1.519016862 -1.252450943 -1.393864036 -1.565732241
## fluid                  1.485704422 -0.039291605  0.848210394 -0.855149150
## flag                   0.587549925  1.123754859  0.094991431 -0.755264878
## pssh                  -0.262399405 -1.124274731  0.743710279  0.079718292
## fitness                1.190457940  0.031394895 -1.549627900 -1.380568147
## pascal                 1.232460976 -0.518164635  1.562373400 -1.317007184
## idlepython            -0.671094775 -0.065692812  0.490609467  0.008294616
## cloned                -0.223812744 -0.468666941  0.592658639 -0.496628106
## neg                    0.961233079 -1.018499255 -0.817408979 -1.175507545
## excelformula          -1.029685497  1.419944406 -0.354640245 -1.418487310
## expr                   0.506321788 -1.611173868  1.255354285  1.442354441
## quotconnection         0.852858067 -1.012609243  0.640180349  1.114200592
## sqlites               -0.652083695 -0.287966520  0.732843459 -0.884652793
## apachenifi             1.361897111  1.213641524  1.213288903  0.453447014
## celerybeat             0.325695306  1.696728349  1.001748204 -0.719736099
## relaxation            -1.537323236 -0.084369950 -0.008327054 -1.564860702
## difficult              0.534502864 -0.498004466  0.454816043  1.473335862
## userprofile            0.999715447 -1.351118565  0.690555155  0.220126063
## latlng                -0.745137572  0.928283691  1.091081023  0.381270379
## plyer                 -0.719423771  1.720262051  0.191904351  1.603433728
## djangoregistration     0.350973815 -0.063595057 -1.456994295  0.129433990
## googlechromeextension -0.752026975  1.591258407 -0.141289443  0.652263045
## incrementdecrement    -1.442343593 -0.872166753  0.015624637 -1.699637651
## user                  -0.940099239 -0.296748072  0.833056748 -1.274909019
## quotdatequot           0.278450370  1.244357228  0.947035849 -1.593089819
## signalsslots          -1.225410223  1.580285907  0.962301433 -1.108816385
## inject                -0.582341611  0.845369518  0.351280898 -1.323976755
## inferior               1.286604524  1.400085449  1.298737407 -1.100576997
## objectrecognition     -0.529976487 -1.239256382  0.677550673  0.694518209
## hiddenmarkovmodels     0.627687573  1.268226385  1.492710829 -0.252542704
## nestled                1.161914468  0.117483102  0.453121334 -0.588875055
## processed              0.239569440  1.149356723 -0.509938657  0.360445172
## trojan                -1.117100358  0.053744845  1.044204712 -0.014862021
## commontableexpression  0.522126317 -0.637121320  1.256449223 -1.112122059
## york                  -0.396751374 -1.012986422 -1.209056616  0.068154946
## teamviewer             0.973298728  0.388354480 -0.183789939  0.112756565
## adhoc                 -1.041751862 -1.378225088 -1.462758303 -1.136129498
## store                  1.904712081  0.729746103  1.689904928  0.017881412
## rediscli              -0.178716317 -0.210801229  1.046285510 -0.192173019
## sine                  -0.801832557  0.897834182 -1.199059248 -1.281830072
## mulitple              -0.670867085 -0.619582832 -0.783921480  0.475015074
## undo                  -0.723965228 -0.329753011  0.738153577  0.864300251
## autoconf              -0.802670956 -0.453147322 -0.189108789 -1.372702122
## lxmletree              1.004932046  0.100556187  1.631486773  1.063598990
## sar                    0.652990282 -0.657555878 -1.188332319  1.176558733
## absent                 1.734206319  0.165842876 -0.722929597 -1.408452868
## rookie                 1.611210942 -0.022013150 -0.495112151 -0.347028971
## garbled                1.939156413  1.159161448  1.060578108  0.268973947
## rpyc                   0.092981465 -1.597910285 -0.277646035  1.580389619
## buckets               -0.694927156 -0.254860491  0.782748342  0.345767438
## encrypted             -1.116029501 -0.820694625 -0.776147008  0.258474976
## deallocate             0.847769022  0.336736560  1.346462846  0.845485866
## qstandarditemmodel     1.449244499 -1.519855380 -1.117050767 -1.082303882
## newline               -0.746911526 -1.162986755  0.635227382  1.153090954
## changelog             -1.052948952 -1.096138835  0.581805825  0.261989862
## qfiledialog           -1.686290026  0.755112708 -1.356027603 -1.244828820
## partitioning           1.081657648 -0.592626929  0.974524140  1.454464316
## armv                  -1.240747690 -0.487860292  0.568253219 -0.856319726
## standardscaler         0.748181164 -1.035156965 -0.578594327  0.222183168
## pythonbeautifulsoup    0.406207144 -1.356772304  1.401690006  0.414366961
## refactoring            0.708469391  1.627817154  0.893094480  0.179160461
## superclasses          -0.593794703 -0.563459873 -0.811576545  0.215691373
## predecessor            1.003646612 -0.501749337  0.205401570  1.119610429
## ltgt                   0.705221415  1.536146283 -0.407155007 -1.557922840
## sequential             0.244937032 -1.524474263 -0.367706239 -0.649314284
## module                -0.110766761 -0.743737638 -1.427214861 -0.801347613
## configurationfiles     0.253070205 -1.531444073 -0.071534403 -0.277811348
## ultimately             1.761338830 -1.144724846 -1.835120082  0.409596145
## uisng                 -1.743966699  0.518801212  0.082812071 -1.152071118
## byquot                 0.642505050 -0.779928148 -0.562176883 -0.106033824
## cpuarchitecture       -1.714670658 -1.309221983 -0.954564035  1.400413513
## deltars               -0.340843648 -0.163276553 -1.247604847 -0.232509360
## knowing               -0.654599071  1.547495961 -1.440595150  1.400779843
## hacking                0.040410399  1.252366900  1.196964741 -0.782547235
## imgkit                 0.587734401 -0.397918552  0.238649353 -0.969606698
## ramp                   1.643651962 -1.072379827 -0.796894252  0.714196682
## lat                   -0.616702437  0.757229447  1.025973678  1.426582217
## natural                0.102840073 -1.008669019  0.101486549 -1.332826734
## screenbrightness       0.529037058  1.058520675  1.400025249  0.418331325
## dplot                  1.219743848 -0.665884614 -1.381222129  0.604270875
## scissor                1.444076777  1.609782934  0.468841791  0.918774068
## lemmatize             -0.491340607  0.368197709 -1.606323957 -0.417102903
## windowsfirewall       -1.244036436  0.200905725  1.138302803  0.294344157
## pops                  -0.436204016 -1.055643797  1.489726424  0.548328340
## quotexceptquot        -1.152057052 -0.940197408 -0.028862111 -0.363680005
## fa                     0.635570228 -1.598803997  1.412070274  0.405410737
## googleclouddlp        -0.542884469 -0.784503102  1.520185947 -0.249247670
## jax                   -1.085107088 -0.507903576 -1.641841650  0.048043821
## jboss                 -0.001663716 -1.404954433 -0.458032101 -0.368759364
## voicerecognition      -1.199846864 -1.242367268 -1.623775959  0.238007382
## splitting              1.389723778 -0.695564985  1.506466150 -0.022638867
## numberquot             0.808284581 -0.846052229 -0.117898695  1.487081170
## methodsignature       -0.691399813 -1.337651730  1.242332935  1.548789144
## sourced                0.307185471 -1.082888484 -0.818299472 -0.868105233
## ljust                 -1.520330548 -1.538938284 -1.084752798  1.441954970
## linux                  0.845029473 -1.499929786  1.073192716 -0.384626836
## pythonalpine           0.859921575 -0.410449862 -1.492653370 -1.075552702
## vscoderemote           0.902635694  0.853271902  1.100738049  1.514179826
## pythonfractions       -1.050567508 -0.900619507  1.670981646  0.292045742
## mapquest               0.181812704 -0.187438607 -0.739250124  0.084829323
## questdb                0.537789583  0.317390203  1.571512699 -0.128914714
## dnsresolver           -0.164606750 -0.258247614  1.255819082  1.291971803
## meanshift              0.664627433  1.341186643 -0.296546429  0.493566871
## sports                 1.042876840 -1.130536199 -1.438867569  0.809618473
## itertools              1.541750550  1.366664290 -1.034737468  0.909373522
## hybrid                -0.640604377 -0.135670334 -0.577697158 -0.594211400
## offloading             1.184502721  0.008073395  0.012946559 -1.103403807
## dashdb                 1.242989898  0.446954548  1.551819921 -0.217675552
## ansicolors            -1.632334471  0.133686855 -0.723936975  0.642455637
## observe               -0.991320729 -1.408762217  0.210771963 -1.360611200
## getpost                0.903377771  0.920899808 -1.200142860 -0.983182669
## digitsum               1.304160476 -1.283615947  1.262398243  1.182027578
## faiss                 -0.509243071 -1.227019072  1.507858634  1.397123694
## clexe                  0.052237201  0.546204627  1.538544893 -1.221481085
##                                X9          X10          X11          X12
## lttrgt                -0.85961765 -0.524217665  0.565011680  1.569824219
## expose                -0.02251733 -0.298529357  0.184556589  1.007649779
## socketaccept           1.15159583 -0.909707725 -1.419108391 -0.067678154
## methoddescriptor      -0.39494321 -0.124060102 -1.273154378 -0.849569261
## mud                   -0.43231666 -0.831214964 -0.729509175 -1.183175206
## proper                -0.21576148  0.715737045 -0.771590769  1.492111564
## belonging             -0.08780704 -1.101050138 -1.537033439  1.691101074
## dosnt                 -0.32534683 -0.912782848 -1.708855271 -1.634752154
## wrongversionnumber    -0.10400884 -1.211538911  0.504305124  1.034168124
## transformer           -1.49718368  1.005357265  0.835761905 -1.658173442
## pyrunstring           -0.08062046  0.797356188 -1.412491798 -1.032874823
## sanitizer              0.77485985 -1.363894820 -0.018085463 -1.286607385
## ole                   -1.48736906 -0.162820280  0.274140686 -0.901830912
## render                -0.80727881 -0.756627262  0.207078025 -0.911186814
## daskdataframe         -0.50533122  1.549224734 -1.494415879 -1.478963614
## sclient                1.59913874 -0.036168803  1.343248963 -0.945675790
## piece                  0.91323704 -0.114561595 -0.749862134  0.507795453
## dictkey                0.18147635 -1.460205555 -0.861356020 -0.614238977
## stringformat          -1.27756774  0.401808649  0.539789140 -0.268336594
## normals                1.27787244  0.812086344  0.485391766  1.499358058
## poisson               -1.59213626 -0.009441261  0.413777441  0.560554802
## memsql                 0.37176040 -0.342581213  1.227480531 -0.302102208
## googlepythonapi       -1.38482749  0.134170189 -0.842732966 -0.529455423
## unclickable           -0.07037520  1.137729883 -1.193312049  0.601123810
## supress               -1.51200855 -1.228729606 -0.580616236 -0.313945204
## transferfunction      -0.88186675  0.881503284 -0.935606658  0.829592943
## id                    -0.29268751  1.447856188 -0.180577353  0.138769642
## cqlengine             -1.43599045  0.443494827  0.419033498 -1.479571819
## succeeds               1.21155071 -0.404454708  1.598703742 -0.611678600
## developers             1.49692857 -0.536399186 -1.269931316  1.547636151
## inspectelement        -0.85803020  1.063439250 -0.366400898 -0.760609031
## avarage                1.00958240 -0.730515361  1.379391432 -0.570843399
## httpcookie            -0.16095862 -1.073310614  0.075772218 -1.350288510
## windowsx              -1.54700315 -0.402487844  0.948641360  0.881818831
## track                  0.74996138 -0.798699856 -0.776551843  1.419999242
## exercise               1.61229765  1.571841002 -0.905053079 -0.368047804
## scrabble               1.36951613  1.579544425  0.597769082 -1.585430980
## ipythonjupyter        -1.11547768  0.084829919 -0.759204388 -1.202983618
## mkdir                 -1.16088951  0.970625579  0.513666153  0.996626318
## comparing              0.01331402  1.661785245  1.332592487  1.190513253
## anticaptcha           -1.64020240  0.855921209  0.243541181  1.523950219
## ifconfig              -0.66224992  1.503220439  1.370065928  0.731937170
## rpg                    0.90062916 -1.005674720 -1.553992033 -0.940914392
## rich                   1.47682333  0.396702588 -0.467281610 -1.339008212
## autoincrement         -0.87768418  0.568060398 -0.060578607  1.223375440
## netsh                 -1.56935644  1.441914082  0.147625014 -1.050351024
## finding               -1.62449920 -0.372447699  1.475920916 -1.079948187
## texttable             -0.97319746  0.382871985  1.410162210  0.909175575
## vmwareworkstation     -1.05176079  0.159065723 -1.654939890 -0.885013878
## regularlanguage        0.63151014  0.593581080 -0.002822135  0.444598228
## spoofing               0.38988149 -1.071293235  1.333177090 -0.104155697
## palette                0.85763788 -0.184866682  1.382512450  0.748118162
## suitable              -1.19320285 -0.435461491 -1.205184102 -1.128211856
## gil                    0.29573530  0.304232299 -0.683306158 -1.485494018
## headerquot             0.67320687 -1.332507849 -0.112305515 -0.848677754
## excecute               0.95538139  1.207678914 -1.482322693 -0.300947726
## lightfm               -0.38851562 -1.060977340 -1.280948162 -0.065710679
## folium                 0.66148746  1.299778461 -0.996346116  1.171473742
## daskdelayed            1.59044552 -1.448030829 -0.530112088  0.950807631
## ntlm                  -0.08104434 -1.135356426 -1.646330595  0.738821089
## hovertool             -1.07419360  0.524671495  1.005993247 -0.471817255
## rasterizing           -1.07235992  0.642761350 -1.620713353  0.766274571
## sendkeys               0.04894786 -0.036688596  0.367546737  0.621857405
## statsforecast          0.81743538  0.137547493 -0.269822955  0.898558438
## serialexception       -0.57386059  1.391309738  0.501004517 -0.771940947
## thanks                -0.59226805 -1.090526700  0.855612397  0.533179879
## listview              -1.46471095 -0.586125731  0.084522821  0.235151380
## maturity               1.27261138  0.910950065 -1.023262620 -0.980978608
## pythonsocialauth      -0.14553139 -0.778030694 -0.747690678  1.480569959
## randomchoice          -0.85216880  0.253333598 -1.422203064  0.849175572
## systematically        -1.28624213  0.719555497 -0.901526034 -1.230944276
## compilerconstruction   0.95485765 -1.566839695 -0.096169136  0.174373433
## directed               0.38277066  0.106071584  0.443955809 -1.060967565
## ordinals               0.48065597  0.761346877  1.552664757  1.049642563
## projection            -0.29926783  0.589124858 -1.604532599 -0.976316333
## assignmentoperator    -1.20377517 -1.225960851 -0.630056500  1.366471767
## mpeg                   1.04564464  0.744690776 -1.305797935 -1.624394059
## serviceaccount         1.50867307 -0.754658639 -0.201531351  1.276054978
## knowledgegraph         1.39545977  1.347734213  0.618911684  1.322047949
## generatorexpression   -0.40794128 -1.408280253  1.229527473 -0.337379634
## experiencing           1.03358984  1.790066957  0.544479966  0.501447856
## tokenise               1.36179030 -0.829497576  1.588588476 -1.417735696
## readcsv                0.03375463  0.537445188 -0.776587665 -0.317501962
## managerdict            0.95652175  0.440638095  1.421258807  0.533479452
## cleardb                0.71430743  0.645478010 -1.586515307  0.417181492
## qtmultimedia           1.55837178  1.062187195  1.155900121  0.990875185
## executescript         -0.29209512 -0.054801490 -1.493324161  0.002842003
## fluid                  0.67855144 -1.014064431 -0.508948445  0.560409248
## flag                  -0.67673993 -1.268543243  1.405828714 -1.668431044
## pssh                   0.04162252  0.902794659  0.466243446 -0.300807565
## fitness                1.35699856 -1.324518442 -1.537430048  1.383793473
## pascal                 1.50501335  1.386237025 -1.310543656  0.670221150
## idlepython             0.15833087  1.436975121 -1.448195457 -0.607834995
## cloned                -1.10620248  1.144309640 -0.113464095  1.582373500
## neg                    1.12043238 -1.156219244 -1.592650056  0.036437944
## excelformula          -0.57769001 -0.832708061 -1.526147723  1.277939081
## expr                   0.71047217 -0.378959477 -1.385014534 -0.313790768
## quotconnection        -1.58857560  1.524341822 -0.152619660 -1.217645764
## sqlites               -0.83289242  0.453523189  0.646808326  1.361299872
## apachenifi            -0.83198345  0.861199856  1.688958168 -0.003444459
## celerybeat             0.17942332  1.205151081  1.304304361  0.416617036
## relaxation            -0.61668289  1.480924129 -0.856285751  1.708926201
## difficult              0.79451925  0.436781883 -1.566524029 -1.501756191
## userprofile           -1.38952744 -0.341488600 -0.407229483 -1.440880299
## latlng                -0.04614873 -0.114145719  0.522994816 -1.339045405
## plyer                  0.15518329 -1.624066949  0.629398286 -1.242154837
## djangoregistration    -1.19217658  1.123121858  1.127192378 -1.055224299
## googlechromeextension -0.62853682  1.145300388 -1.752201557  0.378427893
## incrementdecrement    -1.45077682  0.082646847  0.098426282 -1.221523046
## user                  -0.13221204  0.374533296  0.799448967  0.487158984
## quotdatequot          -1.08911490  0.675644934  1.154042006 -0.242324069
## signalsslots          -0.18849744  1.320159435  0.702162623 -0.788454890
## inject                -1.17777145 -1.643391490 -0.659387350 -1.541117311
## inferior               0.72585577 -1.179267526  1.404120088  1.260354280
## objectrecognition     -0.99381047  0.979673028 -0.781438291  1.566001892
## hiddenmarkovmodels     1.49891198 -0.106960334 -1.450614333  0.698188365
## nestled                0.10848208  1.645040035  0.592373908  1.495207667
## processed              0.04810452 -0.016672065  1.621725917 -0.354380727
## trojan                 0.91242826  1.552061677  1.268428922 -0.485722333
## commontableexpression  0.30125397  1.344462991  0.680458248  1.309345484
## york                   0.03423846 -0.880436778 -1.704312205 -0.567662001
## teamviewer            -0.24168257 -1.010362029 -0.866900980 -0.648055971
## adhoc                 -0.80247664  0.807349205 -1.246656299 -0.695222080
## store                 -1.70272458 -1.104753971  0.104725048  0.898161054
## rediscli               0.60420704  1.152234554 -0.532061458  1.621083498
## sine                   1.64331377  0.643789053 -0.136464983 -0.698807716
## mulitple               1.38224101 -0.312305659 -0.048410542 -1.266269803
## undo                  -1.57198644 -1.297543287  1.170854688 -1.175116658
## autoconf               1.18606055  0.962622702  0.839764237  1.207188368
## lxmletree             -0.43836555 -1.645107269  0.412928402  0.321661770
## sar                   -0.74287480  0.270631015 -1.118141294 -1.079214454
## absent                -0.82446539  0.791063845 -0.897140920 -0.978199065
## rookie                -1.30020416 -0.476200372 -0.078514911 -0.009264844
## garbled                0.91066784  0.126229599 -0.238560691  0.280004084
## rpyc                  -1.37168550 -0.874345183 -0.789451361 -1.276834965
## buckets               -1.40520191  0.972670555 -0.660743237 -0.832297921
## encrypted              0.56319892  0.611819208  1.649408221 -0.879210174
## deallocate             0.17571028 -0.992376685  0.527451336  0.601563036
## qstandarditemmodel    -1.18190634 -1.499089956  0.548867643 -0.464458197
## newline                0.91182864 -0.894541323  1.278235793 -1.425228596
## changelog              1.50307822  0.736113191  0.424583554  0.972197235
## qfiledialog           -1.44798326 -0.224261954  1.618642092  0.540763140
## partitioning           0.95273685 -0.296452016  0.155337244  1.059174299
## armv                  -1.40222025 -1.318324804 -1.086324215 -0.559242606
## standardscaler         1.15239465 -0.663011730  0.101227023  0.482642561
## pythonbeautifulsoup   -0.60811883  1.363135576 -0.429355294  0.441714346
## refactoring           -0.66484547  0.051311474 -1.442670703  1.127305388
## superclasses          -1.21064007 -1.819510460 -0.441523135 -1.209758043
## predecessor            1.18888259 -0.119240947  1.133877635  0.918738723
## ltgt                  -1.17460132 -0.202794492 -0.863714755 -0.089636371
## sequential             1.70753050  0.504765570  1.794139862 -1.131684184
## module                 1.24642563  0.130376786  0.478145748 -0.112401448
## configurationfiles     1.23893118 -0.621085882 -0.901769221 -0.225231946
## ultimately            -0.37276560 -0.141631812 -0.530464292  1.713590503
## uisng                  1.09127188 -0.368032306 -0.280319363 -0.123042442
## byquot                -1.23349714 -1.279961705 -0.778941751 -0.012273687
## cpuarchitecture       -0.05604777  0.471395135  1.777187228  0.538412869
## deltars               -1.66504049  1.368219018 -1.243287325 -0.984075844
## knowing                0.11756562 -0.684246182 -1.112031817  1.610836267
## hacking               -0.84518242  1.244181395  1.246011734 -1.506702423
## imgkit                 1.09143174  0.683157563  1.188837528 -1.706719756
## ramp                  -1.24618983  0.770859599 -0.930687129 -1.356301546
## lat                    1.35472548  0.136981219 -0.693702817 -0.211532399
## natural                1.47201526  0.838091195  0.046723254 -0.989571750
## screenbrightness       0.76276702 -1.809928298  0.979618430  0.354111046
## dplot                  0.69481373 -0.687259078 -1.103677750 -0.133459494
## scissor                0.20957807  0.309573203  1.175460577 -1.055626750
## lemmatize              1.20983219  0.393479586  1.287580490  1.579894066
## windowsfirewall       -0.68058240 -0.084628575  1.401669383 -1.023945332
## pops                  -1.11295164  0.284357160  1.443023682 -1.383645654
## quotexceptquot        -0.85045445  0.703706443 -0.666341066 -0.842556775
## fa                     0.87864131  0.338337779  1.374366879  1.190482497
## googleclouddlp         1.60691237 -0.473595798  0.712725997  0.155439749
## jax                    0.33077088  0.611056566 -0.024462163 -0.095497012
## jboss                 -0.13406321  0.255589247 -1.671628118  0.220089525
## voicerecognition       1.66744685  0.266884774 -0.370254636 -1.719232917
## splitting              0.30178273  0.593691289  1.723294020 -0.539531469
## numberquot            -0.41073564  0.597882748 -1.398592353  0.329962432
## methodsignature        1.27550006 -1.463203311  1.534413815 -0.579293013
## sourced                0.83140725 -1.509546399 -0.323012054  0.589290917
## ljust                  1.21794438 -1.192417622 -1.293914318 -1.285014749
## linux                  0.22309220  1.241903305 -0.849968791  0.473067909
## pythonalpine          -1.48425341 -0.547853231 -0.124082603  0.170709014
## vscoderemote          -0.02411418 -0.896811366 -1.032357693  0.038218439
## pythonfractions        0.46391019  1.210758328 -0.874595165  1.506264806
## mapquest               1.13696957 -0.441066951  0.053766005 -0.451159716
## questdb                0.14752327 -1.177426934 -1.189599633 -0.618210375
## dnsresolver           -1.58167791  0.866750956  1.050892234 -0.295589328
## meanshift             -1.35273802  1.533283114 -0.858474851  0.535107493
## sports                -0.76568496 -1.343422771  0.451785475 -0.986931741
## itertools              1.66413355 -1.322831035  0.665622413  1.518416882
## hybrid                 0.35526544  0.670605719 -1.309658527 -1.618471742
## offloading            -0.42241663 -0.654006660  1.025017619 -1.631428957
## dashdb                 0.70803642  0.530960679  1.451783180  0.650628328
## ansicolors            -1.69782209 -0.403561264 -0.295065790  0.480293572
## observe                1.62701368 -1.694431186  0.681174636  0.077852070
## getpost                1.17496288 -0.184949264  1.107785106 -0.916860938
## digitsum               0.84208953 -0.638101816 -0.730937719  0.148776069
## faiss                  0.07043102  0.015935935  1.543264031 -0.095918730
## clexe                  1.47270513 -1.114381909 -1.486158729  0.758623123
##                                X13         X14          X15          X16
## lttrgt                -1.342755914  0.14334795  1.604348660 -0.255260915
## expose                -0.100006357  0.04365104  0.587196589  0.652390301
## socketaccept          -1.571650147 -1.63781905 -0.006326423  1.453809500
## methoddescriptor       0.404151648 -0.09332108 -1.304746866 -0.964390934
## mud                   -0.300867826  1.53855693  0.394206285  1.003236651
## proper                -0.040959712 -0.10239343  0.271411121  0.845334768
## belonging             -1.285846710 -1.54376400 -0.921245158  0.019650815
## dosnt                 -0.070504516 -0.48239625 -1.541758895 -1.592577219
## wrongversionnumber    -1.238717079  1.52176011 -0.819033742 -0.965761423
## transformer           -1.038043141  1.58990955 -1.104703069  0.329054385
## pyrunstring           -1.333283782  0.82706159  0.851214290 -0.990839779
## sanitizer             -0.199144691 -0.44892159  1.570912719 -0.039789535
## ole                    1.439625740 -1.33898020  0.728783846  1.361734509
## render                 0.869608998  1.09578919  1.281968355  0.346768439
## daskdataframe         -0.494950175  1.62197554  1.432885647 -0.174745247
## sclient               -1.288613200 -0.15341300  0.446861356  0.855643332
## piece                 -0.812500715  1.65022898  1.770385027  0.219008237
## dictkey               -1.102554798 -0.79470521  1.711281300 -1.132653713
## stringformat          -0.711439788 -1.18019915  1.377360106 -0.643664837
## normals                0.843522489 -0.25498655  0.336149305 -1.568502307
## poisson                1.110759258  1.63345730  0.266339034 -0.323637635
## memsql                 1.586407661  0.73701417  0.031348202  1.126089454
## googlepythonapi        0.526345015 -0.02548562  0.098869219  1.403799415
## unclickable            1.170386195  1.64949059 -0.046375144 -1.395633340
## supress               -0.359991848  1.27187276 -1.430994987  1.186982751
## transferfunction       0.291835904 -0.95124257 -0.414841950  0.836297452
## id                     0.303121060 -0.26294360  0.481213778  0.227570906
## cqlengine             -1.233833909  0.36623916  1.498040676  1.304639101
## succeeds              -1.067804933 -0.55267602 -0.527307153  0.981883764
## developers             1.002615929  0.71745312  1.303051710 -1.064143658
## inspectelement         0.488563925 -0.95767349  0.950555682  1.163940907
## avarage                1.400688648 -0.80214995  1.115273237  0.075384632
## httpcookie            -0.006857208 -0.42218933 -1.703689218  1.548959017
## windowsx              -0.379868686 -0.32005486 -1.076859713  1.399480462
## track                  0.271956056  1.10683262 -0.486219198 -0.769066513
## exercise               1.076277733  0.89165449  0.398507863  0.224741653
## scrabble              -1.168744326  0.85544336  1.627527118 -0.196871176
## ipythonjupyter        -1.234699130 -0.89046222 -0.418715388 -1.447950125
## mkdir                 -0.859416902 -0.02197394 -1.603547931  1.142850637
## comparing              1.174019575  1.41769600 -0.519602299 -1.212563276
## anticaptcha            0.727116644  0.21355712  0.496375382  1.506754160
## ifconfig              -0.655817151 -0.80408120 -0.728653789 -1.377121568
## rpg                    1.066025257 -0.46044865 -1.014045358  1.217249751
## rich                   0.685368598  1.25719166  0.211782902  0.473921657
## autoincrement          1.620558977 -0.71486014  1.333993316 -1.623417616
## netsh                 -1.131490231  1.70863688  1.788815498  0.503964365
## finding                1.623228669 -0.26428488  0.758512139  0.609952807
## texttable             -1.460376382 -1.31078565 -1.154870629  1.425253630
## vmwareworkstation      0.877030849 -0.21765074  0.761231303  0.686536729
## regularlanguage       -0.796225429 -1.49822783 -0.152031705 -1.409876108
## spoofing              -0.736906528  0.95343274  0.556095779  0.165302306
## palette                0.716365457  1.90073645  0.444582134 -0.227170587
## suitable              -1.016392708  0.88697881  0.748649657 -0.727291882
## gil                    1.598120093  1.89308035  1.171980619  1.256269574
## headerquot             0.748864591 -0.60930574  0.066709593  0.830727279
## excecute               0.974557459  1.56395435  0.948053479  0.599411726
## lightfm               -1.223949671 -0.86060601  0.158650160 -0.441268533
## folium                -1.197363853  1.51691329 -0.771342754 -0.369382590
## daskdelayed           -1.577669501 -0.61693513 -0.331796885 -0.021875335
## ntlm                   1.641105294 -0.22938567 -0.966205657 -1.802173495
## hovertool             -0.443325698  1.76196814  1.771419406  0.575995326
## rasterizing            0.590068161  0.46537486  1.652957439 -1.519907355
## sendkeys               0.413455337  1.37539804 -1.296643257  1.421930552
## statsforecast         -0.002877815  1.73916006  1.354252458  0.814461112
## serialexception        1.567139387  0.22790679 -0.445576906  0.199743122
## thanks                -1.313833356  1.13942552 -0.542448282  1.590617776
## listview               0.042009644 -0.01210653  1.326620817  0.887748003
## maturity               0.749933004  0.27573976  1.527680635  1.487032652
## pythonsocialauth       1.566678643 -1.57637286 -0.497410029  1.104473948
## randomchoice          -0.398467094 -0.97808683 -0.746837318  1.172147989
## systematically        -0.054256696  1.33395898  1.298386216  0.706353486
## compilerconstruction   1.784911871  0.89448237 -0.479068547  0.755615056
## directed               1.350691795  0.44386098 -1.413960934  1.304246545
## ordinals               0.607080460 -0.73440105 -1.128793240  0.126399815
## projection             1.537447333  1.10261476 -1.327654839  1.366565824
## assignmentoperator    -0.044902284 -1.66301298 -1.011288166  0.664624035
## mpeg                   0.263974160 -0.18824026 -1.542934656  0.644797981
## serviceaccount        -1.192237854  1.35883641 -1.458328605  0.304218918
## knowledgegraph        -1.276631236  0.70278257  1.400536060 -1.083575368
## generatorexpression    1.349877596 -0.84589982  1.607339501  0.719371498
## experiencing          -0.987430930 -0.47605187  0.929444373  0.720080197
## tokenise              -0.371496439  1.14454556  0.277631193 -0.939929843
## readcsv                0.821260929 -0.86092633 -0.040422156  1.120677352
## managerdict           -1.173512578  1.62114465  0.444206566  0.687112868
## cleardb                1.243042827  1.11160469  1.418874145 -0.408913642
## qtmultimedia           0.835929453 -0.35293019  0.506350100 -1.454436183
## executescript         -0.403977543  1.43925107  1.082197785 -0.052038942
## fluid                  1.257778287 -0.38496897 -1.763012409  1.541975141
## flag                   0.469351947 -0.81139648  0.804556310  0.780258477
## pssh                  -0.760708511  1.11177707 -1.235551000  0.068620078
## fitness                1.499476075 -1.48586226  1.565239549  0.007914783
## pascal                 0.177990198 -1.28373325  0.730845571 -0.894153297
## idlepython             1.229627848  0.27108717 -0.786845386  0.206552625
## cloned                 1.357031107 -0.29485026 -1.475342512 -1.468104482
## neg                   -0.014903717 -0.33282864  0.376775295  1.482122064
## excelformula           1.430303574 -0.98189557 -0.295111865  0.021503072
## expr                  -0.400569022  0.53798938 -0.830781579  0.955943346
## quotconnection        -0.043334782 -0.62509173 -0.486920953 -1.468544245
## sqlites                0.154145673  0.56467980  1.576771498 -1.521254897
## apachenifi            -0.890387714 -0.69888502  0.963942587  0.047038119
## celerybeat             0.161106884 -0.34090844 -1.519056082 -0.069376267
## relaxation             1.258010983 -0.77259570 -1.232997656  1.068823338
## difficult             -1.477347612  0.96134561  1.007639289  0.217233375
## userprofile           -0.939713120  0.43679526 -1.164378643  1.442770243
## latlng                -1.001937032  0.67232734  0.412646115  0.046353143
## plyer                 -1.084568024 -1.36941135  1.304818749 -1.594009876
## djangoregistration    -0.659943402 -0.03700899 -0.801091790 -1.242063522
## googlechromeextension  0.041553207 -1.01505136 -0.930339575  1.647542834
## incrementdecrement    -0.970108271  0.38473812 -1.127645612  0.215035379
## user                   1.130463481 -1.63324070 -0.616067529  0.449244350
## quotdatequot          -1.372311473  1.45812011 -0.056099478 -0.817686081
## signalsslots           0.192268282 -1.38468218 -0.362032682  1.381033659
## inject                 1.530960917  0.16189386 -0.058564845  1.351409554
## inferior               0.678683162 -1.53358400  1.483908176  0.196802691
## objectrecognition      0.847305536 -1.32488084  1.596979737 -1.260809541
## hiddenmarkovmodels    -0.161876276 -0.49024794  0.819630206  0.893223405
## nestled               -1.526263475 -0.27197197 -0.549776673  1.592878580
## processed             -0.791387737  0.19455875 -0.664382279  1.703542829
## trojan                 0.046649210 -0.14728819  0.639753759 -0.675186872
## commontableexpression -1.562226057 -0.55666459  0.269082099  0.963068902
## york                   0.920400262  0.76747507 -1.455116749  1.550568938
## teamviewer            -0.476979792  1.39947939  1.624159336  0.044283174
## adhoc                  0.181546822  1.07022643 -1.270098925  0.258758247
## store                  0.473269343  0.24619976 -1.571556449 -0.653468251
## rediscli              -0.195870936  1.21279514 -0.392943740 -1.288424730
## sine                  -0.028049853  0.24646279  0.582308352 -0.278305143
## mulitple               1.249324441  0.85500932  1.531203747 -0.045499530
## undo                   0.911208749  0.02029687 -0.283157945 -0.506580651
## autoconf               1.184760451 -1.69839752  0.120063342  1.138555408
## lxmletree              0.490430176  0.16095220  1.356489658  0.337466240
## sar                   -0.651476622 -1.66960776  0.028299265 -1.234997869
## absent                 1.492194772 -1.28626728  0.193303555  1.178206325
## rookie                 0.044472199 -1.63381195 -0.426899076  0.119891763
## garbled               -0.025170410 -0.26573610  0.618699312  0.023076933
## rpyc                   0.934941590  1.07997584 -1.219701409 -0.062909819
## buckets               -1.410421252 -1.35975540 -0.109465048 -0.311529428
## encrypted             -1.194779158  0.01632258 -0.241240159  1.564823627
## deallocate             0.511215866 -0.85034627  0.950193226 -1.114203930
## qstandarditemmodel     0.501045465 -0.02840508  0.403819501  0.807684660
## newline               -0.414631754 -0.95448327  1.146136880  0.540256977
## changelog              1.489443898 -0.39115885 -0.707583606  0.225218788
## qfiledialog           -0.660966814  0.48830467 -1.407881498  0.949851990
## partitioning           0.893721402 -1.60799849 -0.168949008  1.505807400
## armv                   1.179762959  0.22527051  0.727453232 -0.416920602
## standardscaler         0.717296839  0.36568132 -1.301394582  1.209879398
## pythonbeautifulsoup   -0.592005610 -0.22102012  0.914283156  1.559800625
## refactoring            1.595508695  1.57448196 -1.670992017 -1.554773569
## superclasses          -0.918324351  0.19532610  1.086798429  0.082534693
## predecessor           -0.844366312 -0.86020607 -0.174055591  1.016056418
## ltgt                   1.428906560 -0.21554427  1.696725488 -1.721795321
## sequential             0.255403459 -1.15266621  1.301827073 -0.135385484
## module                -1.465670705 -1.55729556  0.681072533 -1.613652468
## configurationfiles     0.477674574 -0.47288623 -0.912518799 -0.836423934
## ultimately             1.165153146 -0.72818929 -0.578329384  0.110351682
## uisng                  0.645861983 -1.45329475 -1.497001052  0.253459930
## byquot                 0.464449465  0.06804398  0.241045371  1.306778193
## cpuarchitecture       -0.746574283  0.86800039 -0.121287607 -0.686670125
## deltars               -1.742068887 -0.61612624 -0.421761721 -1.419254899
## knowing               -0.366424114 -1.48436856 -0.718330383 -1.507866859
## hacking               -0.461386979  1.41582346 -1.303630829  0.885608375
## imgkit                 0.381969571 -1.72065222  0.248297051  1.238091588
## ramp                   0.893931866 -0.61182249 -0.019200429 -0.890588582
## lat                   -1.008757949 -0.94820338  0.382317454 -1.575487852
## natural                0.837914586 -1.63904989  1.140004635 -0.780897915
## screenbrightness      -0.628858089  0.36975521  0.232654959 -0.378417760
## dplot                  0.931926608  1.57181549 -0.615114927  0.309813172
## scissor               -1.238920569  0.96437013  0.742250919 -0.181663856
## lemmatize              0.975623488  0.71912229  0.135133713 -0.094037153
## windowsfirewall        0.242140323 -0.22833741 -1.470809340  0.819027603
## pops                   1.172419786 -0.55491459  1.449741483  1.149170637
## quotexceptquot         0.652227759 -0.03922214 -1.700798392  1.270754695
## fa                     1.334023118  1.29836214  0.129854918 -0.764623404
## googleclouddlp        -1.497652292  0.13291889 -0.379646480 -0.472099274
## jax                    1.480982423  1.60410297  1.149115801 -0.320433050
## jboss                 -0.864601731 -0.01708981 -0.735413432 -0.290181577
## voicerecognition       0.368680447  0.46358624 -1.143906713 -1.325408816
## splitting             -0.394072503  1.30830455  0.394863993  0.232129201
## numberquot             0.966331661 -0.82689589  0.834941328 -0.057010252
## methodsignature        0.201063469  0.13568106 -0.793597639  1.336044431
## sourced               -0.436832756 -0.67046583 -1.369557142  0.648781955
## ljust                  0.944815874 -1.24393106  0.723356366  1.146561623
## linux                 -0.303573787  1.20610690 -0.232712835  0.022565577
## pythonalpine          -0.839416683  1.41318321 -0.703030646  1.657075167
## vscoderemote           1.784016013 -1.05036128 -1.368053913  0.895588994
## pythonfractions        1.584122658  0.52461624 -1.408216596  0.074647710
## mapquest               1.255898833  1.11895204 -0.540676892 -0.440574348
## questdb               -1.073767662 -1.00280666 -1.150331736 -1.626299500
## dnsresolver            1.584804893 -1.26900625  0.810405195 -1.195584893
## meanshift             -1.442224860 -0.72993863 -0.393864751 -1.609616041
## sports                -0.190440848  0.87196058  1.015834808 -1.306296706
## itertools              1.638554335  0.01985408  0.385550529 -0.744072855
## hybrid                -0.148423433  0.94994843 -0.915596485 -1.099718213
## offloading             0.606733322  1.68204570  1.057003975  1.507111669
## dashdb                 0.697544634  1.45937717  1.366812348  1.339403272
## ansicolors            -1.080490828  1.47557998 -0.234046638  0.207933053
## observe                0.065425389  0.73277265 -0.902569175 -0.736576498
## getpost                1.405718207 -0.70085216  0.664612949 -0.209116593
## digitsum              -0.918191791 -1.25107992  0.761257112 -1.513339639
## faiss                 -1.684665561  0.86765075  1.182224989  0.513843596
## clexe                  0.536855578 -0.76434249  0.549904823 -1.080364347
##                                 X17         X18          X19          X20
## lttrgt                 0.8243902922 -0.84950238  1.249624729 -0.380525976
## expose                -0.7760964632  0.17180070  0.754164934 -0.907038391
## socketaccept          -0.2750697136  1.29167104  0.242471710  0.882473290
## methoddescriptor      -1.5326045752 -0.89964461  1.702930570  1.778371572
## mud                    0.9903143048  0.95581651 -0.385259241  0.987414300
## proper                -1.4847856760  1.14508092  1.564718962 -0.410352707
## belonging             -1.5130888224 -0.64996570 -0.722261727 -1.469932556
## dosnt                  1.3975492716  0.85716867  1.604468346 -0.451509446
## wrongversionnumber    -0.3849260807 -0.15287787 -0.876648605  0.879201949
## transformer            0.6991333365 -0.19374126 -0.329420835 -1.306565404
## pyrunstring           -0.3621896207 -1.20192778 -0.751033068 -0.986640573
## sanitizer             -0.6846010685  1.09055638 -0.498125285  0.444795191
## ole                   -0.0114540830  0.74603558  0.219204709  1.132602453
## render                 1.1601192951  1.50848889 -1.303448439  1.669130325
## daskdataframe          1.3221448660  0.18318200 -1.563293099  0.377234578
## sclient               -1.6732518673 -1.00482273  1.235643148  1.703913212
## piece                  1.5805689096 -1.33057857  0.168168992  0.125823259
## dictkey               -0.8998091817  1.84712338 -0.001410907 -1.684910417
## stringformat          -0.5355564952 -1.33668768  1.460963845 -0.582179070
## normals               -1.1608873606  1.66072690 -0.493309110 -0.114315823
## poisson                1.3020935059  0.38800630  0.767548382  0.500069320
## memsql                -0.5066895485 -1.03094018  0.513372660  1.710670948
## googlepythonapi        0.1758541763  0.58297169  1.172243357 -0.737878561
## unclickable           -0.6371970177 -0.53209257 -1.273999095 -1.617122531
## supress               -1.2667973042 -0.91410738  0.220090315  1.497124076
## transferfunction      -1.1821966171 -1.36212587 -0.666851401  0.097894005
## id                    -0.8251990080 -1.22533107 -1.227839828  0.127611712
## cqlengine             -0.6339681149 -1.05137074  1.473350286  0.358348250
## succeeds               1.1905648708  1.46768320 -1.005364656 -0.306862324
## developers             0.9758365750 -0.02627542 -0.077559285 -0.117756836
## inspectelement         1.2023175955  1.44073474 -1.347000360 -1.270614028
## avarage                1.4869437218  0.78190386 -1.410269618 -0.045931984
## httpcookie             0.6972944140 -0.79764587 -0.833493650  0.571374297
## windowsx              -0.6034254432  0.95162022  0.511186540 -1.211352706
## track                 -1.1935344934  0.15791929  0.248152882 -0.701651931
## exercise               1.7514213324 -1.62099612  0.471580088 -0.917030275
## scrabble              -0.4126784801  0.72720522 -0.812930465  0.827426851
## ipythonjupyter         1.5226809978  0.30501765 -1.117024541 -1.695350766
## mkdir                 -0.4943825901 -1.04413521  1.197017074  1.027293921
## comparing              1.5533037186  1.13635314  0.554469347 -0.844103038
## anticaptcha            1.3505839109 -1.36950958  0.593949437 -0.407006472
## ifconfig              -1.4400272369 -1.20903838 -0.660044074 -0.066938974
## rpg                    0.3670732975  1.57200420 -0.985439360 -1.092228174
## rich                   0.6782002449 -1.58760333  0.331385374  0.631676257
## autoincrement         -0.9235343933 -0.95818418  0.798142672  1.415620446
## netsh                 -1.3150006533  1.19030094  1.500450611 -1.770936966
## finding                1.6130089760  0.41083235 -1.587923646  0.636221886
## texttable             -0.2962365150  0.52298212  0.843262017  1.267796993
## vmwareworkstation     -1.6120235920 -1.08431542  1.698974490  1.281199217
## regularlanguage       -0.1956351995 -1.14624238  1.547568083  0.111811340
## spoofing               1.2590501308  0.83069539  0.378981054 -1.512567759
## palette               -1.5387102365 -0.73097831 -1.525300384  0.862537861
## suitable              -1.0072890520 -0.21947177 -1.429055095 -0.648664713
## gil                    0.5220161676 -1.27295780  0.172151104  0.267745674
## headerquot             0.0418302901  1.61847687  0.857847452  0.487963766
## excecute              -1.6782262325 -0.55557173  0.473933041  0.879124224
## lightfm                0.1783522666 -1.34723282 -0.300772935  1.623626232
## folium                -0.8623239398  0.32544374 -1.572116733 -1.070886254
## daskdelayed           -1.4756566286 -0.76768965 -0.559261501  0.913801193
## ntlm                   1.4924398661  0.58580315 -0.049959343 -0.738156259
## hovertool             -0.4701640308  1.56741107  1.680252075 -0.328598261
## rasterizing            0.6167507172 -1.47478318 -0.306620479 -1.481263041
## sendkeys               0.4153983593 -0.72172689 -1.379075766  0.245400414
## statsforecast          1.6055231094 -1.70627022 -0.528156877 -1.019121289
## serialexception       -0.1697274745  0.16640055 -0.117329881 -0.056341890
## thanks                -1.5894154310  1.04940367  0.249683470  0.402416974
## listview               0.0320874043  1.71909654 -0.621413410  0.037334632
## maturity              -0.3737472296  1.35580921 -0.925360262 -1.436218858
## pythonsocialauth       1.5064533949  1.50728643  0.260970473 -0.106351011
## randomchoice          -1.5630317926 -0.29539225 -0.479185581 -1.591429591
## systematically        -0.7450703382 -0.29116756 -0.359289140  1.329703569
## compilerconstruction  -0.7518898845  0.45856979  0.460814804  1.359211683
## directed               1.2136335373 -1.34603298  0.648684919  0.352276534
## ordinals              -0.5860961676  1.04175794 -0.192092553  0.142738417
## projection             0.9171565175 -0.58232754  0.342954755 -0.880808413
## assignmentoperator    -0.2898445725  1.07477450  0.001569897  1.471980572
## mpeg                   0.5060260892  0.42700753  0.030083857 -0.853890955
## serviceaccount        -0.5396686792  0.30265936 -0.711214781  0.417968899
## knowledgegraph        -0.1936223805 -0.75922197  1.144780874 -0.188820317
## generatorexpression   -1.3714100122  1.20629919 -0.957769692 -0.107658699
## experiencing           0.0996513665  1.52820814  0.909425795  1.754423499
## tokenise              -0.4914745688  0.89919060 -0.224507883 -0.823962331
## readcsv                0.9918859005 -0.90703493  0.936579227 -0.632101834
## managerdict           -0.8948451281 -1.24609506 -0.180355057  1.564902186
## cleardb               -1.1747244596 -1.44880855 -1.585242391  0.052884560
## qtmultimedia          -1.7405164242  0.45011431  1.064386487 -0.651280105
## executescript          0.5140694380  0.22412220 -0.838445425 -1.195792556
## fluid                 -0.1255745292  0.42841220 -1.718858123  1.619979858
## flag                   0.4475091398 -1.19883668  0.702874780 -0.862531960
## pssh                   0.3027358651  1.47486663  1.303808689  0.426135302
## fitness               -0.8465536833  0.92813092  1.060371637  1.547204494
## pascal                -0.9223522544  1.41290677  0.247750267  0.495939970
## idlepython             1.3369644880  0.35807633  1.199067831  0.976370513
## cloned                 0.8037467003 -1.65433669 -0.536275327  0.096577816
## neg                    0.6326382756 -1.46203113 -1.513660431 -0.478346765
## excelformula           0.6153626442 -1.12642086  1.577827692  0.803820610
## expr                  -0.3537514210  1.46634579  0.868671656  1.460249305
## quotconnection        -0.1420801431 -0.06722058 -0.073842980  0.678035080
## sqlites                1.0874224901  0.40905812  0.691092074  1.307887316
## apachenifi            -1.6298761368 -0.88666588 -1.716398597 -0.797250628
## celerybeat            -0.2124647051 -1.53983986 -0.010712421  0.318392426
## relaxation            -0.3164407909 -0.63809264 -0.482062757 -0.571492434
## difficult              0.6709144115  0.09188899 -1.488377690 -0.146918789
## userprofile            0.6200124621  1.38602555 -1.294283986  0.699782312
## latlng                 1.5219558477  1.10643947  1.339556932  0.959286213
## plyer                 -1.0725290775  1.19130325  1.554918408  1.629139662
## djangoregistration    -0.8336377740  0.89337641  1.577382207  0.472553283
## googlechromeextension  0.9405567050 -0.22646368  1.170969963  0.567175925
## incrementdecrement    -1.5422871113 -0.54641622 -0.712443709 -1.126329780
## user                  -1.4563245773 -0.27307785 -0.418885022  1.529462337
## quotdatequot          -1.2164145708 -1.46822155 -0.132621720  1.032618761
## signalsslots           1.3149557114  0.38160470  1.072715998 -0.993117452
## inject                -0.7609068751 -1.69981039  1.141134143  0.834037066
## inferior               0.9056743979  1.45785105  1.384265184  0.016406186
## objectrecognition      0.2751533091 -1.48045540 -0.710694253  0.589427769
## hiddenmarkovmodels    -1.0776462555  1.20378256 -1.316627860 -0.392537087
## nestled               -0.2220184952  0.70947659  1.490364909  0.284567654
## processed              0.0857979730  1.67776906 -0.648199022 -1.293579340
## trojan                 1.4730925560  0.04034600 -0.733804405 -1.805121303
## commontableexpression  0.8111727238 -1.61878598 -0.127829701 -0.351381212
## york                   0.8458238840  0.15952544  1.537686586  0.542770326
## teamviewer            -1.6855340004  0.07212375 -0.655083477  1.358265758
## adhoc                  1.0338525772  1.00351226  0.737668335  0.908193946
## store                  1.3432202339  1.35218859  0.150969595  1.272298932
## rediscli              -1.7618447542 -1.47232449  0.438408405  1.296764493
## sine                  -0.6429547668 -0.78426707 -1.174828053  0.006930123
## mulitple               1.3388261795  0.25232473  0.458049655 -1.671507239
## undo                   0.3449853063  0.54382288  1.094131351  1.469564795
## autoconf              -1.0324975252  1.73390818  0.022883276  1.186726570
## lxmletree             -0.5721428394  0.92443401 -0.625693917 -0.859155059
## sar                    0.1509643942 -1.13005447  0.853159964 -0.033522781
## absent                -1.3438787460  1.45178080  0.840039074 -0.107287519
## rookie                -0.3481492102  0.59641594 -0.522117972 -0.179455966
## garbled                0.1136912778 -0.86786610 -2.041070938  0.142386019
## rpyc                  -1.4643574953 -0.38797966 -0.459814519 -1.249241471
## buckets                0.4964753985  1.64096749 -1.701266527  1.715855241
## encrypted              0.6904107928 -0.32340646  1.174155235  1.287952900
## deallocate            -1.1325647831 -0.76011527 -1.005869985 -1.417062759
## qstandarditemmodel    -0.8922430873  0.57232505  0.110705808  0.322900236
## newline                1.3469239473  0.66031563 -0.217671618 -0.269177705
## changelog              0.9020709395 -0.30789730 -0.544070899  0.169275045
## qfiledialog           -0.0308617223  1.19650507 -1.698885679  1.091506124
## partitioning           0.0004974244 -0.39029065 -0.122220106  1.266184688
## armv                  -0.4932511151  1.44387507  1.252043486  0.492078662
## standardscaler        -1.0156886578  1.17964470 -0.980599225  0.513925433
## pythonbeautifulsoup   -1.3061009645  0.91545171  0.360428542 -0.327743053
## refactoring           -1.0878641605 -1.51201320  1.210524440 -0.817517221
## superclasses          -0.1488376409  0.20504315 -1.658796668  0.956794918
## predecessor            1.4364833832  0.27520946 -1.089280128  1.397200704
## ltgt                  -0.7797718644 -1.15912032 -0.995089591 -1.123215318
## sequential             0.6699539423  1.21232045 -0.686998844 -1.679356337
## module                 1.3370461464 -0.07293178  0.201058820  0.270094037
## configurationfiles     1.5206648111  0.03254657  1.254283309  1.560019970
## ultimately            -1.7994402647  0.69987148  1.577463865 -0.953144610
## uisng                  1.0084798336  0.30921414  0.244056880 -0.968516648
## byquot                -1.4975180626 -0.43888670  1.447510004  0.139051005
## cpuarchitecture        1.0485639572 -1.08320594 -1.413800001  1.766000986
## deltars               -0.2016062886  0.66868556  0.600776255 -0.587093353
## knowing               -0.4274030030  0.97932029  0.220492125  0.241076127
## hacking                0.8000347018 -1.37812090 -0.717705607 -0.570236623
## imgkit                -1.0911235809 -0.38339502 -1.555308342  0.338943630
## ramp                   0.8313004375 -0.50784248 -1.054850698 -1.743283033
## lat                   -1.3120535612 -0.43910736  0.060540121 -0.218082175
## natural                0.2825802267  1.12781918  0.576028645  0.782244265
## screenbrightness      -0.2114460319 -0.70603848 -0.157018617  0.994356036
## dplot                 -0.3071323335  0.14972499 -0.124464042 -1.650043249
## scissor               -0.8124182820  0.95336092 -1.147759557 -0.588142097
## lemmatize              0.5967544913  1.28056777 -0.888279200 -1.293687463
## windowsfirewall        0.8153270483  1.29377890  0.228119954 -1.207223296
## pops                  -0.5922178030  0.96125060  0.257919371  0.814865708
## quotexceptquot        -0.7454411387 -1.48856115 -0.266699761 -0.220765024
## fa                    -0.4470946193 -0.31773171  0.026473030 -0.476450562
## googleclouddlp         0.2138974667  0.69862247 -1.433274150 -1.554197669
## jax                   -0.2637431920  0.59073824 -0.033785131 -1.238511920
## jboss                 -1.4129577875 -0.77214879  0.423412353  1.135743856
## voicerecognition       0.2040498406  0.54079992 -0.303817779  0.213996843
## splitting              1.2593607903 -0.51901484 -1.536401153 -0.512387455
## numberquot             0.0950174630 -0.27606973  0.139944807 -1.533161283
## methodsignature       -0.2515543103  1.46227789 -0.811636925 -0.611770153
## sourced                1.9053546190  1.68622708  0.699772418  0.953346431
## ljust                 -1.0440434217 -1.16599381 -0.764348805 -1.049173236
## linux                  0.4172611237 -0.70993721 -1.533353448 -0.337659597
## pythonalpine          -1.4945826530 -1.06226122  0.672952712  0.476871699
## vscoderemote           1.4153703451  1.27050567 -0.580084801  1.125229001
## pythonfractions        0.1164700389  0.17314938 -0.341285020 -0.675786257
## mapquest               0.7048854828 -1.51889503 -0.125949457 -0.834690928
## questdb               -0.7387614250 -1.15938866  1.094275475  0.936379611
## dnsresolver           -0.3013328314  0.16429569  1.342844725  1.228638887
## meanshift             -1.5585203171 -0.56281751  1.177340984  0.694966733
## sports                -1.5297158957  0.88964528 -1.416749954 -0.712071419
## itertools              0.9096741080  1.21296704 -0.406265706  1.256260991
## hybrid                 1.3919146061 -0.09742739  1.619838834  0.733198225
## offloading            -0.4911848307 -1.11750615  0.014354249 -0.885457873
## dashdb                 0.0852021202  1.21810424  0.388667762  1.419246674
## ansicolors            -0.3738849163  0.07212298  1.093701959  0.639111280
## observe               -0.4157300293 -0.83057344 -0.673389614 -1.068332076
## getpost                1.5327436924 -0.77421790 -0.138487607  1.041092873
## digitsum               0.4090321362 -0.04077145 -0.672388554 -0.938965201
## faiss                 -0.8197291493  0.13283898 -1.599683166  1.734979272
## clexe                  0.6102572680 -0.85121119 -1.306361556  1.241818428
##                                 X21           X22          X23          X24
## lttrgt                -4.104007e-01 -0.8919203281  0.483828753  0.240009308
## expose                -1.832796e+00 -0.4407058656 -0.288612038 -0.837716937
## socketaccept           1.352260e+00 -1.3464723825  0.820686758  0.793474436
## methoddescriptor      -6.462678e-01  0.9761474729 -1.108595967 -0.767527819
## mud                   -2.485269e-01  1.3793687820  0.802156687  1.644128680
## proper                 1.666731e+00  0.6370465159 -1.443751454 -1.313472629
## belonging              1.383944e-01 -1.0833044052 -0.348551601  1.034720302
## dosnt                 -1.447553e+00  0.4868796170 -1.286805034  0.005919957
## wrongversionnumber    -4.458209e-05 -1.5863633156 -0.844943702  1.371119022
## transformer            1.198000e+00  0.1499320567  0.391013384 -1.097465158
## pyrunstring           -1.285172e+00  0.7026937604 -1.718840957  0.098395966
## sanitizer             -7.943449e-01  1.3067680597 -1.518323660 -0.399603367
## ole                   -4.478408e-01 -1.2322157621  0.669671714  0.384273469
## render                -1.487749e+00  1.3919477463  0.287505180 -0.635536551
## daskdataframe          1.299087e+00 -0.0091409981  0.816708624 -0.933503985
## sclient               -1.072981e+00 -1.6185551882 -1.670665026  1.542029381
## piece                  2.396196e-01 -0.0574846007 -1.474944234 -0.957732141
## dictkey                3.703945e-01 -0.1492427289  0.257805109  0.848579347
## stringformat           8.102200e-01 -1.1988408566  0.315852523  1.401017904
## normals               -1.501257e+00  0.8294999599  0.033280451  1.158605576
## poisson               -4.918118e-02 -1.5171798468  0.897540748  0.211781844
## memsql                 1.173107e-02  1.5596992970  0.966167510 -0.663798571
## googlepythonapi       -4.516913e-01 -0.0652210265 -0.740747333 -0.185832903
## unclickable            1.311911e-01  0.1288550943 -1.189875007 -1.203326941
## supress                3.912836e-01  1.4318914413  0.545626342  0.249614134
## transferfunction      -2.327174e-01  0.2028605938  0.454271466 -0.351027906
## id                     1.943984e+00  1.5169134140 -0.239249676 -0.684350073
## cqlengine             -1.326498e-01 -0.0676389188 -1.581499100 -0.845882595
## succeeds               2.627088e-01 -1.0413873196  1.557285309 -1.538305044
## developers             9.104742e-01 -0.7091701627  0.114140488  1.328896999
## inspectelement        -1.256455e+00  0.2727523744 -1.595819592 -1.277389884
## avarage                1.486654e+00 -1.3552346230 -1.035497427  0.730726123
## httpcookie            -1.602184e+00  1.2158607244  0.975840807 -1.742556453
## windowsx               1.059478e+00  0.2078908980 -0.382181644  0.028182028
## track                 -5.112621e-01 -1.5126683712 -1.022517562  0.111065939
## exercise              -1.372121e+00  1.4350621700  0.938597083 -0.332653433
## scrabble              -6.161250e-01  1.2085479498  0.545102179  1.220416903
## ipythonjupyter         2.455772e-02  0.0783446282 -0.133211762  1.830065489
## mkdir                  3.559771e-01  0.7150205970  1.654999614  0.735936940
## comparing              1.415969e+00  0.3678738773  0.428241283  0.040348187
## anticaptcha            1.278229e+00 -0.8202327490 -1.715506673 -0.835512221
## ifconfig               5.963402e-01  1.1839715242  0.345880896 -0.744124115
## rpg                   -7.077039e-01  1.3103671074  0.183976620  1.164135933
## rich                   1.226656e+00  1.2287515402  1.244076490  1.181272030
## autoincrement          1.178354e+00  1.4901671410 -1.617823720 -1.474678874
## netsh                  5.155736e-01  1.0819382668  0.644615471 -0.397496134
## finding                3.858826e-02 -0.5649958253 -1.100532532  1.153456450
## texttable             -1.192492e+00  0.8384442329  1.295711994 -0.250560790
## vmwareworkstation      6.837233e-01  0.0001742319 -0.452190727  0.415731668
## regularlanguage        5.142205e-02 -1.4483278990 -1.384829998  0.392387211
## spoofing               1.382003e+00 -0.4630796909  0.216427222  0.395158052
## palette               -9.974169e-01  0.1343133748  0.709576964  0.826860726
## suitable              -1.553339e-01  0.8387002945 -1.610596776 -0.836670637
## gil                   -1.187605e+00 -1.6797398329 -0.147159517 -0.119941957
## headerquot            -1.589350e+00  0.6104015708 -0.370054930  1.236762285
## excecute              -4.950750e-01  0.7814216018  1.555218697  1.597877622
## lightfm                9.271121e-01 -0.2613267601 -1.218547583 -0.089569114
## folium                -1.161396e+00  0.9316335917 -1.197531819  0.352433175
## daskdelayed            1.787232e-01 -0.9153188467 -1.269673347  1.074006319
## ntlm                   5.267723e-01  0.1557999998 -0.395466387  0.093849249
## hovertool             -3.913169e-01  0.3703021705  1.617584348 -1.627897739
## rasterizing           -1.962137e-01  0.2004053593  1.193932772  0.328848243
## sendkeys               6.931516e-01 -1.3398560286 -0.077781469  1.364953876
## statsforecast          1.309033e+00 -0.0642858297  0.063500427  0.559100270
## serialexception       -7.310466e-01 -0.6232479811 -0.530692101 -1.368083119
## thanks                -5.084856e-01 -0.9708365202 -1.083751798 -0.367647767
## listview              -1.757764e+00 -1.1084607840  0.338253587  0.081049897
## maturity              -8.371677e-02  1.2823486328 -1.312374592  0.214586705
## pythonsocialauth      -8.460714e-01 -1.5281763077  0.656267405 -0.345753133
## randomchoice           4.839498e-02 -0.0665718019  1.219359875  1.631935000
## systematically        -7.440520e-01 -0.4804171324 -0.626252353  1.601093411
## compilerconstruction  -9.522976e-01  1.2761708498 -0.415672421 -0.195166007
## directed               8.235112e-01  0.9894829988 -1.192214966  0.257210970
## ordinals              -9.013588e-01 -1.7168049812  0.116521165  1.633152962
## projection             1.555883e+00 -0.2736061215 -1.538902402 -1.268582344
## assignmentoperator    -4.042712e-01 -0.2556158900  0.248906195 -0.384833038
## mpeg                   2.747000e-02 -0.2732937336 -0.705868125  0.464937627
## serviceaccount        -6.105440e-01  1.4199832678 -1.141188145 -1.519264936
## knowledgegraph        -1.067017e+00  0.6338481903  0.937633276 -1.471196771
## generatorexpression   -1.461341e+00  1.1770896912  1.671845913  1.548825502
## experiencing           1.242019e+00 -1.8155280352 -0.292800099  0.239868060
## tokenise              -1.529438e+00 -0.7965769768  0.944138288 -0.559391558
## readcsv               -7.529522e-01 -0.0177945141 -0.139945790 -1.349281907
## managerdict           -1.134541e+00  1.2909053564 -1.517374039 -0.434360802
## cleardb               -8.399434e-01 -0.8560194969 -0.234070435  0.249965981
## qtmultimedia           8.423484e-01  1.1047385931  1.200507760 -1.261131883
## executescript         -1.360070e+00  1.2691602707  1.199022889 -0.833327591
## fluid                 -9.682326e-01  0.0100791501 -1.209527135 -1.088152170
## flag                  -3.198993e-01  1.4876480103  0.011803696  1.248395324
## pssh                  -1.487651e+00  0.9690030217 -1.324542165  1.455935121
## fitness               -8.869795e-01 -0.1518760920 -0.968310595  0.486990273
## pascal                -4.126189e-01  1.6339166164  0.070499457  0.387873799
## idlepython             8.739036e-01  0.5426160693  0.467711329  1.449415684
## cloned                -6.723114e-01 -1.0962953568 -1.514076233  1.642967343
## neg                    4.734434e-01 -0.9027639031 -1.615227818  1.212034345
## excelformula          -3.421949e-01 -0.0312168077 -0.401676446  1.494635820
## expr                  -1.565756e+00  1.6366199255 -0.777691841 -1.226740599
## quotconnection         7.651812e-02 -0.4490308166  1.403815985 -1.200918436
## sqlites                1.495421e+00  0.3129137754 -1.276404262  0.971598089
## apachenifi            -6.969292e-02  0.6877458096  0.048616208  0.706170857
## celerybeat             1.019578e+00 -0.9477980733  1.297049642  1.472909808
## relaxation            -2.728970e-01 -0.0715382770  0.583365202 -0.868084192
## difficult              1.373441e+00  1.1527417898 -0.665564656  0.088784851
## userprofile           -1.496237e+00  0.9241460562  0.076044530 -0.659673572
## latlng                -1.244565e+00  0.6946880221 -1.369710922  0.904819906
## plyer                 -9.785864e-01 -1.2220751047  0.235004500 -0.121083364
## djangoregistration     1.285364e+00 -0.2493446022 -0.240673557 -0.042423692
## googlechromeextension -1.868886e+00 -1.1113783121 -1.814007163 -0.668159544
## incrementdecrement    -5.937616e-01 -0.9658763409  0.197867051  1.040055394
## user                  -1.478767e+00  0.1644031107  1.812735081  0.468366235
## quotdatequot          -1.075924e+00  1.0319330692 -1.507140636 -0.578368425
## signalsslots          -1.804954e+00 -0.7315200567  0.934736013  0.413548768
## inject                 6.391566e-01 -1.1084355116  0.028565215  1.516905427
## inferior              -5.256885e-01 -0.9723005891 -0.915175319  0.787807345
## objectrecognition      4.933849e-01  0.9573076963 -1.467001796 -0.567224026
## hiddenmarkovmodels     1.228013e+00 -0.1924545169 -1.144151449 -1.692371964
## nestled               -4.520237e-01  1.6045708656  0.429155052  1.591471553
## processed              1.749303e+00 -0.2947913706 -1.074921489  1.099425912
## trojan                 1.322574e+00 -0.6721885204  1.019823432 -0.262766093
## commontableexpression -1.221129e+00 -0.6488361359  1.056273580 -1.219154716
## york                   1.665590e+00 -0.2316629291 -0.591586351  0.264567226
## teamviewer             4.843558e-01 -1.5896099806  0.884199262 -0.744736135
## adhoc                  1.501069e+00 -1.3576924801  0.579161704  1.470361114
## store                 -1.458173e+00  1.2524567842 -0.443011284  1.030782819
## rediscli               1.678101e+00  0.0045351633  0.582149088 -1.392367840
## sine                   1.180335e-01 -0.1907002032  1.278394699  0.042580627
## mulitple               4.876587e-01 -1.3944160938 -0.712592423  1.361467719
## undo                  -1.644247e-01  0.9496973753  0.045919985 -0.626681030
## autoconf              -1.007879e+00  0.9033353329 -1.028624415 -0.787916899
## lxmletree              6.960931e-01 -1.4256672859 -1.105087399 -1.479571819
## sar                   -1.957936e-01 -1.3557257652 -0.676701963 -0.139152274
## absent                 1.495620e+00  1.3290194273 -0.050872080 -0.171576962
## rookie                 9.968213e-01 -0.4409183264  0.735368669 -1.069611549
## garbled               -3.699020e-01 -0.0228894558  1.369658470 -0.195941493
## rpyc                  -1.989667e-01 -1.6873223782  1.350384593  0.827538073
## buckets                1.482309e+00 -0.0596980192  0.122446135 -0.834010780
## encrypted             -5.048113e-01 -0.6285946965  0.195407599 -1.618296027
## deallocate            -9.058849e-01  1.3189796209  0.478165448 -0.167128533
## qstandarditemmodel     1.183500e+00 -1.1666702032  0.667778373 -0.762551963
## newline               -9.796191e-01  0.0392921641 -1.445690274  1.317597628
## changelog             -1.677995e+00  0.4955375791  0.336135179 -1.812249541
## qfiledialog            1.169178e+00  1.1177073717  1.408868790  0.175135389
## partitioning          -1.388816e-01 -0.0196437370 -1.234902501  1.087248802
## armv                   7.056020e-01 -1.4339371920  1.320308089 -1.561704755
## standardscaler        -1.296190e+00  1.2542500496  0.987664461 -0.080676973
## pythonbeautifulsoup   -1.311805e+00 -1.1318572760 -1.617223382 -0.550650835
## refactoring           -1.596476e+00 -1.3533322811 -1.472957015 -0.663905501
## superclasses           8.432533e-01  0.4646704197  0.263729781 -0.515860796
## predecessor           -1.046280e+00 -0.9936521053 -1.467165947  1.383263707
## ltgt                  -1.151957e+00  1.0969288349  1.264957190 -0.888514876
## sequential             3.355240e-01 -1.4362070560 -1.200301290  1.139292836
## module                 1.106708e+00  1.4713418484  0.014207444  0.336144894
## configurationfiles     1.493619e-01  1.4626880884  0.372350901  1.097997427
## ultimately            -6.843193e-01 -1.2476937771  0.170625150  0.025539432
## uisng                  6.893318e-01  1.5238360167 -1.478263378  0.668087006
## byquot                -9.115419e-01 -1.4978253841  1.281539917  1.578198671
## cpuarchitecture        1.580337e+00  0.3915208578 -0.920497954 -1.208550096
## deltars                3.035343e-01 -0.6726265550 -0.786728919 -0.763408363
## knowing               -1.380710e+00 -1.5025531054 -0.842641234  1.395837188
## hacking                1.453199e+00  0.1054250225 -1.492408156  0.237253129
## imgkit                -9.161265e-01 -1.5053702593  0.407961488 -1.383203387
## ramp                   5.560659e-01  1.1216613054 -1.549453378 -1.214447975
## lat                   -1.404108e+00  0.8847472668  1.606614351  1.025025845
## natural                9.421923e-01  0.6595040560 -0.932658315  0.271250546
## screenbrightness       2.052692e-01  0.0279240031  0.492719084  1.031659722
## dplot                  1.586909e+00 -0.0989953578  0.530607164  1.514797211
## scissor                1.501709e+00  0.4041682184 -1.043797970 -1.450424075
## lemmatize             -4.402864e-01 -0.8898247480 -0.535484374  1.426049232
## windowsfirewall        2.201428e-01 -1.3350863457 -0.274977177 -1.344509244
## pops                  -5.700305e-01  1.2240198851 -1.474762678 -1.340567708
## quotexceptquot         2.704208e-01 -0.1504338235 -1.099436641 -1.871430755
## fa                     1.259179e+00 -1.2737177610  0.361094415  0.163783997
## googleclouddlp         2.352231e-01  0.4285422564  1.321111560 -0.325352609
## jax                    1.390393e+00 -1.4056754112 -1.629929900 -0.725266278
## jboss                 -1.673906e+00 -0.9736259580 -0.070913985  0.729926288
## voicerecognition       1.765321e-01  0.6850885749 -0.140777618 -0.776613712
## splitting             -1.568663e+00 -0.3557950258  1.640305161 -0.322514683
## numberquot            -1.395829e+00 -0.5209757090  0.861107886  0.416502655
## methodsignature       -5.741817e-01  0.4963743091  1.229734659 -0.785530806
## sourced               -5.605912e-02  0.6760405898 -0.487595171  1.358572483
## ljust                 -9.316068e-01 -0.9662277699  1.351252913 -0.134197086
## linux                  1.329144e+00 -1.2808752060  1.103125811 -0.187818050
## pythonalpine           5.648063e-01  1.0018930435 -1.527419090 -0.231875107
## vscoderemote           7.657570e-01  0.9492964149  0.633240283 -1.305453300
## pythonfractions        1.663571e+00 -1.5661830902  0.009603253  1.390047908
## mapquest              -1.107668e+00  1.4364229441 -1.570479155  1.261504650
## questdb                1.296835e+00 -1.5002623796  0.073004641 -1.260845304
## dnsresolver            1.018658e+00 -1.0335303545  1.119161963  1.066505075
## meanshift              3.194075e-01  1.2460349798 -1.248830557  0.867645144
## sports                 5.262206e-01  0.2244811207 -1.263608932  0.172967568
## itertools             -1.048424e+00 -1.3052979708  0.444534600 -1.037132740
## hybrid                -7.793463e-01  1.2249614000 -1.523754120 -1.644883275
## offloading            -1.107199e+00 -0.9135501981  0.288812906  1.342800379
## dashdb                 9.062367e-01 -1.5725121498 -0.565495610 -0.684247494
## ansicolors             1.662123e+00  0.6654967666 -1.028623343  1.516668558
## observe               -1.620512e+00 -0.6200028658 -0.211171255  0.974191904
## getpost               -1.172639e+00  0.2001822591 -0.145854369  0.423378944
## digitsum               1.550057e+00 -1.4643948078  0.581475377  0.450422347
## faiss                 -9.059758e-01  0.5588844419  0.248559743  0.558262169
## clexe                  1.322710e+00  0.0378382020  0.539347410 -0.328097701
##                                X25           X26          X27         X28
## lttrgt                 1.326266527 -0.8293788433  0.332437992  1.18630874
## expose                 0.522901833  0.9740210176 -0.712052345  1.60710204
## socketaccept          -0.268914640  0.6595348716 -0.753704190 -0.24432173
## methoddescriptor      -0.774959087  0.4663389921  0.843122602  1.52162433
## mud                    1.403112173  0.6829330325 -0.059979588  1.09882319
## proper                -0.159520060  0.1688320637 -1.266452789 -0.41145721
## belonging             -0.547871947 -1.6889784336  1.600592732  0.86777717
## dosnt                  0.647555649  1.4185321331 -0.479540914 -0.14115852
## wrongversionnumber     0.948940635 -1.5933028460 -1.162353516 -0.51819211
## transformer            1.208892345 -1.0510137081 -1.505036592 -1.11234510
## pyrunstring            0.670082808  0.9439463019 -0.596562564 -0.86506808
## sanitizer             -1.096321940  1.3695262671  0.362978965  0.17321779
## ole                    0.241870850  1.1283979416  0.969486773  0.74411303
## render                -0.497265220 -0.8455811143 -1.415374279  0.95768970
## daskdataframe          1.420257330  0.1458235681  0.404374927 -0.05667334
## sclient               -0.543641150 -0.7239108086 -1.478762627 -0.24477261
## piece                  0.815362811 -1.5776602030 -0.473214328 -0.08777409
## dictkey               -0.876789868 -1.4560810328  0.747651398 -0.72720170
## stringformat          -1.041518211 -1.3343269825  1.151758909  1.01738310
## normals               -1.633455634  0.7294530869 -0.062359851 -1.32575572
## poisson                1.199491262 -1.3453959227  1.624482393 -0.69066578
## memsql                 0.276750892  1.7112162113  0.153930768  0.79372591
## googlepythonapi        0.520207882 -1.2290583849  1.130854964 -1.02637374
## unclickable           -0.056130391 -1.5885744095 -0.061627086 -0.13815302
## supress                0.170359105 -0.8432281613  0.616858661 -0.70328468
## transferfunction       0.770198822  1.7265771627 -1.515834212 -0.69352752
## id                    -0.403419286  0.0161098652  1.366302609 -0.44328925
## cqlengine              1.185165167 -1.1392314434 -1.499224305  0.56827295
## succeeds              -0.066282533  1.5826017857  0.515436530  0.77914464
## developers             1.143918872 -0.2192049325 -0.540036142  0.33032572
## inspectelement         0.558220208  0.9172906280 -0.263178408  1.26094306
## avarage               -0.619382322 -1.5185887814  0.381686181  1.04710662
## httpcookie            -0.382065743  1.0935777426  1.132888436 -0.29559240
## windowsx               1.508061290  0.7645654082 -1.525030255 -0.46857792
## track                  1.409788609  1.2008943558  0.393206596  1.13724351
## exercise               0.184283569  0.3201564550  1.417190552  0.77296680
## scrabble              -0.652505994  0.3241451681  1.473327875  0.80895054
## ipythonjupyter        -0.955479383  0.4578516781  1.740002990  0.70867622
## mkdir                 -0.074251913  1.4634569883 -1.486720800  0.63807118
## comparing             -0.604123533  1.1233721972  0.836932778 -1.21013677
## anticaptcha           -1.333437085 -0.3889478743  0.217412904 -1.49560404
## ifconfig               1.439969778 -1.6119619608 -1.496122122  1.42234433
## rpg                   -1.105850697 -0.5876404643 -0.283323705 -1.61573231
## rich                   0.102578066 -0.0523788594  0.527680218  0.38027483
## autoincrement          0.638026536  1.4411748648 -0.876437485 -1.36982071
## netsh                  0.419971108 -0.2555010915  0.136709407  0.30378294
## finding                0.865899861  1.4770734310 -1.075173974  1.30033410
## texttable             -1.266545773  1.5832427740  0.255508721  1.40435481
## vmwareworkstation      0.719641149  0.6679646969  0.276885867 -0.47601569
## regularlanguage       -0.455258369 -0.4194725454 -1.559813738  1.14041615
## spoofing              -0.711680710 -1.5017007589 -1.440276027 -0.81618184
## palette               -0.625326097 -1.9077755213 -0.338254750  0.98161501
## suitable               0.033631090  0.5219556689  1.475341082 -1.02343225
## gil                    1.090677142 -0.0928956047  1.305833220 -0.90279734
## headerquot            -1.465822577 -0.1707352251  0.307856768 -0.14376363
## excecute               0.683317900  1.2486914396  1.465440512 -0.28374326
## lightfm                1.620604396  1.1321998835  1.407317162  0.60482442
## folium                -0.883987904 -0.1567423940 -0.664744735 -0.35028666
## daskdelayed           -0.056822773 -0.2515729368 -1.312651038  1.46656728
## ntlm                   0.457113802  0.6445143223  0.330118984 -0.63999969
## hovertool             -0.587041676  0.4783184826  0.964028656 -0.67730761
## rasterizing            0.980180502  1.1796679497  0.815158665 -0.74401075
## sendkeys               0.366861016  0.6904516816  1.494340181  1.53313398
## statsforecast         -0.249165609  1.5056105852  1.063579679 -1.39899552
## serialexception        1.713435888  0.0968872309  0.872404218  1.48593116
## thanks                 0.615845144  1.4714009762  1.215125203 -0.41482562
## listview               0.757732868 -0.5673751235  1.041235924  0.13629451
## maturity               0.827621758  0.6342271566 -1.112041473 -1.42748034
## pythonsocialauth       0.936665595  1.2146317959 -1.560906053  0.16095175
## randomchoice          -1.689199805  1.4191854000  1.574284196  0.61104584
## systematically         1.020093799 -0.6058404446  0.698727310 -0.81281239
## compilerconstruction   1.057153940  0.8208089471 -0.011721763 -1.76692915
## directed               1.601148963  0.3819341660 -1.372042298 -1.01422918
## ordinals              -1.133988500 -0.1155851781  0.136418641 -0.56486905
## projection             0.495206267 -0.7773605585 -0.954866707  0.90718842
## assignmentoperator    -1.036440015 -1.4934713840 -1.594188571 -0.71484423
## mpeg                   0.198249847  1.2008965015  1.725493312 -1.05260515
## serviceaccount         1.078307629 -0.2637788057  1.207176208  1.27029407
## knowledgegraph         1.267573357 -0.8423055410  0.012679380  0.14587227
## generatorexpression   -0.128114596  1.6166864634 -0.255543351 -1.61516213
## experiencing           0.004120819 -0.2674323022  1.810920358  0.04088912
## tokenise               1.550338149  0.3978811204  1.409934759  1.48503482
## readcsv               -1.460795760 -1.5950205326  1.616534233 -1.36146641
## managerdict            1.454652786 -0.0546241142  1.236382246 -0.90712422
## cleardb                1.141007185 -0.7705608010  0.151712656  1.47951794
## qtmultimedia           1.211352706 -1.7212730646  1.100216031 -1.44113159
## executescript          0.256365359 -0.2095929831  1.213268518 -0.15486872
## fluid                 -0.409883052  0.3291896880 -0.221283183 -0.40530610
## flag                  -0.532510877 -1.6713447571  0.623588502 -1.27300107
## pssh                  -0.098228455 -1.0010670424  0.141313821  1.05124223
## fitness                1.445436120 -0.4673374295  1.107328176  0.74729031
## pascal                 0.097884864 -1.3402228355  0.825337589  0.85562670
## idlepython             1.451356411 -0.4479140043 -0.563271344 -1.62996995
## cloned                -0.950689554  1.6670609713 -1.618982553 -1.32240474
## neg                   -1.116520643  0.9626103044 -0.830824971  0.03417738
## excelformula          -0.185283571  1.4459784031 -0.631386399  1.47431207
## expr                   1.245054126 -1.6771949530  0.277815610  0.96331203
## quotconnection        -1.430091143  1.3885380030 -0.932184458 -0.55777520
## sqlites                1.488105059  1.4440842867  0.647746146 -1.55742490
## apachenifi            -1.131342649  0.1653679311  1.326312065  0.31648031
## celerybeat            -1.667863011 -0.7505578399 -0.437073588  1.51019430
## relaxation             0.176458731  0.9174851179 -0.318944007  0.41721803
## difficult             -0.273299724  1.5666499138  1.311460257  1.48968327
## userprofile           -1.427259445  1.3017170429  0.199018985 -0.24822843
## latlng                -0.574715257  0.6572053432 -0.909080088 -1.36386847
## plyer                 -0.489978313  1.2425367832 -0.037847109  1.32201946
## djangoregistration     0.893593132  0.2397398502 -1.222168684 -1.44417167
## googlechromeextension  1.220595598 -1.3940050602 -0.392431676  0.91518629
## incrementdecrement     1.594632864 -1.0695165396 -1.283044100 -0.06313268
## user                  -0.786550343  1.0730009079  0.149857819  0.12471644
## quotdatequot           1.190110326  0.7609705925 -0.958245814  1.26492000
## signalsslots          -1.212172747  0.4145007133  1.333032966  0.62365782
## inject                -1.714559078 -0.2091876715  1.729191780  0.28273377
## inferior              -1.001685977 -0.8819240928  0.415355533  0.85791844
## objectrecognition      0.700259805  1.5389682055 -0.430303693 -0.01018098
## hiddenmarkovmodels    -0.329404831  1.1948040724 -0.795171320 -1.70664537
## nestled                1.516850471  0.3200927675  0.588175058 -0.24094397
## processed             -1.841210485  0.4317430258  1.249697685  1.43386245
## trojan                 1.842769980 -0.0946346074  0.038149726 -0.30904353
## commontableexpression -1.545724630 -0.4739131033 -1.512096643  0.23444635
## york                   0.490509152  1.3579790592 -0.423567325  0.87620968
## teamviewer             1.133280873 -1.3058531284  1.279653072 -0.07941773
## adhoc                 -0.716817200 -0.8767293692 -0.336148500  1.26532602
## store                 -1.384111881  0.0002628073 -0.539932430  0.44294292
## rediscli              -0.053872947  0.9896647334 -0.570076108  0.32893452
## sine                   1.294464350 -1.7116056681  1.351837635  1.72622049
## mulitple               1.175088048 -1.1072437763 -1.489343166  0.51966029
## undo                  -1.567481518  0.9336324334 -1.319185615 -0.89346498
## autoconf              -1.331296325 -1.7180309296 -0.791407466  0.86886740
## lxmletree              0.272214621 -0.6872590780 -0.344420940 -0.01071641
## sar                    1.409544230 -1.5370749235 -0.245683387  0.57236373
## absent                -0.156421378 -1.0075204372 -1.684860945 -0.80569500
## rookie                -0.057401031 -0.6808924079 -0.191678867 -1.66847146
## garbled               -0.692223132  0.7700660229 -0.063038580  1.48716545
## rpyc                   0.830585599  0.3827484846 -1.250178933  0.36283630
## buckets               -1.415163279  0.7039186954  0.097337365  1.23024452
## encrypted              0.668471932  0.7541574240 -1.557945848 -1.02038288
## deallocate             1.099813581 -0.6284652352  0.967214286  1.50794077
## qstandarditemmodel     1.371208549  0.2827061117  0.592775702  0.77385533
## newline                0.726276755 -0.7335914969  1.240386486 -1.30346847
## changelog             -1.580754638  0.5388415456  1.663191557 -0.15081933
## qfiledialog            0.499169499 -0.4032825530 -0.325598687 -0.03169636
## partitioning           1.024331331  0.7419317961  0.697307110 -0.50474679
## armv                   0.952975988 -0.6806310415 -0.746207416 -1.49364722
## standardscaler        -1.125496268  0.9875904918 -1.518129110  1.29605031
## pythonbeautifulsoup   -0.526298642 -0.8961111307 -1.379844666 -0.26608470
## refactoring            0.869461358  1.0107153654  1.260414600  0.40822801
## superclasses          -0.032011285 -1.1334772110  1.503160834  0.30909920
## predecessor           -0.062751509  0.7637138367  1.219097376  1.37657511
## ltgt                   0.196366698 -0.0707063675  0.719849527  0.18140736
## sequential            -0.038693484  0.0786414817 -0.587089062  1.63822854
## module                -1.675811768 -1.3912513256 -1.334515214  1.00388551
## configurationfiles    -0.264957696 -1.5697141886  1.640523553 -1.61042011
## ultimately             0.397010088  0.0276775304  1.531748295  1.90238941
## uisng                  1.185839295 -1.7491676807  1.078209162 -0.34110048
## byquot                -1.012674093 -1.1671750546  1.480942249 -0.52257603
## cpuarchitecture        0.552783489 -0.3865260780 -1.110603690  1.06155062
## deltars                0.099470079 -0.7420828938  0.534705400  0.28848526
## knowing               -1.132484674 -0.7055286765 -0.350708783 -0.39409935
## hacking                0.716823637  0.8911048770  1.039699554 -0.47366899
## imgkit                -0.285867274 -0.5769864917 -0.004865678  0.07985551
## ramp                   0.184701130  1.2178305387  0.303482324 -0.92749453
## lat                   -0.517125666 -0.2857755423  1.425651789 -0.10658288
## natural                1.308700681  0.6155298352  1.074081898 -1.29623795
## screenbrightness       0.131672338  1.6033818722  1.384959221 -1.02948987
## dplot                 -1.337222457 -0.9799845815 -0.593811929  1.13154888
## scissor               -1.452518940 -0.8667876720 -0.082430087 -1.64475334
## lemmatize             -0.098466344 -0.7144110799  1.551037431  1.51233721
## windowsfirewall        1.386705637  0.6299746037  1.038689137 -1.41201639
## pops                   0.571007848  0.5638659596  1.282051563 -0.77060789
## quotexceptquot        -1.245944858  1.4596657753  0.868016422 -1.29491019
## fa                    -0.446108729 -1.7531417608  0.425488740 -0.55994332
## googleclouddlp        -0.449246913  0.8946706057 -1.637079597  0.78686869
## jax                    1.552252412 -1.5519789457  0.544588149 -1.26576746
## jboss                 -1.083679318  0.9031833410 -0.411134452 -0.95529348
## voicerecognition      -0.003202664  0.2625321448  1.691940427  0.48158354
## splitting             -1.239955783  0.4449849427  0.501329064  0.44456145
## numberquot             0.292526364  1.7194970846  1.298042893 -1.32282484
## methodsignature        1.107284307  1.2887777090  0.495253265 -1.40697730
## sourced               -1.709907889 -0.3518075645  0.319390684  0.29167691
## ljust                 -0.486203402  0.2694627941 -0.112265125  1.20407319
## linux                 -0.323433787  0.7440500259  1.279792309 -0.20025907
## pythonalpine           1.473353028  0.8803726435 -0.615894735 -0.68364018
## vscoderemote          -1.520397305 -0.0760709271 -1.647346497  0.19230705
## pythonfractions       -1.540446758  1.4288685322 -0.891452432 -0.34332076
## mapquest              -1.282931089  0.9591778517 -1.301817894  1.45966303
## questdb                0.018959461 -1.3563331366 -0.090220407 -0.31714967
## dnsresolver           -0.870479941 -0.4594915211  0.694490075  0.35143679
## meanshift             -1.527517080 -1.6499358416  0.894643903 -0.78732944
## sports                 1.408523917  0.7287984490 -1.221846342  0.66148627
## itertools              0.779101789 -0.1591500789 -0.338460594 -0.40660802
## hybrid                 0.239493385  1.3865331411  0.142455816 -0.25385815
## offloading             1.595696211 -0.2209584117  0.541495204 -0.94685781
## dashdb                 0.544708490 -1.3191617727  0.788977742  0.47313675
## ansicolors             1.740203738 -1.4526091814 -0.955200016 -0.25065976
## observe                0.261672765 -1.1668144464 -1.707066417  1.31199014
## getpost                1.179862022 -1.0959084034  1.393565297 -1.37057590
## digitsum               0.199171707  0.5090853572 -0.507143021  1.13671696
## faiss                  0.263933033 -0.2718454003  0.791545510 -0.30204350
## clexe                 -0.885351598 -0.8799566031 -1.187094331  1.12098706
##                                X29          X30          X31         X32
## lttrgt                 1.246420145 -0.985334218 -1.479344368 -1.32747650
## expose                -0.435983330  1.425488830 -0.737429917  0.91374809
## socketaccept          -1.299760342 -0.077265486  1.586112738  1.43363285
## methoddescriptor       1.668906808 -1.341914892  0.528743982 -0.84811127
## mud                    1.376746774 -1.278794408 -1.440086365 -0.64102089
## proper                -0.764159083 -1.472310424 -0.434569329 -0.66581917
## belonging             -0.336948991 -0.433000743  0.791654468  0.88561547
## dosnt                 -1.275966525  0.991225302 -1.339251041  1.31722653
## wrongversionnumber     0.585353374  0.676598847  1.082525015 -1.18952549
## transformer           -1.498041511  0.450823694  0.776958108  1.09760928
## pyrunstring            0.361642838 -1.094255805 -1.568199992  1.33783984
## sanitizer             -0.613342226 -1.553041339  0.557197750  1.46482337
## ole                   -0.326490819 -1.055778623  0.940919638  1.07123852
## render                 0.228335679  0.361122638  0.570722103 -0.72279918
## daskdataframe          0.956530392 -0.199301049 -0.443875939 -1.08926010
## sclient                0.884955585 -0.803613067 -0.232723713  0.75316352
## piece                 -1.148115993  1.108952403 -0.041591685  1.69572914
## dictkey                0.218393862 -1.161719680 -0.833985209 -0.81311393
## stringformat           1.361218333  0.942273438  0.917153001 -1.29586208
## normals                0.492414623  0.553824067  1.405695438 -1.22739756
## poisson               -0.381769985 -0.219215870 -1.652132154 -1.44867790
## memsql                 1.057789087  1.308492422 -0.213514313  0.58245009
## googlepythonapi       -1.296409369 -0.605493784 -0.838440418 -0.28520203
## unclickable            0.892759264  1.368005633 -1.015328765 -0.34540638
## supress               -0.009866055  1.593351364  0.393220872 -0.65648574
## transferfunction      -0.946721137 -1.502595663  1.546271324  1.00018466
## id                     0.117306970 -0.040734626  0.924394429 -0.80591601
## cqlengine             -0.438100010 -1.354373217  0.902323365 -0.99411887
## succeeds               1.590625167  1.565720201  1.504767776 -1.63309610
## developers            -0.021437675 -0.512071729  1.631363869 -0.66511756
## inspectelement        -1.609478831 -0.223462626 -1.119043827  0.43049192
## avarage               -1.515333891  0.974431932 -0.840293646  0.41093659
## httpcookie             0.525151968  1.202313542 -1.131535769 -0.78864205
## windowsx               0.502581775 -0.645043671 -0.168100253  1.26100922
## track                  0.175908729 -0.573950231  1.261055708  1.36007345
## exercise               0.967072546 -0.427921563  0.412888646  1.27190185
## scrabble              -0.413590968  0.332362354  0.803176224  0.74905926
## ipythonjupyter        -0.608485937 -0.311123997  0.904581130  0.61190671
## mkdir                 -0.381507784  1.532780647 -0.565302789  1.58435011
## comparing              0.594913840  1.433272243  1.411175013 -0.61827755
## anticaptcha           -1.024292588  0.535768986 -0.635066271  0.16395840
## ifconfig              -1.576647162  1.307908654 -0.973444521  0.28584510
## rpg                   -0.697659314 -0.557192385 -1.437711000 -1.60687113
## rich                   0.790790856  1.291939735 -0.484736145 -0.74128813
## autoincrement         -0.529109538 -0.683773577  0.420439750 -0.59986693
## netsh                  0.261141151  1.302387118  1.339730382  1.14523304
## finding                1.090084314  0.759750664 -0.977184951  0.14485042
## texttable             -0.194223225  0.079396248  0.506247580  0.35723674
## vmwareworkstation     -1.219381094 -0.028531116  0.630317450  1.60155869
## regularlanguage       -0.230758488 -1.740621209 -0.265742093 -0.85931474
## spoofing              -0.738711953 -0.753386497  1.282865286  0.15478390
## palette               -0.402736664 -1.507830381 -0.398853928 -1.36304915
## suitable               0.216066211  0.802843034 -1.561091423 -0.27997485
## gil                    0.041067999 -0.271373868 -0.649199843  1.58168387
## headerquot            -1.283740520  0.941039920  0.175980896  0.58472955
## excecute              -0.844110250  0.399427474 -0.986341000 -0.06131358
## lightfm                1.429612517 -1.549879432 -1.529412389  0.23551783
## folium                 0.359381348 -1.356139660  1.533645868 -1.76095736
## daskdelayed           -0.047401343 -0.017273039  1.313748479 -1.42256522
## ntlm                   0.685847878  0.686956704  0.378560543 -0.70538205
## hovertool             -0.389565736 -0.258050650 -1.423289061 -0.92678142
## rasterizing            0.759365618 -1.582468748  1.585561633 -0.17355560
## sendkeys              -1.304423571 -1.018812180  0.796848714 -0.97451365
## statsforecast          0.010307529  1.063648462  0.968082786  1.13693607
## serialexception       -1.456445575  0.616735995 -0.966966867 -1.12336993
## thanks                -1.384787679  0.241717815 -1.140913129  0.94299293
## listview              -1.235895991 -0.843146145 -1.465396166 -1.77136648
## maturity              -1.088074088  0.938010335 -1.130128860  1.54739237
## pythonsocialauth      -0.821654558 -0.458697170  0.002243204  0.73039693
## randomchoice          -1.172155857  0.177093700  0.936427832  1.19445753
## systematically         1.299645662  1.273368597 -1.197220087 -0.87168765
## compilerconstruction  -1.659351468  0.068042547 -0.990112782  0.48383904
## directed              -1.623884797 -1.020017266 -0.292528838  1.42771006
## ordinals               1.355535030 -1.086936474  0.059772264 -1.58046603
## projection             1.571383953  1.365104914 -0.247109875  0.34601244
## assignmentoperator    -1.571151614 -1.231312513 -0.498651028  1.30270433
## mpeg                   1.323344231 -0.249528646  1.400586605  1.32787132
## serviceaccount        -1.464739084  0.515937865 -1.323486447 -0.31168801
## knowledgegraph         0.553178251 -1.103582144  1.254566550  1.29182649
## generatorexpression   -0.838982582  0.991340995 -1.494333506  0.33667329
## experiencing           0.301189870 -0.246490031 -0.077763632  0.65606737
## tokenise               0.227485731 -0.094590500 -1.102904439  0.32824132
## readcsv                0.972712159 -1.411474586 -0.828190923  0.83224589
## managerdict            0.974674881  0.266429007 -0.075993523  1.37010157
## cleardb               -0.636134386  1.208979845 -1.355329156 -1.47983837
## qtmultimedia           0.604456544 -0.723328412  0.453249604 -1.17568910
## executescript          1.360598803 -0.422008991  0.716468275 -1.54896343
## fluid                 -0.341649443  0.810009003  1.120727539 -0.98240477
## flag                   0.121033132  1.151324034 -1.197125793  1.20042396
## pssh                  -1.456106901 -0.339064270 -0.441988081  0.94041014
## fitness               -0.847872674 -1.024990797 -0.676069677 -1.47155035
## pascal                -0.647424817 -0.651813328 -1.017082214  1.17206275
## idlepython            -0.811680675  0.743546307  0.735378206  1.68062150
## cloned                 0.675717711  1.407258272 -1.100511312  0.22767295
## neg                   -0.159262240 -0.709776461 -0.872120678 -0.33658549
## excelformula          -1.457458854  1.047053337  0.167106748 -1.54390526
## expr                   1.317430496 -0.717733800  1.162050605 -1.33828115
## quotconnection        -0.248789236  0.254918158 -1.208417177  0.84829205
## sqlites                0.805826068 -0.623321831  1.373455167  0.44936165
## apachenifi             1.687166452  0.060380235  0.866515756 -0.64761949
## celerybeat            -1.295274019  1.316319942  0.543694556 -1.39934266
## relaxation             1.306127548 -1.435145974  0.773935616 -1.74685323
## difficult              1.194103599  1.548455477 -0.401797831  1.28866303
## userprofile            1.124787331  1.582281232 -0.645754099  1.50701535
## latlng                -1.224356890  0.544672430  0.854692578  0.37408516
## plyer                 -0.562728703  0.448028862 -0.420258731 -0.14716932
## djangoregistration     1.090293765  0.448918968  1.007564187 -1.46877670
## googlechromeextension  0.251944661  0.238396615  0.771330953 -0.56080484
## incrementdecrement     0.071836442  0.358144909  0.705646157  1.45732725
## user                   0.141123995  0.797508478  0.155879989  0.99288636
## quotdatequot          -0.542408049 -1.129194736  1.089300036 -0.28481016
## signalsslots          -0.562131763 -0.754456580  0.666809916 -0.21237150
## inject                 0.905390680  0.957722604 -0.664644182  0.60242045
## inferior               0.568648458  0.086993746 -0.939130723  1.35418439
## objectrecognition     -0.648657739  0.141093537  1.504067540 -1.25033164
## hiddenmarkovmodels    -1.606218457  0.039755885  0.934091508  1.05662882
## nestled                1.558381081 -1.019861937 -1.437979937 -0.65235466
## processed             -0.140437379  0.328384846 -1.434067965 -0.75611371
## trojan                -1.681959867 -1.110275626 -1.311830878 -1.72305977
## commontableexpression -0.331557423 -1.311748862 -1.644246578  1.05373740
## york                   1.494108677  0.938992321 -1.563887596  0.44847795
## teamviewer             0.772756934  0.441507638 -1.320727825  1.60249841
## adhoc                 -0.219174743 -0.402822882  0.980371535  0.74023640
## store                 -0.168509483  0.390800327  1.477039337 -0.37213007
## rediscli               0.304073423 -0.918190837 -0.884635150  0.65572691
## sine                   0.151548386  1.418280125  1.539290428  0.40583092
## mulitple               1.291250229  1.693992734  0.616926670  0.68958491
## undo                   0.236470193  0.304283679 -0.270970404 -1.73865545
## autoconf               0.770522594  0.643128276  0.491703093 -0.37310070
## lxmletree             -0.336261004 -0.049371790  0.126070336 -1.32710159
## sar                    0.032260317 -0.004296883  0.815216839  1.33286726
## absent                -1.147502303 -0.394953549  1.512999892  1.14764977
## rookie                 1.774076700 -0.596582592 -0.831006348 -1.82515287
## garbled               -1.995785356 -0.210974231  0.954265654 -0.31362289
## rpyc                  -0.977072358 -1.348729968  0.522156894  0.38896886
## buckets               -0.386840254 -0.475796849  0.905257463 -1.44408309
## encrypted             -0.578612328 -0.034631122 -0.909427047  0.29569119
## deallocate             0.971057475 -0.879232109  1.303678274  1.32801104
## qstandarditemmodel    -0.194512710  1.627965689 -0.585849524 -1.24272573
## newline               -1.444119334  0.021756615 -1.149653554  1.04249942
## changelog             -0.299649894 -0.255838394 -1.153034687  0.93303365
## qfiledialog            0.006266654 -1.457983494  0.756314337  0.82930642
## partitioning           1.387815118 -1.209770560 -0.256968796  1.11312211
## armv                   1.169186831 -0.639965177 -1.156389475 -1.56196558
## standardscaler        -0.825052738 -0.991909444  0.673298895  0.68312567
## pythonbeautifulsoup   -0.897860646  0.900138676  1.030415893 -0.27845141
## refactoring           -1.491318703  0.828251302 -0.306125760 -0.35419068
## superclasses          -1.138262987 -0.253233671 -1.585188508  1.14332736
## predecessor            0.466754556 -0.821483433  0.973544240  1.02737081
## ltgt                  -0.768464744 -0.575899124 -1.106131673 -0.93941551
## sequential            -0.031126944 -1.692045808 -0.556216359 -1.47951901
## module                 0.586777031  0.536468089  0.922034383 -0.53053260
## configurationfiles     0.190986872  1.051197886  0.326462597 -0.97889274
## ultimately            -1.475976110  0.552004814  0.278200924  0.79592526
## uisng                 -1.679970145  0.433374345  0.759620428  1.10976613
## byquot                 0.858751595  1.312960505 -1.329119563 -0.11881814
## cpuarchitecture        1.611495972  0.631224632 -0.091890536 -0.15020625
## deltars               -1.326972127 -1.523259163  0.726416528 -1.58555925
## knowing               -1.447773933 -1.264685154  0.521547079 -0.11251138
## hacking               -0.266934037 -1.270558476 -0.195652291  0.73528618
## imgkit                 0.497506201  1.584542632 -1.737180948  0.37767029
## ramp                  -1.727918506  0.167843387 -0.288130730  0.03342037
## lat                    1.580244422  0.872261643  1.587451220 -1.14792836
## natural                0.523826480 -1.072293758 -1.115788221  0.95682734
## screenbrightness      -1.544354916 -0.402918369 -1.039887667  1.64782619
## dplot                 -1.285221934  0.142137766 -1.164734364  1.17527795
## scissor                0.223079950  0.618905067  1.103562474  1.34168947
## lemmatize             -1.567864537  0.189551935 -0.550274849 -1.47136009
## windowsfirewall       -1.306165099  0.237030879 -1.321799874  1.46062827
## pops                   0.719070613  1.333253741  0.853344083 -1.31600499
## quotexceptquot         1.258938074  1.186113238 -0.505590975 -1.23812222
## fa                    -0.511641383  0.925487638 -0.071431801  1.54541922
## googleclouddlp         1.686436772 -0.435599029 -0.806829751 -1.25853431
## jax                    0.202806652 -0.336275309 -0.464512348 -0.96389884
## jboss                 -1.267075539  0.998543799 -0.885803878 -1.31193519
## voicerecognition       0.879759192 -1.613307714 -0.231158197  0.47006574
## splitting              1.496185780 -0.070435569 -0.449063867 -1.75891829
## numberquot             0.164368212  0.669922113 -1.464514494  0.56064641
## methodsignature       -0.441620857 -0.403454572 -0.985662639 -0.42140326
## sourced               -0.785528600  0.137579024 -0.534826100 -1.20550549
## ljust                 -1.030454755  1.056159377  1.188054323 -0.06877180
## linux                 -0.476645082 -1.677074432  0.784386098 -1.26032996
## pythonalpine          -1.644210219 -0.921477556 -1.201766491 -0.07584009
## vscoderemote          -0.412514389  0.497359127  0.184775338 -0.43853614
## pythonfractions        0.777315259  1.378007889 -0.724102437  0.53631574
## mapquest              -1.004981756 -0.436898738 -0.997466922 -0.78374141
## questdb                1.420503736  1.370881438 -0.845433772 -1.47356474
## dnsresolver           -1.601940274 -1.087296724 -0.857668698 -0.22361639
## meanshift             -1.296576619 -0.689348042 -1.334696293  1.13909733
## sports                -1.242877603  1.497689486  0.324163914 -1.10582113
## itertools             -0.333062500  0.671874523 -0.620429099  0.60282463
## hybrid                 1.367216706 -0.623473346  0.450532109  0.76251972
## offloading            -1.505588889 -1.123993635 -1.585293174  0.30519783
## dashdb                 0.914731979  0.680187225 -1.407934308 -1.15567946
## ansicolors             0.829398990 -0.313543946 -1.578923821  0.30396751
## observe               -1.508238792  1.735230446  1.366434813  0.53752571
## getpost               -1.161271095 -1.229297757 -0.157434374  0.59957308
## digitsum              -0.549141645 -0.647925317  0.421051592 -1.03345394
## faiss                 -0.965128183  0.806569457 -1.016217589  0.54931772
## clexe                 -1.042688251 -1.149819613 -0.731779754 -1.19245052
##                                X33           X34         X35          X36
## lttrgt                -0.529265940  1.6687444448 -0.70237541  0.360823005
## expose                -1.432065129  0.6242745519  0.35062146  1.427985311
## socketaccept           0.732039392  0.4716818333 -1.03442693 -1.167582035
## methoddescriptor      -1.517747641  1.1529182196  1.32383478  1.560779452
## mud                    1.045047522  1.7589989901 -0.35351318  0.800987661
## proper                 0.578434706  0.6870776415  1.06494367 -0.120206058
## belonging              0.979825735  0.4480523467 -1.53508568  0.660727322
## dosnt                  0.629195631 -1.0984369516 -0.14470635  0.684465766
## wrongversionnumber    -0.247777745  0.8594482541 -1.18995416  1.077768445
## transformer           -1.434916139 -0.4934927225  0.20598119 -0.676432669
## pyrunstring           -0.416543841 -0.3600001335 -0.83357078 -0.708500803
## sanitizer              1.219417214  1.1086990833 -0.35636008 -0.770682991
## ole                   -0.253501445 -1.1264829636 -1.50341749  0.592401445
## render                 0.392354131 -0.8964602351 -1.31365120  0.973339260
## daskdataframe          0.335743695 -0.8648642302 -1.76183403  0.909490943
## sclient               -0.761782229 -0.6258082390 -0.02279566 -1.675075889
## piece                 -1.174030542 -1.5752210617 -1.36707544  0.820723593
## dictkey               -1.074810624  0.8942756653 -0.89028352  1.743492484
## stringformat          -0.471161187  1.3228415251  0.09606694 -1.506989360
## normals               -0.068005368 -0.7500778437  1.09943414 -1.509333372
## poisson               -1.277042985 -1.0915668011  1.38494933 -1.179715037
## memsql                -1.640143871  1.5759413242 -0.37913093 -1.602909327
## googlepythonapi        1.772516131 -1.5272129774 -1.21548128 -0.177339718
## unclickable           -1.446066022 -0.1082963124 -0.35249054  0.610156417
## supress               -1.550182939  0.3184481561 -1.04749835  0.917719722
## transferfunction      -0.097723208 -1.2640686035 -1.07718623 -0.302162290
## id                     1.259623528  0.8652642369 -0.08955045  1.524144769
## cqlengine             -0.520971179 -0.7415244579  0.28155074  1.013927102
## succeeds              -0.481722802 -1.1499524117 -0.62247026  0.721251190
## developers            -0.832745492 -0.3722683489  1.16690922  1.101613283
## inspectelement        -1.538666964  1.2295441628  0.37317935 -0.142311633
## avarage               -0.112154521 -1.5427631140  1.45004404 -1.062579989
## httpcookie            -0.240097791 -1.7515583038  0.20077352  0.817340434
## windowsx              -0.037464507  0.8392399549 -1.46729732  1.155853629
## track                 -1.329640031 -0.3674128652 -1.35903859 -1.117814779
## exercise              -1.343118429 -0.5014437437  1.28970230 -0.156676039
## scrabble              -1.085541964 -1.4747639894 -1.16119683 -1.607253194
## ipythonjupyter        -1.868417263 -1.5534498692  0.43010169  0.087371118
## mkdir                  1.159076333  0.2074155360  0.90532881  0.874078929
## comparing              1.129668713  1.4556090832  0.85166830 -0.040337559
## anticaptcha            0.836528242  0.9075990319  1.42808199  0.559437454
## ifconfig               0.222691551  0.6248796582 -1.25332475  1.035539627
## rpg                    1.155973792  0.2333158404  0.88852286  0.703102231
## rich                  -1.010551691 -1.5820665359 -1.14307618 -0.756667137
## autoincrement          0.817180216  0.8372632861 -0.74889219 -0.027746869
## netsh                  1.458466172  1.3785979748  0.51683265 -0.441900462
## finding                0.210003212 -1.2928619385 -0.01277975  0.396400809
## texttable             -0.887147963 -1.2179700136 -0.08964407 -1.339822173
## vmwareworkstation      0.665788889 -0.6647639275  1.61465764  1.351161003
## regularlanguage        0.972433984  1.4145066738 -0.13050719  0.620073080
## spoofing              -1.707700610 -0.6542203426  0.02431282 -0.689687252
## palette                1.035823464  0.6030017734  1.25382602 -1.562012076
## suitable               1.180784345  1.5352292061  0.06673419 -0.452809364
## gil                    0.359675378 -1.1199679375 -0.44078293 -1.142130017
## headerquot             0.607981682  0.6063850522 -0.70231855 -1.481953859
## excecute              -1.109276772  0.1448688656 -0.53353512 -1.680495143
## lightfm                0.825957656  0.9159961939  1.12397122  1.396515369
## folium                -0.192233890  1.6200757027 -1.17272794  0.440219313
## daskdelayed            0.965707660  0.4330704808  1.33044124 -0.533849061
## ntlm                   1.632460117 -1.4191628695  0.91797012  1.610422373
## hovertool              0.955202460  1.0757420063  0.84879535  0.782637894
## rasterizing            0.832093358 -1.6461727619 -0.91892940  0.606302321
## sendkeys              -0.318807542  1.2331959009  0.49475116  0.525589347
## statsforecast         -0.798705876  0.4078969359 -1.53468823 -1.406027079
## serialexception       -1.118523598  0.9659354091 -1.65244782 -1.624302268
## thanks                -0.434308529  0.5837493539  1.11452198 -1.345353365
## listview              -1.217512965  0.9744133949 -0.43273655 -0.949404955
## maturity              -0.668396950  1.2714289427 -0.11583400  0.544606149
## pythonsocialauth      -1.456670165  0.7826949954  1.50035965 -0.897964060
## randomchoice           0.912915528 -1.0018916130 -0.56731129 -0.236629546
## systematically        -0.766965628 -0.4895028770 -1.50195765  0.727027714
## compilerconstruction  -0.236484647 -0.2176730484 -1.15590799  0.568253815
## directed               1.199171424  0.8643772602  1.24624908  0.130667374
## ordinals               1.310555816 -1.4186606407  0.61531299  0.879001379
## projection             0.391168892 -0.1449296772  0.49842387 -0.942147374
## assignmentoperator     0.489706129 -1.4816666842  1.45544207 -0.900029302
## mpeg                   0.199963018 -0.6823745966  0.87334132  0.635661423
## serviceaccount        -0.095598072 -0.3537420630  0.47458124 -1.283667326
## knowledgegraph         0.438927084 -1.0318098068 -0.95103520  0.763508677
## generatorexpression    0.510403574  0.1343497038  0.55160409  0.294165432
## experiencing           0.567382514 -1.6974633932  1.86319971  0.816216588
## tokenise              -1.210713744  0.0265880991  1.10406482  0.445627481
## readcsv               -0.977470875 -0.3474052250 -0.12287614  0.365207821
## managerdict           -0.416644365 -1.0006455183 -1.66467309 -1.422165275
## cleardb                0.110343859 -1.1869798899 -1.63459599  1.101751328
## qtmultimedia           0.137719497  0.8605613708 -0.54918486  1.209092021
## executescript          0.181042701 -0.9294931293 -1.11195469  1.411758304
## fluid                 -0.755095899 -1.1447728872 -0.64026254  0.520126164
## flag                  -0.206933632  0.3735506237 -1.03961492 -0.994937658
## pssh                  -1.330000639 -0.3331801891 -1.43967021  1.454699039
## fitness                0.180800468 -0.4265975952 -0.84657586  0.794686854
## pascal                -0.050689813  0.2699808478 -1.52794302 -1.410994172
## idlepython             1.266252756  1.5969153643  1.65341496  0.828128397
## cloned                 1.171894193  0.1343709081  1.27503455 -0.756983101
## neg                    0.213419646 -0.4880782664  0.62827474  0.164406002
## excelformula          -0.513857186  1.0983455181  1.29252076  1.467719674
## expr                  -1.215358615  1.0392884016  0.91319680 -0.903571486
## quotconnection        -0.154094219  0.4655591249  0.49112406  1.478492618
## sqlites                0.622519791  1.4626780748  0.79811114 -0.524151325
## apachenifi            -1.040603042 -0.7643040419  1.68509483  1.043091297
## celerybeat            -1.466695547 -0.6973719001  0.19506395 -1.462471128
## relaxation             0.976726294 -0.5298259258 -0.38509437 -1.607375145
## difficult              0.941949844  0.8050027490  0.78117609 -0.165243849
## userprofile            0.093017511 -1.2395958900  0.46206895  0.266283661
## latlng                -1.255053163 -0.5657881498  1.22395241  1.263689637
## plyer                  0.402622461  0.2943332791  1.67138767  1.310499072
## djangoregistration     1.401547790 -0.9895681739 -0.12334113 -1.001156092
## googlechromeextension -1.194236279 -0.1968073994  0.34818143 -0.332918316
## incrementdecrement     0.416481733  0.8684794903 -1.33972394  0.347778827
## user                  -1.633633971  1.7071154118 -1.80970466  0.696787596
## quotdatequot          -0.084886596  0.0366077013 -0.93274987 -1.312455058
## signalsslots           0.539323211  0.5462281108 -0.03958164  0.845119953
## inject                -1.337134838  1.2345250845 -1.16477466 -1.035734057
## inferior              -1.089989066 -0.5631897449 -0.70874321  0.031931169
## objectrecognition     -0.040314011 -0.9078742862  1.02324605 -0.562343180
## hiddenmarkovmodels     1.428697467  1.6031020880  0.11400937  0.812461913
## nestled               -0.541886747 -0.5185320973  0.04912005  1.068144679
## processed              0.062734663 -1.6698461771 -0.10738783 -0.321411997
## trojan                -0.590018988 -0.0442667305 -1.08144093  0.360640287
## commontableexpression -0.957493722 -1.0643520355  0.47720587 -0.406231850
## york                   0.066521205  0.4809299111  0.22731598  1.518351436
## teamviewer            -0.758716106  0.7061628103 -0.64963371 -0.869019449
## adhoc                  0.693778932 -1.4235601425 -1.52127838 -0.165011883
## store                 -0.738344848  0.3454321623 -0.97727841  0.461453080
## rediscli              -0.821046770 -1.2740839720  1.52996886  1.048578024
## sine                  -0.108369149 -1.5673557520 -0.81805438 -0.736586392
## mulitple               0.071497835  1.0779255629 -0.03841489  0.646370053
## undo                   0.516389012 -1.0848531723 -1.16371071 -0.120082960
## autoconf               0.290231794  0.4128392041  0.57408702 -0.782205403
## lxmletree              0.653515637  0.8109847307  1.60513186 -0.147715017
## sar                    0.015686398  0.6660021544 -1.20815980 -0.595549047
## absent                -0.006096733 -0.3998944461  1.65850067  0.189891607
## rookie                -0.752001166  0.0325365551 -1.50771856  0.948906302
## garbled               -1.839453816 -0.0579050556  0.16589387 -1.576062083
## rpyc                   0.643625021  0.9750786424 -0.19585480  0.153312013
## buckets                0.231647804 -0.9736089706  0.12188660 -0.768979430
## encrypted             -0.812242866 -0.9588966370 -0.25962386 -1.005092621
## deallocate             1.450619459  1.4947057962  0.21421663  1.509568572
## qstandarditemmodel    -0.428767592  1.2253104448  1.52924359  0.838655174
## newline               -1.437345266  1.2024704218  0.57572341 -0.886907041
## changelog             -1.226722956  0.5303820968  0.68985772 -1.383077383
## qfiledialog           -0.147595942 -1.6156281233  0.17755777 -0.302420259
## partitioning           0.997507870 -0.2995044589 -0.54866713 -0.293071061
## armv                  -1.180845976  0.5360234976 -1.08192801 -0.421367675
## standardscaler        -1.446547031 -0.8320814967  1.68966031  0.831960618
## pythonbeautifulsoup   -1.208542466  1.4405936003  0.75844216 -1.552436233
## refactoring            1.076548219 -0.0550860725 -0.09422064 -0.895611465
## superclasses          -1.770390034 -1.8043247461 -1.18096626  0.995697796
## predecessor            0.899599016  1.4743899107  0.50263149 -1.532815814
## ltgt                  -0.629673898  0.7131685019 -1.01499844 -1.161671281
## sequential             1.266192555 -0.5814893246  1.44578445 -1.295506239
## module                 1.660314202 -0.9643927217 -0.69583309  0.451253951
## configurationfiles    -1.119966865 -1.0429055691 -0.01472841  0.341689438
## ultimately             1.049997330 -1.6241887808 -0.70575124 -0.071425684
## uisng                 -0.571963966  0.7222535014 -0.60720414  0.313218325
## byquot                 0.279266626  1.3544234037  0.82292300  0.008496038
## cpuarchitecture       -0.148889795 -0.0717498809 -1.03840613  0.432383448
## deltars               -0.666148961 -1.3370726109  0.46334982 -0.766903937
## knowing               -1.216751099  1.2400966883  0.71767724  1.122596741
## hacking                1.519386411  1.0151399374  0.74639356  1.154372334
## imgkit                 0.968766749 -0.8668935895  0.47261664  0.267161518
## ramp                   0.320043415  0.6764019132 -0.16652566 -0.363235354
## lat                   -1.549169540 -1.2170473337 -1.07089400 -1.400880933
## natural                1.717025638 -1.5319766998 -0.69949925  1.205710530
## screenbrightness       0.601598322 -1.6402741671  1.75049710 -0.295990765
## dplot                  0.574094832 -1.0804671049  0.40167850  1.299410939
## scissor               -0.596543968 -0.4000844359 -0.41594318 -1.053060174
## lemmatize             -0.994860709  0.5753951073  1.22794628 -1.034599185
## windowsfirewall        0.898327351  1.5071309805  1.45927656 -1.256453872
## pops                   0.191396832 -0.5051535368  1.44492877 -0.209825709
## quotexceptquot         1.439653993  0.2126960903 -0.53816175 -0.926472843
## fa                    -1.116922021  1.4006810188  1.30654597 -1.303517580
## googleclouddlp        -1.525174856  0.1885160208  0.23731731  0.143720940
## jax                   -0.321592063 -1.1577882767 -1.51896131 -1.364512444
## jboss                  1.253886223 -1.0553964376  1.50050020 -1.623236179
## voicerecognition       0.590281785 -0.5102394223 -0.12408735  1.566709042
## splitting             -1.086853504  0.0843062252  1.55127537 -0.424805760
## numberquot            -0.286917150  0.8485725522  1.17533672 -0.295273364
## methodsignature       -0.355045199 -0.0766118467  0.67741036 -1.055714846
## sourced                0.323869050  0.0293140300  1.97510540  1.159528971
## ljust                  0.271711081 -0.4901372492  1.50651121  1.282076001
## linux                 -0.142165408 -1.4876919985 -0.87478113  0.981991470
## pythonalpine          -1.056881189 -1.2039729357 -0.27930188  0.549644291
## vscoderemote          -1.417545676 -0.3155961037  0.24242891 -1.715396762
## pythonfractions        1.169288635 -0.0173988901  0.27786607  0.579405844
## mapquest              -0.995442748  1.0354005098  1.37346745  0.108330503
## questdb               -0.708120108 -1.5206429958  0.68724370  0.130927190
## dnsresolver            1.192459583 -0.8589298129  0.64794081  1.594719768
## meanshift              0.825384736  0.4275223315  0.30293173  1.041710615
## sports                -1.324920535  0.0474110246  1.60154796  1.222911716
## itertools             -1.008398056 -1.5067439079  0.54124254  0.401960522
## hybrid                 0.290921152  1.5426913500 -0.53043765  0.596285343
## offloading            -0.888364196 -0.3168328404 -0.13941105 -0.289794058
## dashdb                -1.024481773  0.0006150069  0.83531106 -1.449993968
## ansicolors            -1.685085773  1.1855756044  1.36047423 -0.707313538
## observe                0.897585809  0.8150681853  0.22683010 -0.718542039
## getpost               -0.918079078  1.5185667276 -1.40319133  0.938509881
## digitsum               1.396471143 -0.3661477268 -1.38865149  1.262828350
## faiss                  1.426774025  1.5512440205  0.36760148 -1.443059206
## clexe                 -0.798901856 -0.1280927807 -0.81928176  1.155245662
##                               X37          X38           X39         X40
## lttrgt                -1.28439665  0.686371863  1.376858e+00 -0.29246962
## expose                 1.21531105 -1.855396867 -8.925149e-01 -1.65483367
## socketaccept          -0.17750847  0.029445201 -7.555762e-01 -0.03513026
## methoddescriptor      -1.09631717  1.334393144 -7.428440e-02  0.92626125
## mud                   -1.67739356 -1.194099665 -9.667356e-02 -1.49485004
## proper                 0.10153047  0.626150668  6.637763e-01 -1.52378130
## belonging              0.25010937  0.179970875 -8.704871e-01  1.29417384
## dosnt                 -0.34485814  1.016818285  1.347631e+00  0.42719233
## wrongversionnumber     1.29960668 -0.800059140  1.472925e+00  1.37530935
## transformer           -1.27234519  0.979716539  3.723600e-01  1.31614459
## pyrunstring            1.39934599 -0.810401678 -8.510198e-01  0.16040055
## sanitizer             -0.70521033  1.436757684  3.532035e-01  1.35151291
## ole                   -0.59397441  1.620766878  1.351469e+00  0.73119754
## render                 1.39150476  1.454530358  1.463146e+00  1.32532394
## daskdataframe          1.12761784  0.018625842 -1.343919e+00  1.60397983
## sclient                0.48133451  0.693857014 -9.848675e-01 -1.26433313
## piece                 -0.58189565 -1.071939468 -1.725779e+00  0.49343592
## dictkey                0.06400432 -0.405515432 -1.512658e+00 -1.43472707
## stringformat           0.18136671  0.605963826 -1.524758e+00  1.43360209
## normals               -0.86838961  0.513288438  5.880026e-01  1.39534748
## poisson                0.04988120  0.562340260  6.621742e-01 -0.43431151
## memsql                -0.43645969 -1.437372208 -1.395810e+00 -0.08877532
## googlepythonapi       -0.11398721 -0.824600816 -1.397873e+00 -0.82304704
## unclickable           -0.98060977 -1.355367303 -6.762048e-01 -0.85434598
## supress               -1.55005550  0.936078727 -4.487652e-02  0.39631674
## transferfunction      -1.09336913  0.151260838 -8.625317e-01  1.27800822
## id                    -1.47819066  1.310853004 -1.624256e+00 -0.18186155
## cqlengine              0.63189089  0.936229944 -1.379395e+00  1.59528804
## succeeds               0.54333991  0.603481531  1.270710e+00  0.71789426
## developers            -1.60952806  0.238370046  1.048115e+00  1.44563758
## inspectelement        -0.13967472 -1.546778560  9.195921e-01  0.74237698
## avarage               -1.36001956  1.075514913 -5.096366e-01 -0.87246519
## httpcookie             0.90378177  1.189365506  1.304581e+00  0.99719340
## windowsx              -1.58047020  0.007324684 -1.609671e+00  0.51275378
## track                  1.59224319  0.727519214 -1.176894e+00  0.12595299
## exercise              -1.16816056 -0.383978873  9.478818e-01  0.24276908
## scrabble               1.39678276 -0.634514332 -6.249343e-01 -1.34891522
## ipythonjupyter         0.54976529  0.122826189 -1.044675e+00 -0.14433601
## mkdir                  1.11156762  0.934875906  7.621118e-01 -1.58060169
## comparing              0.28235665  0.945156634 -2.501086e-01 -1.46125686
## anticaptcha            0.09083017 -1.649817467  7.815094e-01 -1.17058051
## ifconfig               0.37050632 -1.115432858 -1.028695e+00 -1.23477697
## rpg                   -0.52120399 -0.563318610 -1.221911e+00 -0.61010849
## rich                  -0.96890467 -0.177985713 -6.409068e-01 -1.48225760
## autoincrement         -0.35435840 -1.627334714 -1.401908e+00  1.30064821
## netsh                  0.19682661 -0.410488188  1.142743e+00 -0.33828765
## finding                0.67244673 -0.471963853  9.554099e-01  0.17113112
## texttable              1.10348117  0.549630761  1.496945e+00 -1.64733398
## vmwareworkstation     -0.30360976 -1.718679070 -1.257321e+00 -1.37949109
## regularlanguage        1.59483957  0.849378884  7.476504e-01 -0.94718921
## spoofing              -1.23992097 -0.436243981  1.442392e+00  0.41684595
## palette                1.44099593  1.165975809  1.279804e+00  0.62520778
## suitable               1.32350957 -0.262643129  4.804249e-01  0.52458709
## gil                    1.49478447  1.687271118  1.327769e+00  0.62241614
## headerquot             1.23637795 -0.166014731  1.592944e+00 -0.51512516
## excecute              -1.39703083 -0.301196754 -5.356119e-01  0.57561672
## lightfm                1.24413240  0.407079786  3.586729e-01  0.07213093
## folium                -0.56038266  0.523021817  1.528196e+00  1.32764065
## daskdelayed           -0.03533518  1.445394278  1.128672e+00  1.22181058
## ntlm                   0.17947941  0.198584408 -3.194975e-01  0.87877667
## hovertool             -0.94440067 -1.157652736  1.825234e+00  1.62874854
## rasterizing            0.16744521  0.223198548 -6.151263e-01  0.72369915
## sendkeys               1.52874529  0.782509863 -5.759938e-01 -1.28672063
## statsforecast          0.15834907  0.142651618  9.780931e-01 -1.23502779
## serialexception        1.16645443  1.398384213  1.144010e+00 -1.63771093
## thanks                -1.41886199 -1.553824902 -9.968160e-01  0.28772137
## listview              -0.25002429 -0.935790718  3.964701e-01 -1.55546629
## maturity              -1.39532220  1.400831103  1.061618e+00  0.43078274
## pythonsocialauth       1.48995411 -1.051449180 -7.340869e-01 -1.00806308
## randomchoice           1.29064405  1.781609297  8.248023e-01 -0.27690268
## systematically         0.93088728 -1.541862130 -1.050084e+00 -0.14783140
## compilerconstruction  -1.76091135 -0.909743726  9.199679e-01  0.86996275
## directed               1.63188636 -1.601287484 -9.981627e-01  0.48967561
## ordinals              -0.47821361 -0.407736033  1.507776e+00 -1.10336375
## projection             0.12590650  0.498224378  1.605461e+00  1.23162687
## assignmentoperator     0.44058302  0.714237094  1.626402e+00  1.30534863
## mpeg                  -1.64126706 -0.527702749 -3.739709e-01 -1.17574596
## serviceaccount         1.39093888 -0.975337982 -7.969036e-01  1.20257783
## knowledgegraph        -0.99868470 -0.933012605  6.960877e-01 -1.17041373
## generatorexpression   -0.59012914  1.129372239 -1.650023e-01  0.70714647
## experiencing          -0.25126582  0.933321893 -5.739682e-01  0.09432627
## tokenise               0.14732140 -0.752357841  7.531921e-01 -1.38833189
## readcsv               -1.11561668 -0.830054164 -6.412572e-05  0.53422463
## managerdict           -0.49582598 -0.626045585  4.171149e-01  0.91901433
## cleardb               -0.75893503 -0.616363466  2.479974e-01 -0.87249428
## qtmultimedia          -1.71391344  0.287020594 -5.239547e-02 -0.83077413
## executescript         -0.85746121  1.434437156 -1.059958e-01 -0.64347667
## fluid                  1.32486689 -1.093859315 -1.226097e+00  0.23997775
## flag                  -1.30078542 -0.810272157 -4.851231e-02  1.63435364
## pssh                   1.50516593 -0.354081601 -1.043923e+00 -1.53578722
## fitness               -0.82690132 -1.520118952  7.302144e-01  0.43214223
## pascal                -0.85120118  0.150525853 -2.496671e-01  0.92289966
## idlepython             0.85463279  0.551809847 -1.361834e+00 -0.91811788
## cloned                -0.59658915  0.702361941  8.723891e-01 -0.57492214
## neg                   -1.07546639  1.736551523 -7.717405e-02 -1.09068704
## excelformula          -1.59368336  0.130131707  6.833094e-01 -1.23856747
## expr                  -0.69031477 -0.508654118  1.359250e+00 -0.24381740
## quotconnection        -1.48519647 -1.078379869  1.472049e+00  1.12627637
## sqlites               -1.12264788  1.000332832 -1.573822e+00 -1.47074378
## apachenifi             0.77503878  1.250854969 -1.509529e+00 -0.44224417
## celerybeat            -0.13053560 -0.676562071  1.677839e+00 -1.67990863
## relaxation             1.55088699 -0.935023248 -8.982212e-01  0.19911022
## difficult              1.53119874  0.953537226  9.749451e-01 -0.45249504
## userprofile            1.60921085 -0.204899430 -1.542255e+00  0.25676450
## latlng                 0.57223541  0.679619193 -9.138157e-01  1.36133897
## plyer                 -0.89010131  0.950628638 -8.500053e-01  0.97843724
## djangoregistration    -1.30068743  0.371546984  6.695766e-01 -0.90764290
## googlechromeextension -1.33735931  0.793763459  5.921718e-01  1.09568870
## incrementdecrement     1.43616855 -0.562676013  1.005723e+00 -1.55389369
## user                   1.38205755  0.315788448  7.538354e-01  1.73267663
## quotdatequot          -1.19958556  0.371831745 -7.590325e-01  1.58792448
## signalsslots           1.12194896 -1.786126018 -2.319576e-01 -1.30486834
## inject                 0.87616503  0.223217502  3.545716e-01 -0.04991519
## inferior              -1.10339606 -0.749782264 -8.087235e-01  0.89902306
## objectrecognition      1.06606638 -1.026721478  1.193660e+00  1.39389467
## hiddenmarkovmodels     1.68659008 -1.100796223 -8.687963e-01 -0.32977167
## nestled                1.49475837 -0.095667779  8.786384e-01 -0.42283988
## processed              1.66405034 -1.322958827  7.930269e-01  1.26504111
## trojan                -1.43541324  0.468792796 -6.380257e-01  1.62164497
## commontableexpression  1.20656478 -0.695290565 -9.378955e-03  0.89057034
## york                  -0.19586900  1.572298646  1.676525e+00  1.68866372
## teamviewer             1.56504977  0.081316195 -3.938778e-02  0.75639808
## adhoc                  0.55502951  0.975106716  7.615383e-01 -1.56506550
## store                  1.69354749 -0.242207110 -2.968699e-01  1.54234254
## rediscli              -0.84838217  0.832213819 -1.753202e+00  1.24479461
## sine                   0.59632224  0.886238158  1.104683e+00  1.11533022
## mulitple               0.68642306  0.907883763 -5.340216e-02 -0.29310039
## undo                   1.49937093  1.203860402  8.082920e-01 -0.74495775
## autoconf               1.01284814 -1.739692807 -1.471738e-01  0.50515574
## lxmletree             -1.50031662 -1.402357459  1.447072e+00  0.99652010
## sar                   -1.53084064  1.673155665  5.104927e-01  0.05269034
## absent                -1.11773992 -0.388392061  9.614632e-01  1.00004232
## rookie                -1.32345903  1.433761477 -1.799222e+00  0.56957918
## garbled                1.08653343  1.508454442  1.767438e+00 -1.10958982
## rpyc                   1.29871655 -0.139578193  1.458438e+00  0.96813172
## buckets               -0.31078658 -0.962207079  1.573250e+00 -1.43384659
## encrypted              1.42177117  0.216103151  1.722291e+00 -1.62207937
## deallocate             1.17181170 -0.925230980 -7.699696e-01 -1.33823395
## qstandarditemmodel    -0.20997652  1.711110711  1.689729e-02  1.47825110
## newline               -1.25894463  0.996536136  8.026758e-01  0.32360232
## changelog              0.22485958  0.706943691 -5.259379e-01 -0.25905943
## qfiledialog            0.38167921 -0.500747740  1.010766e+00  1.34334219
## partitioning           0.88189846  0.881274939 -4.083243e-01 -0.15978894
## armv                   0.01731196  1.480656743 -3.848986e-01  0.26299372
## standardscaler         0.54787797 -0.454915375  1.234168e+00 -1.41940713
## pythonbeautifulsoup    1.62675858 -0.684922278  4.384542e-01 -0.40401378
## refactoring            1.05025518 -0.732058048 -3.658400e-01  0.57108551
## superclasses          -1.32445669  0.184129760 -1.129918e+00  0.02964555
## predecessor           -0.19466195  1.439181924 -3.305019e-01 -0.18667351
## ltgt                  -1.65568566 -0.187183589  1.030278e+00 -1.59645951
## sequential            -0.47303057 -0.132918343 -2.709268e-02 -1.10926700
## module                -0.86780798 -0.831685722 -8.663529e-01  1.28784609
## configurationfiles    -1.16020870 -0.584136903 -1.540302e+00  0.71661842
## ultimately             0.55681229  0.543063939  8.219267e-01  0.10434939
## uisng                  1.27681124  0.153105631  1.627278e+00  0.50261432
## byquot                -1.38158131  0.463674664  9.855266e-01 -1.35360110
## cpuarchitecture       -0.37381044  0.227542162  1.707596e+00 -0.50828069
## deltars                1.40446866  1.828682303  1.156140e+00  0.11866871
## knowing                0.53094637 -0.146104127 -1.062737e+00  0.49714851
## hacking                1.47155809 -0.998296320 -2.296397e-01 -1.33642328
## imgkit                 0.40017256 -1.349033713  7.968042e-01  1.31156921
## ramp                   1.40222466 -1.734765053 -4.601956e-03  1.00850487
## lat                    1.06008065  0.587166131  1.084651e+00 -0.37442163
## natural               -1.53902876 -1.386089206  1.705070e+00  0.72411346
## screenbrightness       0.30258536 -0.272142261  1.422037e+00 -1.27368915
## dplot                 -0.35335812  0.561586082  1.259396e+00 -1.10332060
## scissor                0.61927134 -0.337410569  1.436621e+00  0.64708561
## lemmatize              0.79245353 -1.327163339  1.051859e+00 -1.30261588
## windowsfirewall        0.61232883  0.072155394  1.209710e+00  0.83752471
## pops                   0.35213554  0.826556742  4.458627e-01 -0.04966982
## quotexceptquot        -1.51797211 -1.333043575 -6.167490e-01  0.49922085
## fa                    -1.22631252 -1.124515414 -9.789024e-02 -1.45658076
## googleclouddlp        -0.72686309 -0.985982895  1.060361e+00  1.68853641
## jax                    1.54166889  0.540073335 -1.353321e+00 -0.58899724
## jboss                  0.20420779  1.404602885  1.600176e+00 -0.41401848
## voicerecognition      -1.37266481  1.745431542  8.014570e-01  1.65979791
## splitting             -1.71110666 -0.492836058  1.050779e+00 -0.31621459
## numberquot            -1.78549993  1.420949697  1.007462e+00 -0.21446417
## methodsignature       -1.40310347 -1.122374296 -1.129662e+00  1.60775471
## sourced                0.65704560  0.503881335  1.109190e+00 -1.12595522
## ljust                 -0.02116349  0.993940651 -1.298213e+00  0.35426757
## linux                 -0.55685091  0.936471999 -1.551836e+00  0.52830356
## pythonalpine           1.72902465  0.450142205 -1.339761e-01 -1.54141009
## vscoderemote          -0.70441288 -0.079958037 -6.061007e-01  1.34886491
## pythonfractions        0.60820955  0.508185446  1.529565e+00  0.28246856
## mapquest              -1.21792281  0.932891130  1.245677e+00  1.03985572
## questdb               -1.04809558 -0.092877395  1.148545e-01  0.88527739
## dnsresolver           -0.90481806 -1.080003619  5.043327e-01  0.20307866
## meanshift              0.49190041 -0.798013031 -3.510389e-01 -1.50821567
## sports                -1.21120226 -1.384235144  1.134175e+00 -0.40399703
## itertools              1.37174881  0.539131761 -1.522673e+00  1.32205999
## hybrid                -1.34635460  0.676472306 -3.524279e-01 -1.46753240
## offloading             0.21490833 -0.710462153 -7.647739e-01  0.34385437
## dashdb                -1.12916422  1.457568169 -1.551858e+00  0.39541745
## ansicolors             1.07718921 -0.359395713  1.602025e+00 -0.55490190
## observe                0.18738467  0.265931845 -5.016470e-02 -1.25559676
## getpost                1.18018734 -1.494751692 -2.081323e-01 -0.34318417
## digitsum              -0.83043277 -0.789025545 -3.389309e-02  0.75270450
## faiss                 -1.17830753 -0.088084295  1.341312e+00  0.37922892
## clexe                 -0.49064222  1.026328444  1.443465e+00 -1.25340271
##                                X41         X42           X43          X44
## lttrgt                 0.844214022  1.25290215 -1.5695497990 -1.578938484
## expose                 0.711237729 -0.23859061  1.3120366335 -0.304496467
## socketaccept          -0.036628872 -1.63676286 -0.8384030461  0.510523081
## methoddescriptor      -1.097224355 -1.26416457 -1.5784202814  0.607962132
## mud                    0.452130556  0.48379707  0.2943749726 -0.544405639
## proper                 0.469943464  0.77999902 -0.4582105279 -0.078305624
## belonging             -0.984974861 -1.14338291 -0.1498958021 -1.448141098
## dosnt                  1.338860750 -1.28878880  0.2739666402 -1.008639812
## wrongversionnumber     0.406140476  1.56213963 -1.5078815222  0.218096793
## transformer           -0.157271087 -0.89036721 -0.5887833238  0.301616549
## pyrunstring            0.957654238 -1.72741282 -1.4097602367 -0.582329154
## sanitizer             -1.231438279 -0.55474073  0.7385310531 -0.225750446
## ole                   -0.643075347 -0.14591998 -0.9265409112 -0.137103349
## render                 1.366355896 -1.71255887 -0.1543334424  0.380132794
## daskdataframe         -1.608919978 -0.53746271  0.5627264380  0.030017696
## sclient               -0.280469239  1.57208741  0.3571489453 -1.094315886
## piece                 -1.190780997  0.62622368 -0.5633119345 -1.228925824
## dictkey                1.305228710 -1.05208015  0.6992571950 -1.046569943
## stringformat           0.294813275  0.10097896  0.7186326981  0.751813650
## normals               -0.311684668 -1.62062323 -0.8140255809  0.019122450
## poisson                0.395483136  1.41037917 -1.0580726862  0.550846994
## memsql                -0.033428416 -0.83406681  1.1692703962  0.357955962
## googlepythonapi        1.015308022 -1.75048411 -0.2753427327 -1.503203630
## unclickable           -0.424145430 -1.58537829 -0.3586307764  0.619195938
## supress               -1.483071804 -0.33239600 -0.7355628610  1.346873164
## transferfunction       0.080094986 -1.76119137 -0.8681666851 -1.107413530
## id                     0.875887871  1.58215475 -1.1804074049 -1.062499166
## cqlengine             -1.487760425 -0.96284902  0.6355123520  1.468513370
## succeeds               1.261777282 -1.00950885 -0.4524240792 -1.068615675
## developers             1.176214695  1.72430182 -0.5127689838 -0.505750239
## inspectelement         1.143581033  1.42995584 -1.2659891844 -1.020758510
## avarage                0.375803262  0.91885608  0.9910401106  1.583865047
## httpcookie             0.407889634  0.66638803 -1.1804827452  0.049799569
## windowsx               1.392979741  1.36402750 -1.5838545561  0.149883047
## track                 -0.329436511 -0.79673612  1.2707778215  1.502958894
## exercise              -0.282677144  0.46917549 -1.5067123175  1.610985398
## scrabble               1.561939716 -0.47076339 -0.5854223967 -0.857622862
## ipythonjupyter         1.624478102 -0.20346086 -1.1663451195 -0.791860640
## mkdir                  0.481135845  0.21562152 -0.0370118208 -0.659063697
## comparing             -1.308809161 -1.21519184 -0.8795048594 -0.621773422
## anticaptcha           -0.991062701 -0.69894350  0.2557705939  0.854275823
## ifconfig              -0.861810446 -0.16575196 -1.1861529350 -0.806986749
## rpg                   -0.444737732 -0.43111235  0.2605085969  0.060921967
## rich                   1.344515204 -1.50805140  0.7968259454  0.108363338
## autoincrement          1.533049941  0.64593703 -1.1503692865  0.001348209
## netsh                 -0.401095599 -0.60658991 -0.9882604480 -0.190722108
## finding                1.295065880  0.60160422  1.4641383886 -1.524566412
## texttable              0.764701366  0.54590505 -1.5989086628 -0.222823188
## vmwareworkstation     -0.122391015 -0.50091273  0.3866021335 -0.509006441
## regularlanguage        1.266518593  0.62200528 -1.0989267826 -0.341133058
## spoofing               0.793974578 -0.60520953 -1.0990816355  1.372237563
## palette                0.086238787 -0.10767388 -1.3856981993 -0.042046778
## suitable              -1.298221111 -1.64910483  1.4782967567 -0.320217311
## gil                    1.492199898  0.07261222  0.9007370472  0.954689384
## headerquot             1.046839118 -1.26796627 -0.9106379747  1.417048097
## excecute               0.524755657  0.94540566 -1.2016631365 -1.334612370
## lightfm               -0.935599566  1.41664326 -0.6361396313 -0.371845782
## folium                 0.254883051  0.24635705 -0.3513935506  0.949520528
## daskdelayed            1.314007878  1.44941533 -0.6424053311  0.258051455
## ntlm                  -0.131452054 -1.81359470 -1.2400801182 -0.326404721
## hovertool              0.222986370 -0.29924962  0.2964175344 -0.955980420
## rasterizing            0.526933372 -0.68868738  1.6038595438 -0.020713801
## sendkeys               0.938366354  0.07525293 -1.0555129051  1.478054881
## statsforecast          1.732344508 -1.49663413 -1.0986937284 -1.159960151
## serialexception       -0.313319683  1.21421683  0.1900154501 -1.160620332
## thanks                -0.563688755 -1.26390636  0.8401198983 -1.095696092
## listview               1.111460209 -0.21700038 -1.8446006775  1.447606206
## maturity               0.159719512  1.42477190 -1.0660065413 -0.137595490
## pythonsocialauth      -1.254629493  0.03567947  0.3472931683  0.432528973
## randomchoice           0.767364502 -0.59008223  0.7553991079 -0.150387138
## systematically         1.030706286  1.09948695 -1.4971985817  1.212763548
## compilerconstruction  -1.761275053 -1.23941302 -0.6483023167  0.415734738
## directed               0.553119004  0.59265220  1.2891960144 -0.180384189
## ordinals               0.797875762  0.68790716  1.0189228058  1.397723436
## projection            -1.493448734  1.39242721 -0.2451888025  1.314677715
## assignmentoperator    -1.461155295 -0.54385507  0.3744890094 -0.996700644
## mpeg                  -1.394199491  0.17635572  0.1437876970  1.487364054
## serviceaccount        -0.548756063  0.48589358 -0.7236451507 -1.484230995
## knowledgegraph        -1.028605461  1.37352371  1.4310241938  1.246229172
## generatorexpression   -0.001342421 -1.11256206 -1.3996286392  0.529424727
## experiencing          -0.594652951  0.46999526 -1.8091882467  1.775315404
## tokenise              -0.406782925  0.88501930  1.5131968260 -0.017430900
## readcsv               -0.961198032  1.34833336 -1.1168884039 -0.669357419
## managerdict           -0.328186601  0.51067984 -0.1054691598 -1.134275317
## cleardb               -0.685064435  1.35065055  0.0338957608 -1.569392443
## qtmultimedia          -0.269558102 -1.23106408  0.0001863327 -1.437073469
## executescript         -1.147356987  0.10006863 -0.6444420218 -0.710812211
## fluid                 -1.202697277 -0.83235860  0.4019725919  0.606169760
## flag                   0.744300544  1.62635386  0.1915992647  0.809454679
## pssh                  -1.226841092  0.69576043  1.2942756414  0.096796140
## fitness               -1.182259083 -0.35538030 -1.0715986490  1.339384913
## pascal                 1.454128265 -1.61180115  1.2416653633  0.852142811
## idlepython            -0.532348454  1.33696640  0.6981903911 -0.902349114
## cloned                 1.375177860 -0.22077654 -0.6662633419  0.852141023
## neg                    0.868624389  0.83805603  1.7019658089  1.146795630
## excelformula          -0.877472460 -1.13841105 -1.2806419134  1.228665352
## expr                  -0.730802059 -0.82740712 -1.0450925827  0.573405206
## quotconnection         1.572919011  1.11268604 -1.6005985737 -1.202838421
## sqlites                1.272116542  0.87601644  0.6176794767  0.072621733
## apachenifi            -0.370409727  0.69103742  1.3017398119  1.130139470
## celerybeat            -0.217907727 -1.04917526 -0.1644161642 -0.156870246
## relaxation            -1.619326115 -1.20003569  1.1618010998  0.645259798
## difficult             -0.832502484 -0.97631472 -0.1309019178 -0.463470638
## userprofile           -0.027140332  0.72982651 -1.5698268414  0.634093523
## latlng                 0.080292612  1.54246902 -1.4371529818 -0.515994310
## plyer                  1.199644923  0.42985132 -0.5774277449 -1.199055791
## djangoregistration     1.130949378 -0.70870519 -0.8856772780 -0.844001293
## googlechromeextension -1.524368048 -0.65567541  1.3826957941 -1.565029860
## incrementdecrement    -0.272440761 -0.14511578 -0.6800761223  0.113923691
## user                  -1.406429529 -1.55486655  0.0967039242 -1.476891398
## quotdatequot          -1.514442921 -0.32761586 -0.1934300065  0.846880198
## signalsslots           0.381203890  1.02365088  1.3266780376 -0.424626559
## inject                 0.062788114 -1.23262584 -1.4837397337 -0.209306389
## inferior              -1.560738087 -0.18388164  1.0658155680  1.281611562
## objectrecognition      0.679593563  1.59132099 -0.4963806272 -1.180772781
## hiddenmarkovmodels     0.030616269  0.02841264 -0.2873868048 -1.283684850
## nestled                1.100688934 -0.30629778  0.3556176126 -1.568587542
## processed             -1.752571940  0.36568567 -0.0634781048  1.053928614
## trojan                 0.542101800  1.65311921  0.9650663733  0.944760680
## commontableexpression  1.202611327 -0.87175930  1.1429880857 -1.143883824
## york                  -1.387457728  0.14033230 -1.0295841694  0.477295130
## teamviewer             1.015607476 -1.66655540  1.2118405104  0.824086189
## adhoc                 -0.296407968 -0.92406911  0.8350659013 -0.693640232
## store                 -0.092625834 -0.07169933 -0.5081089735 -1.579696894
## rediscli               0.350622624 -1.13561308 -1.2719362974  0.901752591
## sine                   1.367147923 -0.33052433 -0.8160650730 -1.531394243
## mulitple              -0.955725670  1.25264072 -1.5965943336  0.348207742
## undo                   1.260166287  1.23357737 -0.5711855888 -1.164960623
## autoconf               0.349012971 -1.59425199 -0.1604582965 -0.344370008
## lxmletree              0.863868415 -1.76716793 -0.9664816856 -1.491165638
## sar                   -1.238012910 -0.04570010  0.7542960048  0.798012018
## absent                -1.492066860  0.62007749  0.1882204860 -0.527778685
## rookie                 0.885420859 -0.56403643 -1.7073093653  1.763313651
## garbled                0.626406610 -1.06550622 -0.2493605167 -1.460954785
## rpyc                  -0.480933279 -0.26310414 -1.1172447205  1.718002796
## buckets               -1.135045767  1.30687904 -1.7661694288 -0.828486621
## encrypted              0.978078425  0.39012355  0.9983395934 -0.522200286
## deallocate             0.227103516  1.15081096  1.4980412722 -1.026300073
## qstandarditemmodel    -0.035300970  0.79788703  0.1142794490  1.388566732
## newline                0.077970326 -0.29464215 -0.9873627424  0.698863566
## changelog             -0.768061459 -1.44733465 -0.1249349266  1.303905368
## qfiledialog            1.699220896  0.90819758 -1.2413460016  0.551589489
## partitioning          -1.605396032  1.00590706 -0.1543017924 -0.992376626
## armv                  -1.280500412 -1.34948611 -1.2580341101  0.484153390
## standardscaler         1.172639966 -1.29851639  0.7859811187  1.430834770
## pythonbeautifulsoup   -0.914169729 -1.67659581  1.5686531067  0.033654634
## refactoring           -1.297783852  0.45553562  0.7604928613 -0.224383458
## superclasses          -0.185933053 -0.08764310  0.3288625777 -1.823945761
## predecessor           -0.621152639 -1.43459988  0.5729466677  1.069016218
## ltgt                  -0.585690022 -0.39740491  0.7818714380  1.065623045
## sequential             0.301759034 -0.20421021  0.3943695426 -1.737834573
## module                 0.788952529 -0.28263250  1.3197814226 -1.147149324
## configurationfiles     0.004842727  0.65854007  0.6887986660 -0.122084305
## ultimately            -1.253975391 -0.67536646  0.0794423446 -0.647202015
## uisng                  1.354448676  1.42074549  1.2618747950  0.009547745
## byquot                 1.096976757  0.71722144  1.4464155436  0.717135549
## cpuarchitecture        0.065359756 -0.20214576  0.3889262974  0.401750922
## deltars                0.164052963  1.47838068  0.2391593605 -1.507651329
## knowing               -0.511096478 -1.47546923  0.5554561019  0.502502203
## hacking                0.029193863 -1.12773180  1.4569863081 -0.731371105
## imgkit                -0.490926623 -0.38682899 -0.5128107667 -1.411205649
## ramp                  -1.230886102 -0.13136269 -0.5119967461  1.688979268
## lat                   -0.594412386 -0.84849268 -1.2178994417 -1.291488647
## natural                1.043252230  0.66608274  0.3102511764 -0.363234937
## screenbrightness       0.178559348  1.62732434  1.7572764158 -1.056652427
## dplot                  1.636964917  0.66467410  1.4970068932 -0.019057160
## scissor                0.084738635 -0.43725437 -0.2059381008  1.283605099
## lemmatize             -1.124806285 -0.45387217 -0.4587604105  1.306679845
## windowsfirewall       -0.897422850 -0.35676098  1.0035932064 -1.223461747
## pops                  -1.423168540  0.78839797 -0.4186924696  0.429510742
## quotexceptquot         1.851283431  1.76005530  0.0896093547  0.972866237
## fa                     1.066384435 -0.86818498  0.7237502337 -1.093501925
## googleclouddlp        -0.488262683 -1.64884877  1.6164221764 -1.148079753
## jax                    0.404715955  0.02081500  0.1779626608  0.093158670
## jboss                 -0.689686179 -1.60018110 -1.5216124058  0.834027588
## voicerecognition       0.324348778  0.85568559 -1.6119092703  0.064793333
## splitting              1.226568103 -0.31574395  0.9269943833 -1.376773000
## numberquot            -1.243573904 -0.24647279 -1.6069409847 -0.666503847
## methodsignature        1.103761196  0.85865909 -0.5143316388 -0.316455990
## sourced               -1.672437906  1.03000379  1.7544140816  0.983496845
## ljust                  0.212862387 -0.29819086 -1.1340336800 -0.744842410
## linux                  1.464122295  0.48302335  1.1167919636  0.290899217
## pythonalpine          -0.829094589  1.77651083 -1.3562445641  0.649193287
## vscoderemote           0.197647825  0.41240141  1.2998763323 -0.598784149
## pythonfractions       -0.004882299  1.04098165  0.8206792474 -1.365137815
## mapquest              -1.408153892 -0.70877188  0.9295871258  1.556163907
## questdb                0.747930110  0.01901545 -0.6360329390 -1.432555914
## dnsresolver           -1.347745419  1.51968277  1.2890124321 -0.527423978
## meanshift              1.153702974 -0.30623958  0.9715768099  0.330770582
## sports                 0.771975935  1.19081354  1.4747889042  0.748077571
## itertools              0.710769713 -0.63353670 -1.0754406452  0.703704536
## hybrid                -0.505633175 -1.61308813 -1.0126368999 -1.436015010
## offloading             1.464531422 -1.26116979  1.1260287762  1.384289265
## dashdb                 0.666074336 -1.43554175 -0.2387516946 -0.471345007
## ansicolors            -0.657948256 -0.22155085  0.9263027310 -0.005828288
## observe                0.003993494  0.41074586  1.3878911734  0.714132130
## getpost                0.030898247  0.93818551 -1.3659937382  0.992861450
## digitsum               1.567307591  0.73765498  1.3838167191 -1.572176456
## faiss                  1.244816184 -0.53161520 -0.1755079776  1.380779982
## clexe                 -1.491636634 -0.40562224 -0.3166001439  1.216410995
##                                X45          X46         X47         X48
## lttrgt                -1.189560175 -0.423167855  0.48803458  0.54945385
## expose                -1.121120930  0.233451784  0.83478445  0.22800106
## socketaccept          -1.658089995 -0.903740168 -0.87232673  1.05445457
## methoddescriptor       0.299119741 -1.220764637  0.33842257  0.23633732
## mud                    0.815475821 -1.610048294  0.70796508  0.83872372
## proper                -0.911740303 -0.216694206 -0.25255948  0.81307620
## belonging             -0.332168311 -0.011755645 -0.35490084  0.05689013
## dosnt                  0.451844782 -0.147430435  1.34615099  1.41718280
## wrongversionnumber    -0.173750743  1.084663630 -0.14650802 -1.06579638
## transformer            0.783602834 -1.144160986 -1.37274456  1.30843425
## pyrunstring            0.814692676  1.286949635  0.25836250 -1.34693682
## sanitizer              0.649408638  0.009901160  1.33611560  0.69598544
## ole                    1.398177266  0.385559112  0.40566641  1.28348124
## render                 0.158151388  1.101087928  0.50746077  1.32949781
## daskdataframe         -1.674643636 -0.108986400 -0.83366716  0.70660806
## sclient               -0.523898184 -1.434210181  0.20787330  0.09456574
## piece                  0.875146627  1.325203657  1.76773918  0.22993551
## dictkey                0.269889385 -1.538566232 -0.39658743 -0.13796929
## stringformat          -0.762133896 -1.116789460  1.16351914  1.36510515
## normals               -1.545393229 -0.473734528  0.59611768 -1.12693357
## poisson               -0.628922343  1.393314958 -0.71193993 -1.52774525
## memsql                -0.211211964 -0.226586238  1.45371819 -1.21232820
## googlepythonapi       -0.608581066  0.015266365  0.29119027  1.62267065
## unclickable           -0.127766743 -1.582971573  0.96422517  1.17537534
## supress               -0.956242800  0.649236500  1.49989986 -1.37975895
## transferfunction       0.591979980 -1.649208426  0.89249104  1.14759004
## id                    -0.780232191  0.484834701 -0.57044339  1.21121550
## cqlengine             -1.042709708 -0.130024478  0.48384479 -0.73111230
## succeeds               1.298981309  0.334125400  1.49087739  0.58291548
## developers             0.700271904 -1.095558643  0.98822898 -1.56148064
## inspectelement         0.077039830 -0.382109493  1.15761685  0.13230626
## avarage                0.960094988  0.053546242  0.02369870  1.52732420
## httpcookie            -1.635079741 -1.456806779 -1.64240611  0.70086473
## windowsx               0.405816406 -1.129871368  0.07452063  1.13126493
## track                  1.070646405 -0.030554786 -1.34760916 -1.46750116
## exercise               0.681961477  1.390010834 -0.52128065 -0.91142100
## scrabble              -0.863623500  0.921960652  1.51721704  1.39449632
## ipythonjupyter         1.010831118  0.221711904 -1.35337901  0.25995621
## mkdir                  0.001497361 -1.182736397 -1.19714499  1.19449317
## comparing              1.106876850 -0.209412977  0.93211520 -1.01882195
## anticaptcha           -0.643595397  0.571232736 -1.00618684 -0.92887038
## ifconfig              -1.262150645 -1.055886745  0.42799899 -0.86676055
## rpg                   -1.513525724  0.655340135  0.01238043 -0.92226344
## rich                  -0.722838938 -0.574209154 -0.98981702 -0.64233476
## autoincrement          1.290305495  0.088985279  1.15618682 -0.92339605
## netsh                  1.558898211 -0.043768227  0.01724750  0.79811561
## finding               -1.495976925  0.500289798  0.76096594 -1.53329968
## texttable              0.254403383 -0.896497488 -0.77269375 -1.02735889
## vmwareworkstation     -1.284898162  0.942456603 -0.26875386  0.62997031
## regularlanguage        1.117951751 -1.715156317 -1.76018631  1.44700146
## spoofing               0.255760700 -0.406827122 -1.33892703  1.66645956
## palette               -0.311385095  0.553980589 -1.24060428 -1.54667437
## suitable              -1.236835361  0.712905645  0.45674336 -1.01428640
## gil                    1.021744609 -0.791771710 -0.96494222  0.89356571
## headerquot            -1.342733026  1.663065553  1.35296893  0.26806936
## excecute               0.942025006 -0.521014750  0.55045360  1.21549952
## lightfm                0.263154298 -1.011993289  0.30604663  1.26351774
## folium                -0.852432251  1.012192130  0.14258318 -1.48297989
## daskdelayed           -0.457241058 -0.890181124 -1.32454240  1.49391091
## ntlm                  -1.810432673  0.153810903  0.58465338  0.19223668
## hovertool              0.887614310 -0.106741957 -0.93702126  1.17656481
## rasterizing           -0.625904083 -1.080826163 -0.72469223  1.62253344
## sendkeys               0.808245361  1.006398439 -1.36751509  0.45296216
## statsforecast          0.893789947 -0.184815511 -0.72761708 -0.99597609
## serialexception        1.435219765  1.226242304 -1.66007590 -1.09323001
## thanks                -0.168473959  0.317446589  1.44979513 -1.29400635
## listview              -0.221430242 -0.502435923  0.90352088  1.09012568
## maturity               1.504131556 -0.015609422 -0.28302512 -0.02384785
## pythonsocialauth       0.963929951 -0.252084434  0.25499943 -0.20927572
## randomchoice           0.094998732  0.634456396  0.61321300 -1.26271760
## systematically        -1.404570222  0.915535748 -0.42395952  1.23285675
## compilerconstruction  -0.337572485  1.022444129 -0.99145156 -1.30429435
## directed              -0.403071374  0.614485979  1.33404827  1.07385898
## ordinals              -0.658571184  0.134325713  1.67577457 -0.45640782
## projection             0.017526539 -1.179551125 -0.78136396  0.33605105
## assignmentoperator     1.025224924  0.127020836  1.53059173  1.09363377
## mpeg                  -0.076393224  1.020022631 -0.63879168 -0.58560824
## serviceaccount         1.510694027  0.786535144 -0.60210603 -0.64302093
## knowledgegraph        -0.771535337 -1.228022099  0.43735918  1.04208040
## generatorexpression   -0.697519183 -1.056184649  0.44543159  1.37498212
## experiencing          -0.617664218  0.581416786  0.45927268 -0.46626538
## tokenise              -1.343363166  1.156719327 -1.56082439  0.13711597
## readcsv                1.339935660 -1.331299424 -1.37862945  0.42998359
## managerdict           -0.565322459 -1.508220911 -1.08876598 -0.87196267
## cleardb                0.968496263 -1.053798437  0.12522532 -0.93748128
## qtmultimedia           1.094595075  1.147775412  0.02379082  0.96268338
## executescript          0.401112378  0.540226281  1.34369504 -1.40201628
## fluid                  1.171787262  0.038283732  1.85647190  0.36838296
## flag                  -1.445947170 -0.994637191 -1.51990545  1.46704876
## pssh                  -0.256313413 -1.413145304  0.10796285 -1.27781034
## fitness               -0.089298628  0.421192288  0.74697548  1.01976836
## pascal                 0.021132905  0.899413407  0.91615564 -1.36258531
## idlepython            -0.397986412  0.281370848 -0.96958423  0.93172055
## cloned                 0.162405148 -0.719446123  0.47368589  0.81039959
## neg                    1.108231187  0.614411533 -0.30835557  1.28567564
## excelformula          -0.792201281 -0.955069542 -0.07188315  0.01576402
## expr                   0.067082331 -0.992777586 -1.07610905 -1.00279236
## quotconnection        -0.715795219  0.016503260  1.02827001 -1.11640620
## sqlites               -1.153290629 -1.456307888 -0.02564794 -0.39097127
## apachenifi            -0.030800458  0.869857371  0.91464263  0.12955850
## celerybeat            -0.564883411  0.430360615  1.59961319 -0.80283552
## relaxation            -1.659188509  1.558539987 -0.10035273  0.82230234
## difficult              0.722941756  0.971500576 -1.17460835 -1.33255839
## userprofile           -0.611809492 -0.269708097 -0.62423450  0.31714681
## latlng                 1.354575515 -1.257964373  0.56811291  0.90818906
## plyer                 -0.731231451  0.808625638 -0.85793173 -1.18296623
## djangoregistration     0.610508561  0.807181656  1.47877085  1.11588955
## googlechromeextension  0.349025160 -0.014310251 -1.48808980 -0.99364114
## incrementdecrement     0.596788526  1.521023154 -0.67417729 -1.58068287
## user                   0.067479052 -0.543862581  1.23129928  0.91104376
## quotdatequot          -0.865453839  1.488760114  1.16391444 -1.31687105
## signalsslots           1.440860391  1.449633956  1.20608282  1.31022191
## inject                -1.291017652 -0.877149165  0.86530757 -1.16849136
## inferior               0.182821989  1.269274354  1.00622034 -1.46441388
## objectrecognition     -1.306204081 -0.977524579 -0.34982333 -0.73231214
## hiddenmarkovmodels    -0.172566146  0.044522580 -1.55785179  0.85730171
## nestled               -1.625328064  0.970835686 -1.63565803  0.46294495
## processed              1.230815768 -1.019748926  0.07907094  0.12674423
## trojan                 0.497293770 -0.727550507  0.43089619  0.38609645
## commontableexpression -1.287388682  0.039345216  0.10221421  0.67247367
## york                  -0.609043777  0.236697376  0.08659410  0.60445142
## teamviewer             1.332893968  1.700886369  1.52223814  1.02874184
## adhoc                  0.081971750 -1.298229694 -1.34728825 -1.49440908
## store                  0.574553251 -0.735359967  0.10192551  1.47932887
## rediscli              -0.359699935 -0.227882072 -1.45207369  1.32691789
## sine                  -1.241245747  1.044182420 -0.24211206 -0.24454984
## mulitple               1.353882313  1.332898021  1.68547583  0.77949607
## undo                  -1.138065934 -0.519797266  1.24608672  0.13750739
## autoconf               0.368963182 -1.021484256  0.51472640 -0.93656462
## lxmletree             -1.327321887  1.646023631  0.42239097 -0.98717654
## sar                    1.376738906 -1.409509063  1.68280888 -0.83661181
## absent                 1.381534100 -0.778234363  1.25316167  0.46850383
## rookie                 0.349539399  0.164026186 -0.30966201  0.15910235
## garbled                0.631529868 -1.180390358 -1.50925326 -1.23187757
## rpyc                  -1.757638454 -0.268540323  0.71753472  0.60612375
## buckets               -0.672961771 -0.253902465 -0.94564480 -1.11237204
## encrypted              1.719010472  0.665269196  0.48507202 -1.33277798
## deallocate            -1.300041795  0.057393711 -0.84345120  1.29428947
## qstandarditemmodel     1.153287768  1.496962428  0.31609926 -1.41476071
## newline               -0.606198549 -1.524496794  1.48482442 -0.47927448
## changelog              1.128208756  0.675769150  0.37051496  0.05461045
## qfiledialog            0.661216557 -0.813678682 -0.93198389 -0.48685816
## partitioning           1.534037948 -1.444576740  1.35420549  1.57177377
## armv                  -0.444298446  1.107051611  1.44067299 -0.53918833
## standardscaler        -0.488455743 -0.210086763 -0.29686683 -0.37608463
## pythonbeautifulsoup    0.736012220 -1.231390834  0.86662889 -0.52308279
## refactoring            0.401526213 -1.257981062 -0.59782553  1.10161340
## superclasses           0.344226182 -1.740161300  0.12920101 -1.11257076
## predecessor            1.060369372 -1.278059840 -0.25886449 -0.90932542
## ltgt                   1.484377384 -0.504848123 -1.64156449  1.23506486
## sequential            -0.112476580 -1.015568256 -0.85299873 -0.23395155
## module                -1.166992307 -1.267245173 -1.09198821  0.44533917
## configurationfiles    -0.924795508  1.706565142  1.42434859  1.64361691
## ultimately             1.517299414 -0.854976118  0.72660065 -0.33929235
## uisng                  0.977538884  0.028117174 -0.29542735  1.15477610
## byquot                -0.665910602 -1.233182788  0.88742834  0.03845970
## cpuarchitecture        1.183401108  0.827896237 -1.05842793  1.76061678
## deltars                0.443456680 -1.190996885  0.86100727 -0.17331821
## knowing               -0.408103317 -1.412410498 -0.78066075 -0.19658580
## hacking                1.519644022  0.257967502  1.48840141  0.41164953
## imgkit                 1.140667796 -1.234204054 -1.35284114 -0.98213863
## ramp                   1.094902515 -0.275750846 -0.11829603 -0.40208036
## lat                    0.580968499 -0.884133875  0.15293683 -1.10298955
## natural                0.219048560  0.224002689  0.36621007  1.55481470
## screenbrightness       0.330412716 -0.007297884  0.18409564 -0.92256987
## dplot                 -0.117108412 -1.541712999  0.67272460  1.00561666
## scissor               -0.301866889 -1.188688278  0.81924677 -1.60167527
## lemmatize              1.215537786  0.553046227  0.34928676 -0.27404568
## windowsfirewall        0.004334925 -1.485643625 -0.78112513  1.50841260
## pops                   1.148415208 -0.336068839  1.18555689  1.36751461
## quotexceptquot         0.326441199  1.063831449  0.61786270 -1.02084911
## fa                     0.161581978 -1.242282748 -0.28307676  0.39251605
## googleclouddlp        -1.050430655  1.001682162 -0.42453596 -0.34475040
## jax                   -0.683902383 -1.517178059  1.19084871 -0.15023886
## jboss                  1.684176326  0.896099269 -0.28761426 -0.18191446
## voicerecognition       0.589678288 -1.403525710 -1.22855985 -0.77372646
## splitting             -0.846451044  1.492748141 -1.24414670 -0.48886237
## numberquot            -1.623279095  0.729922295  1.64756489 -1.07504332
## methodsignature       -1.428151727 -0.948850632  0.67719817  1.27632272
## sourced                0.049703181  0.656683803 -0.72560698 -1.38045537
## ljust                 -1.557492018  1.130327106 -0.31337255 -0.54383838
## linux                 -0.968340993  1.107344508 -1.14258420  1.63236618
## pythonalpine          -1.323614836  0.798150957 -0.87511224  0.27399194
## vscoderemote           1.716910958 -0.225131139 -0.03443834 -0.79444879
## pythonfractions       -1.685824871 -1.062006831 -0.92550343 -0.38284862
## mapquest               1.231825352  0.621558666 -1.10387135  0.09200764
## questdb               -1.105360627  1.144742489 -1.64417231 -1.15083122
## dnsresolver           -1.402896404  0.298074186 -0.27103183  0.56730545
## meanshift              0.163274482  0.410645634  1.62303114 -1.49129534
## sports                 0.657615066  0.194428295 -0.57184243  1.47197473
## itertools              0.432624072  0.864782572 -1.58790910 -0.35617271
## hybrid                -1.058877468 -0.302387625 -0.83783293 -1.24483335
## offloading            -0.989663959  0.166543856 -1.20052159 -0.70268762
## dashdb                 0.841643751  1.245747447  1.02078056  0.63428056
## ansicolors            -0.652990460  0.480386078  1.02281594 -0.44379970
## observe                0.765939415  0.928240836  0.31170073 -0.30920434
## getpost               -0.959303737 -0.065089233 -1.08255398  1.51041341
## digitsum              -1.594271898  0.442339242  0.29041490  1.54083061
## faiss                 -1.366679072 -0.126874626 -0.37156123 -0.41207328
## clexe                 -1.538842440  0.020150468  0.60550737 -1.02408552
##                               X49          X50
## lttrgt                 1.64040756 -0.166161850
## expose                -0.50185043 -0.671482027
## socketaccept           0.78184062  0.285080075
## methoddescriptor       0.07962868  1.308489442
## mud                    1.64778304 -0.040022597
## proper                 0.58650100 -1.615690947
## belonging              0.40050611 -0.196792915
## dosnt                  1.13638425 -0.786134362
## wrongversionnumber     1.34148180  0.858937085
## transformer           -1.36707675  0.416595221
## pyrunstring            0.06782524 -0.005201147
## sanitizer             -1.53865695 -1.494518280
## ole                   -1.65389800 -0.770882785
## render                 0.11068277 -0.249143288
## daskdataframe         -0.58482689 -1.217198014
## sclient               -0.12035105  0.756965101
## piece                  0.59537452  0.413308144
## dictkey                0.15643471  0.109535597
## stringformat           0.96203846  0.585360646
## normals               -0.45066521 -1.411158085
## poisson                1.70394373 -0.966014087
## memsql                 0.17502965  1.424419284
## googlepythonapi       -0.83504045 -0.042335860
## unclickable           -0.68133926 -0.610435009
## supress                1.16007876  0.172348529
## transferfunction       1.55068851 -1.491584778
## id                    -1.85368907 -1.027099848
## cqlengine             -1.25049281 -1.231843352
## succeeds              -1.62623596  0.959411323
## developers            -0.99810928 -1.591568232
## inspectelement        -1.04162145  1.022204041
## avarage               -1.38974810 -0.611492276
## httpcookie             0.85487330 -1.484169722
## windowsx               0.16861476 -1.105454922
## track                  0.78433770 -1.559032798
## exercise              -0.72704720 -1.236282110
## scrabble               0.51207668 -0.689567327
## ipythonjupyter         1.10157800 -0.176628873
## mkdir                  1.11868238  1.324024439
## comparing             -0.62865728 -0.994893193
## anticaptcha            1.14671302 -0.978617311
## ifconfig              -1.56717372  0.192012772
## rpg                   -0.36957052 -1.600130916
## rich                  -1.41317856 -1.458555102
## autoincrement          1.04322660  0.579692662
## netsh                 -0.49136227  1.591154218
## finding                0.64991784  0.597551763
## texttable             -0.10615606  0.717534602
## vmwareworkstation      1.67064273  0.404379010
## regularlanguage        0.64513946  1.094817758
## spoofing               1.50722563  1.326135278
## palette                0.21215178 -1.933072567
## suitable               1.28654766  0.786024451
## gil                    0.54199332 -1.277284265
## headerquot            -1.70262277 -0.781629324
## excecute               1.10757482  1.071742773
## lightfm                1.17296016  1.467865467
## folium                -0.51028383 -0.996661007
## daskdelayed           -1.48862422 -0.490933657
## ntlm                  -1.90052366  1.490020275
## hovertool             -1.34104800  0.008679443
## rasterizing            0.65151566  1.008068204
## sendkeys              -0.04113439  1.511607528
## statsforecast          0.21079774 -1.104818583
## serialexception       -0.18378398 -0.753286421
## thanks                 1.51421142  1.208058953
## listview               0.74630910 -1.642956138
## maturity              -0.05194772  0.079756729
## pythonsocialauth      -0.03106773 -1.528019905
## randomchoice           1.43071699  1.420907378
## systematically         0.29450756  0.581257820
## compilerconstruction   0.46343502  1.098526835
## directed               0.24684471  0.994203091
## ordinals              -0.43405864 -0.654582918
## projection            -0.42192689  0.752741098
## assignmentoperator    -0.99685407 -1.036568880
## mpeg                  -0.77375430 -0.091288708
## serviceaccount         1.16147113  1.509976983
## knowledgegraph         1.01818478 -0.612635195
## generatorexpression   -0.34832263 -0.844481528
## experiencing           0.22023621  1.069307804
## tokenise               1.44985926  0.916721821
## readcsv               -1.82109046  0.715180159
## managerdict           -1.33804142 -0.266627580
## cleardb               -0.59971988 -1.630562067
## qtmultimedia           1.08517480 -0.924908817
## executescript          0.62109095 -1.527098179
## fluid                 -0.37048832 -1.700835705
## flag                  -0.84022254 -1.631576657
## pssh                   1.35715294 -0.991614938
## fitness                0.31456208  0.276739627
## pascal                -1.06662655 -1.339667916
## idlepython             1.51938832 -1.024233580
## cloned                 0.88367486  0.414793164
## neg                   -0.43375966 -1.389468908
## excelformula           1.14955473 -0.972944915
## expr                  -1.47659302  0.621493101
## quotconnection        -0.88565904 -1.212463140
## sqlites               -1.16922629  1.285574913
## apachenifi            -1.64121962 -0.260813087
## celerybeat            -1.30249846  0.853720725
## relaxation             0.36907718 -0.024521902
## difficult             -0.80117100 -0.588825583
## userprofile            1.08210599  1.646237373
## latlng                -1.54868627 -0.291029632
## plyer                  0.03275444 -0.650679052
## djangoregistration     1.24437928 -1.009359956
## googlechromeextension -1.81245208 -0.040616330
## incrementdecrement     1.37559390  1.145794630
## user                   0.59418815 -0.716255009
## quotdatequot          -1.07074428 -0.689202547
## signalsslots           0.40128261  0.206507891
## inject                -1.06878257  0.004608884
## inferior              -1.33137023 -0.101596467
## objectrecognition     -1.18683946 -1.318191051
## hiddenmarkovmodels     0.80491179  0.406142920
## nestled               -1.56101632 -1.337692976
## processed             -1.44106698 -0.548662901
## trojan                -0.43325064  0.663341403
## commontableexpression  1.47900343  0.919050992
## york                  -1.56947243 -1.356299400
## teamviewer            -0.92038864 -0.558949411
## adhoc                 -0.54028440 -0.150889918
## store                  1.62417161 -1.829111576
## rediscli               0.47225928 -1.500605941
## sine                  -1.67451453 -1.017154455
## mulitple              -1.66544390 -0.576652050
## undo                   1.34029317 -1.690613031
## autoconf               1.41016340 -0.070968278
## lxmletree              0.64306116  1.345404863
## sar                    1.23238158 -1.627702951
## absent                -0.15293829  1.419087410
## rookie                -1.45845938  1.481530666
## garbled                0.66768765  0.848276913
## rpyc                  -1.46526527  1.096764088
## buckets               -0.75021648  1.468821645
## encrypted              1.48390079  1.362107992
## deallocate            -0.64967614  0.741755128
## qstandarditemmodel    -1.81760597 -0.897769511
## newline               -1.52146482  1.310391188
## changelog             -1.81431091  1.822762012
## qfiledialog            1.67447519 -0.767771661
## partitioning           1.15219891  0.998644114
## armv                  -0.97209787  0.774494648
## standardscaler         0.02198995  1.521277189
## pythonbeautifulsoup   -0.46487072  0.705803156
## refactoring           -1.00182021 -0.176901489
## superclasses           0.42758664 -1.385091543
## predecessor            1.11923575  1.358852625
## ltgt                   1.05628896  0.662893176
## sequential            -0.93206179  0.613371372
## module                 0.93528891 -1.410671949
## configurationfiles     0.45804030  0.260753781
## ultimately             0.04307108  0.476832688
## uisng                  0.62788278 -0.455062538
## byquot                -0.48181126 -1.527821422
## cpuarchitecture       -1.45103967 -1.092700601
## deltars                1.19687486 -0.008672883
## knowing               -1.36519372 -1.435611844
## hacking                0.36113489  0.775537908
## imgkit                 1.12076867  0.486346543
## ramp                   1.72938406  0.816727698
## lat                    0.76541227 -1.344077468
## natural                1.70379829 -0.305124521
## screenbrightness       0.35434285  1.568468332
## dplot                  0.97039348  1.231617570
## scissor                1.04047656  1.233367682
## lemmatize             -1.05916810  1.529113770
## windowsfirewall        0.81486315  0.481023103
## pops                  -0.24546936  1.480110168
## quotexceptquot         0.99423909  0.316583276
## fa                    -1.25155389  1.628226280
## googleclouddlp         0.60305613 -0.079615146
## jax                    1.59764266  0.907754183
## jboss                 -0.05167729  1.388969421
## voicerecognition      -1.08287656 -1.719904780
## splitting             -0.49252528  0.162359521
## numberquot             0.41072613 -1.746206641
## methodsignature       -0.12656264 -0.082800858
## sourced                0.98858893 -0.128698453
## ljust                  0.35314956 -0.818909824
## linux                 -1.34305763 -1.653745532
## pythonalpine          -0.15454900 -0.369424254
## vscoderemote           0.78078741 -2.015949249
## pythonfractions       -0.17653695 -1.091134071
## mapquest               1.22603905  0.162896231
## questdb                0.73051184  0.850082040
## dnsresolver           -0.07426711 -0.989258945
## meanshift             -0.69597125  0.861299574
## sports                 1.37199914  0.044170909
## itertools             -1.17470396  0.650672078
## hybrid                 1.56754053  0.501002610
## offloading            -1.24944210 -0.813041747
## dashdb                -1.40119994 -0.784851015
## ansicolors             0.20290776  0.567008555
## observe               -0.48299465  1.477677822
## getpost               -0.88266438  1.278304577
## digitsum               0.42447051 -1.626768351
## faiss                  0.84621716  1.662345171
## clexe                  0.59988678  1.303139091

Word Embedding

Paragraph2vec Approach

Paragraph2Vec Result

Question -> How to run python in conda environment ?

Similarity Matrix

##          term1        term2 similarity rank
## 1        conda     anaconda  0.9151204    1
## 2        conda environement  0.8750440    4
## 3        conda    miniconda  0.8700238    5
## 4        conda    pippython  0.8859061    3
## 5        conda        pyopt  0.8862889    2
## 6  environment          env  0.9720023    1
## 7  environment   enviroment  0.9143285    3
## 8  environment      utility  0.8447001    5
## 9  environment         venv  0.8642362    4
## 10 environment      virtual  0.9175690    2
## 11      python    overwrite  0.8554232    3
## 12      python      passing  0.8754611    1
## 13      python     printing  0.8479622    5
## 14      python      pythonx  0.8709121    2
## 15      python      writing  0.8501320    4
## 16         run      execute  0.9763917    1
## 17         run    executing  0.9418076    2
## 18         run       launch  0.9300061    5
## 19         run      running  0.9352252    4
## 20         run         runs  0.9377644    3

Related Tags

##  [1] "execute"      "env"          "executing"    "runs"         "running"     
##  [6] "launch"       "virtual"      "anaconda"     "enviroment"   "pyopt"       
## [11] "pippython"    "passing"      "environement" "pythonx"      "miniconda"   
## [16] "venv"         "overwrite"    "writing"

Top 5 Tags

## [1] "execute"   "env"       "launch"    "virtual"   "anaconda"  "miniconda"
## [7] "overwrite"

Thank You