TF-IDF for CH&GLEIF_sample features = 2^18 ngrams = 3

TF-IDF for CH&GLEIF_sample features = 2^18 ngrams = 3
+----------------------------------------+----------------------------------------+-------------------+
|                           CompanyNameCH|                        CompanyNameGLEIF|                dot|
+----------------------------------------+----------------------------------------+-------------------+
|               UT FINANCIAL SERVICES LTD|           MC FINANCIAL SERVICES LIMITED| 0.7465973016715869|
|   PILOT COMMUNICATIONS (EUROPE) LIMITED|         MBM Communications (Europe) Ltd| 0.7439477633332614|
|            TEES VALLEY COMMUNITY CHURCH|   Salinas Valley Community Church, Inc.| 0.7393730733342718|
|                     PST ENGINEERING LTD|                 ABT ENGINEERING LIMITED| 0.6992915243603692|
|           YARA AIRCRAFT ENGINEERING LTD|     GE Aircraft Engine Services Limited| 0.6963654449743002|
|            NEW POWER TECHNOLOGIES, INC.|               Vision Technologies, Inc.| 0.6829731017443983|
|             MARIVA ASSET MANAGEMENT LTD|            MGA ASSET MANAGEMENT LIMITED| 0.6822452758478923|
|          ELLANDS FINANCIAL SERVICES LTD|           MC FINANCIAL SERVICES LIMITED| 0.6815315651924037|
|                   OLLEY ENTERPRISES LTD|              Winstanley Enterprises LLC| 0.6769001274771125|
|          G W FINANCIAL PLANNING LIMITED|              PSC Financial Planning Ltd|    0.6759932506958|
|                         BT SHIPPING LTD|                  Doria Shipping Limited| 0.6661950625269509|
|               DRT INTERNATIONAL LIMITED|                    ST INTERNATIONAL SRL| 0.6491918191478749|
|      HICKING FINANCIAL SERVICES LIMITED|           MC FINANCIAL SERVICES LIMITED| 0.6400882065775276|
|                  ERM INTERNATIONAL B.V.|               TERRAX International B.V.| 0.6393946394202961|
|    SURE MOVE FINANCIAL SERVICES LIMITED|           MC FINANCIAL SERVICES LIMITED|  0.629618758401901|
|                EA CONSTRUCTIONS LIMITED|               KNR CONSTRUCTIONS LIMITED| 0.6265793694309673|
|                BUSINESS NETWORK LIMITED|                     ANG NETWORK LIMITED| 0.6255316768453913|
|             PORTNALL PROPERTIES LIMITED|              Overall Properties Limited| 0.6234890615581481|
|                   KPT INTERNATIONAL LTD|                    ST INTERNATIONAL SRL| 0.6232205127739434|
|               UBER LAND RESIDENTIAL LTD|                  CL RESIDENTIAL LIMITED| 0.6139994486636642|
|          OLYMPIA FINANCIAL PLANNING LTD|              PSC Financial Planning Ltd| 0.6109165033695751|
|      MILL LANE ASSET MANAGEMENT LIMITED|            MGA ASSET MANAGEMENT LIMITED| 0.6079267664857615|
|                     VALLEY SHIPPING LTD|                  Doria Shipping Limited| 0.6037245232122166|
|         GOJI FINANCIAL SERVICES LIMITED|           MC FINANCIAL SERVICES LIMITED| 0.6034101188672857|
|          G W FINANCIAL PLANNING LIMITED|1st Chartered Financial Planning Limited| 0.6022611353302671|
|                BRAD ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED| 0.6017739002374041|
|                  A CONSTRUCTION LIMITED|               KNR CONSTRUCTIONS LIMITED| 0.5987822320903984|
|CRYSTAL CLEAR FINANCIAL PLANNING LIMITED|              PSC Financial Planning Ltd| 0.5918849248339668|
|               UT FINANCIAL SERVICES LTD|     BRUNSDON FINANCIAL SERVICES LIMITED| 0.5860823892111348|
|                   OLLEY ENTERPRISES LTD|                   Lador Enterprises Ltd| 0.5821078761588049|
|                     DPS ENTERPRISES LTD|                   Lador Enterprises Ltd| 0.5816914370894908|
|                     NJ TECHNOLOGIES LTD|               Vision Technologies, Inc.| 0.5806634355649247|
|                 A GREEN INVESTMENTS LTD|                     MHN INVESTMENTS LTD| 0.5775688828310801|
|     SHORELINE INVESTMENT MANAGEMENT LTD|     Lancaster Investment Management LLP| 0.5715852633203069|
|             WHYMAN ASSET MANAGEMENT LTD|            MGA ASSET MANAGEMENT LIMITED| 0.5707570994491054|
|                MARRTREE RESIDENTIAL LTD|                  CL RESIDENTIAL LIMITED| 0.5688192629584369|
|                 KJN INVESTMENTS LIMITED|                     MHN INVESTMENTS LTD| 0.5673440999957113|
|                COSEVER SHIPPING LIMITED|                  Doria Shipping Limited| 0.5650643748969307|
|                 EASYLET RESIDENTIAL LTD|                  CL RESIDENTIAL LIMITED| 0.5646928875668378|
|            GREY CLOUD SOLUTIONS LIMITED|                      OPEN CLOUD LIMITED| 0.5633372875067326|
|                 BANG INTERNATIONAL LTD.|               MCG International Pty Ltd| 0.5621743719529397|
|                        TIBER ENTERPRISE|                   Lador Enterprises Ltd| 0.5620508579535095|
|                 COURLAN INVESTMENTS LTD|                     MHN INVESTMENTS LTD|  0.555117275043361|
|    ETERNAL GLOBAL INTERNATIONAL LIMITED|                    ST INTERNATIONAL SRL| 0.5532178128450485|
|            MUCKHART ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED| 0.5472399331750551|
|                 BANG INTERNATIONAL LTD.|                    ST INTERNATIONAL SRL| 0.5464843275549696|
|              BETHEL ENTERPRISES LIMITED|                   Lador Enterprises Ltd| 0.5463380520793368|
|                 SPF ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED|  0.546082993732281|
|                     MEDIAN SECURITY LTD|                 Cooper Security Limited| 0.5457451169512597|
|                 KJN INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED| 0.5454913583142699|
|                      RAVENWORTH LIMITED|                     Inland Kenworth Ltd| 0.5451413727679968|
|                D&M TECHNOLOGIES LIMITED|               Vision Technologies, Inc.| 0.5437508262530562|
|                     CHC ENGINEERING LTD|                 ABT ENGINEERING LIMITED| 0.5430596320387822|
|           HEAT SOURCE SOLUTIONS LIMITED|                               LA SOURCE| 0.5427045819700127|
|                  NOLAN NETWORKS LIMITED|                     ANG NETWORK LIMITED| 0.5422874118620464|
|            KESTREL TECHNOLOGIES LIMITED|               Vision Technologies, Inc.| 0.5418407212041778|
|               ALC INTERNATIONAL LIMITED|                    ST INTERNATIONAL SRL| 0.5404192241347363|
|        HAYRISH ASSET MANAGEMENT LIMITED|            MGA ASSET MANAGEMENT LIMITED| 0.5397234071230046|
|                   OLLEY ENTERPRISES LTD|             Croushi Enterprises Limited| 0.5396083911175387|
|                     DPS ENTERPRISES LTD|             Croushi Enterprises Limited| 0.5392223561137284|
|                NORTHPORT IMMOBILIEN LTD|                           DH IMMOBILIER| 0.5377406184481257|
|                  ALS ASSOCIATES LIMITED|        HOWARD TENENS ASSOCIATES LIMITED| 0.5353096908129595|
|          ELLANDS FINANCIAL SERVICES LTD|     BRUNSDON FINANCIAL SERVICES LIMITED| 0.5350054804061841|
|                AVENDIS ENTERPRISES LTD.|                   Lador Enterprises Ltd| 0.5345252881100151|
|              CCROSS ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED|  0.533857838031703|
|            ERINGOLD ENTERPRISES LIMITED|                   Lador Enterprises Ltd| 0.5336454883766655|
|          OLYMPIA FINANCIAL PLANNING LTD|1st Chartered Financial Planning Limited| 0.5333849468956964|
|                 A GREEN INVESTMENTS LTD|                ARUN INVESTMENTS LIMITED| 0.5323202525564471|
|              FELDON ENTERPRISES LIMITED|                   Lador Enterprises Ltd| 0.5317740822139954|
|                     PST ENGINEERING LTD|                     EKRI Engineering AB| 0.5312866397127389|
|               VGO INTERNATIONAL LIMITED|                    ST INTERNATIONAL SRL| 0.5296049308795343|
|                   GB COMPOSITES LIMITED|                Composites de Levante SL| 0.5285570161154385|
|                       ELS ANALYTICS LTD|  Shenstone Green Data and Analytics Ltd|  0.527434728041257|
|CRYSTAL CLEAR FINANCIAL PLANNING LIMITED|1st Chartered Financial Planning Limited| 0.5272233229084362|
|                MUNG MEE ENTERPRISES LTD|                   Lador Enterprises Ltd| 0.5269535248393552|
|                      IESE FOUNDATION UK|                    San Anton Foundation| 0.5260051629727397|
|                BRAD ENGINEERING LIMITED|                     EKRI Engineering AB| 0.5257254408213854|
|                             SIMPLER LTD|                           ProteinSimple| 0.5255970083163669|
|                    ECOM DIGITAL LIMITED|                 K&M Digital Assets Inc.|  0.524556065586526|
|              BETHEL ENTERPRISES LIMITED|             Croushi Enterprises Limited|  0.524369075910859|
|                          E HOLDINGS LTD|                         Mole holding AB| 0.5242778486469307|
|            DOVEDALE ELECTRONICS LIMITED|            SCHRADER ELECTRONICS LIMITED| 0.5232881930093687|
|                    FWD ENGINEERING LTD.|                 ABT ENGINEERING LIMITED| 0.5219069388761882|
|        S L INNOCENT ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED| 0.5218039023719461|
|                      TD PERFORMANCE LTD|                   PERFORMANCE EURO 2022| 0.5209502983577121|
|   SPA FINANCIAL SERVICES SOUTH EAST LLP|           MC FINANCIAL SERVICES LIMITED| 0.5209147298127415|
|                SARDINA TECHNOLOGIES LTD|               Vision Technologies, Inc.| 0.5207332309494324|
|                ISBA ENTERPRISES LIMITED|                   Lador Enterprises Ltd| 0.5207089499165221|
|                      SKULL MOUNTAIN LTD|            Mill Mountain Engineering AB| 0.5201697663103536|
|          SCIENTIFIC ELECTRONICS LIMITED|            SCHRADER ELECTRONICS LIMITED|  0.519855854592858|
|    R AND T FINANCIAL CONSULTING LIMITED|        THE WRIGHT FINANCIAL CONSULTANCY| 0.5187397512047204|
|                     GKB ENGINEERING LTD|                 ABT ENGINEERING LIMITED| 0.5177542143324728|
|     SHORELINE INVESTMENT MANAGEMENT LTD|IRONBRIGHT INVESTMENT MANAGEMENT LIMITED| 0.5175347248529756|
|                  MARLEY FINANCE LIMITED|                           FERRY FINANCE| 0.5171889774361783|
|                  ASTERIA INVESTMENT LTD|     Lancaster Investment Management LLP| 0.5160923817457796|
|                        A I WILLIAMS LTD|             MRS J M WILLIAMS WILL TRUST| 0.5134549103807639|
|               DRT INTERNATIONAL LIMITED|           SEYMOUR INTERNATIONAL LIMITED| 0.5129893100927978|
|            ERINGOLD ENTERPRISES LIMITED|             Croushi Enterprises Limited| 0.5121868969936508|
|                 COURLAN INVESTMENTS LTD|                ARUN INVESTMENTS LIMITED| 0.5116275769585611|
|         RM CONSULTING INTERNATIONAL LTD|               MCG International Pty Ltd|  0.511512407720084|
|               RIGBY ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED| 0.5114879942662509|
|          SMART MEDICAL SERVICES LIMITED|                     CONSORT MEDICAL PLC| 0.5111769109421573|
|              RAUGAN INVESTMENTS LIMITED|                     MHN INVESTMENTS LTD| 0.5109644284796422|
|             PETER LANG CHILDREN'S TRUST|            HANSON CHILDREN'S SETTLEMENT| 0.5108566475450599|
|                            SOLARIUM LTD|                           IDEARIUM S.L.|  0.510809385551936|
|                   AB PROPERTIES LIMITED|              Overall Properties Limited| 0.5107950230628238|
|            WINDROSE ENTERPRISES LIMITED|                   Lador Enterprises Ltd|  0.510756039574415|
|              MPLACE INVESTMENTS LIMITED|            Thristle Investments Limited| 0.5104041191550595|
|              FELDON ENTERPRISES LIMITED|             Croushi Enterprises Limited| 0.5103907425496423|
|             GE PENSION TRUSTEES LIMITED|         MANCHESTER FAMILY PENSION TRUST| 0.5091222164316492|
|                 ADA CORPORATION LIMITED|   CitiFinancial Canada East Corporation| 0.5066831555929152|
|                  MULBERRY TRADE LIMITED|                                 OLBERRY| 0.5041809889276694|
|      HICKING FINANCIAL SERVICES LIMITED|     BRUNSDON FINANCIAL SERVICES LIMITED| 0.5024722491990017|
|                      KIWORO INVEST LTD.|                             EURO INVEST| 0.5015033791597232|
|              TDM COMMUNICATIONS LIMITED|         MBM Communications (Europe) Ltd| 0.5006687527673872|
|                  KDS ASSOCIATES LIMITED|        HOWARD TENENS ASSOCIATES LIMITED| 0.5003933012057853|
|             PETER LANG CHILDREN'S TRUST|             WATTS CHILDREN'S SETTLEMENT|0.49988768997830485|
|                ISBA ENTERPRISES LIMITED|             Croushi Enterprises Limited| 0.4997705538668763|
|      COVER CONSTRUCTION COMPANY LIMITED|               KNR CONSTRUCTIONS LIMITED|0.49963478579522513|
|                  AP INDEPENDENT LIMITED|            Independence Blue Cross, LLC| 0.4994834867566085|
|               ALC INTERNATIONAL LIMITED|           SEYMOUR INTERNATIONAL LIMITED| 0.4993240683895192|
|                         NIC SYSTEMS LTD|                  MULTIMEDIA SYSTEMS ApS|0.49909858783849026|
|                  ERM INTERNATIONAL B.V.|                    ST INTERNATIONAL SRL|0.49909042759430233|
|               KASRA ENTERPRISES LIMITED|                   Lador Enterprises Ltd| 0.4981177674998472|
|                  KMS ASSOCIATES LIMITED|        HOWARD TENENS ASSOCIATES LIMITED| 0.4981087987433222|
|           EURO INVEST GERMANY NO. 4 LTD|                             EURO INVEST| 0.4978509639725762|
|         RM CONSULTING INTERNATIONAL LTD|                    ST INTERNATIONAL SRL| 0.4972363169061957|
|          NORTH COACH PROPERTIES LIMITED|             Great North Properties, LLC| 0.4967751295883893|
|                 BANG INTERNATIONAL LTD.|           SEYMOUR INTERNATIONAL LIMITED|0.49657529281912305|
|    ETERNAL GLOBAL INTERNATIONAL LIMITED|           SEYMOUR INTERNATIONAL LIMITED|0.49646372988590637|
|               PARL  ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED|0.49613832283139103|
|                XCLUSIVE TRADING LIMITED|  Thai Exclusive Leasing Company Limited| 0.4957969346527616|
|                AVENDIS ENTERPRISES LTD.|             Croushi Enterprises Limited| 0.4954997905748938|
|                HEADWAY TECHNOLOGIES LTD|               Vision Technologies, Inc.|0.49521738648941555|
|    SURE MOVE FINANCIAL SERVICES LIMITED|     BRUNSDON FINANCIAL SERVICES LIMITED| 0.4942536831972824|
|           AT ENGINEERING TECHNOLOGY LTD|                 ABT ENGINEERING LIMITED| 0.4933879843563428|
|                  ADCOM NETWORKS LIMITED|                     ANG NETWORK LIMITED| 0.4931964657338801|
|               SWARNICA TECHNOLOGIES LTD|               Vision Technologies, Inc.| 0.4914344244888963|
|              RAUGAN INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.49128329728597087|
|              EFFECTIVE CREATION LIMITED|                           Effectivus AB| 0.4911078430573398|
|            WINDROSE ENTERPRISES LIMITED|              Winstanley Enterprises LLC| 0.4909854851743356|
|                   ARION CAPITAL LIMITED|                         CHS Capital ApS|0.49097725392837954|
|               RISK AND SECURITY LIMITED|                 Cooper Security Limited|  0.490933423648562|
|            WINDROSE ENTERPRISES LIMITED|             Croushi Enterprises Limited|0.49021786322259264|
|           BEVINGTON ENTERPRISES LIMITED|                   Lador Enterprises Ltd|0.48992698740933227|
|RS PROPERTY AND REAL ESTATE INVESTMEN...|          Alpine Real Estate Invest GmbH|0.48986679579839865|
|      TECH CONNECTIONS WORLDWIDE LIMITED|               SMART LINK WORLDWIDE CORP|0.48985569689263325|
|              EVERETT PROPERTIES LIMITED|              Overall Properties Limited| 0.4897260083437187|
|                     DPS ENTERPRISES LTD|              Winstanley Enterprises LLC|0.48970689445154963|
|               VGO INTERNATIONAL LIMITED|           SEYMOUR INTERNATIONAL LIMITED|  0.489332127570629|
|              MPLACE INVESTMENTS LIMITED|                     MHN INVESTMENTS LTD| 0.4886776526241692|
|                MUNG MEE ENTERPRISES LTD|             Croushi Enterprises Limited|  0.488480838996082|
|                  A T MANAGEMENT LIMITED|            MGA ASSET MANAGEMENT LIMITED|0.48755527470537696|
|                 ADA CORPORATION LIMITED|Iberdrola Energy Projects Canada Corp...| 0.4873281638960397|
|            INNOVARE ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED| 0.4867662672827232|
|                ESHA INVESTMENTS LIMITED|                     MHN INVESTMENTS LTD|  0.486446611991973|
|       HEALTH NETWORK ASSOCIATES LIMITED|                     ANG NETWORK LIMITED| 0.4864209320228935|
|                    ECOM DIGITAL LIMITED|                      Regia Digital GmbH|0.48601515708785126|
|               SYMBOLS WORLDWIDE LIMITED|               SMART LINK WORLDWIDE CORP| 0.4859812158991044|
|      TSD CONSTRUCTION SOLUTIONS LIMITED|               KNR CONSTRUCTIONS LIMITED| 0.4859020595266882|
|                  TMS PROPERTIES LIMITED|              Overall Properties Limited| 0.4851655576719601|
|            GREENCASE MANAGEMENT LIMITED|     Lancaster Investment Management LLP|0.48501689455793373|
|              BRIGHT INFORMATION LIMITED|                              BRIGHT CAP| 0.4844429797552041|
|                   KPT INTERNATIONAL LTD|           SEYMOUR INTERNATIONAL LIMITED|0.48432033191493695|
|                LENDINI INTERNATIONAL LP|                    ST INTERNATIONAL SRL|0.48390841358784686|
|                    3S T INVESTMENTS LTD|                     MHN INVESTMENTS LTD| 0.4837548322960017|
|              MARTIN'S CONSTRUCTIONS LTD|               KNR CONSTRUCTIONS LIMITED|  0.483550776096102|
|                     CHC ENGINEERING LTD|                     EKRI Engineering AB|0.48250462268569877|
|                 AEGIA CLOUD SYSTEMS LTD|                      OPEN CLOUD LIMITED| 0.4817366623175855|
|          DORMEUIL MANUFACTURING LIMITED|            BOLT & NUT MANUFACTURING LTD|0.48123839351015085|
|                    NEXGEN INTERNATIONAL|               Maven International Corp.| 0.4809529254799208|
|                          BERT GLOBAL LP|                     CRUX GLOBAL LIMITED| 0.4802633714450907|
|                        MFA GARMENTS LTD|                THE SOUTH INDIA GARMENTS| 0.4801330734773689|
|                          E HOLDINGS LTD|                   Pea Perth Holdings LP| 0.4796401044340427|
|            YOMMEX INTERNATIONAL LIMITED|               TERRAX International B.V.|0.47909468215725975|
|               KASRA ENTERPRISES LIMITED|             Croushi Enterprises Limited|0.47808779279526553|
|              THE O LAB TECHNOLOGIES LTD|               Vision Technologies, Inc.| 0.4776884562125974|
|                   APL ANALYTICS LIMITED|  Shenstone Green Data and Analytics Ltd| 0.4775038840693995|
|                 SPF ENGINEERING LIMITED|                     EKRI Engineering AB| 0.4770724062504311|
|   BEERS ENGINEERING CONSULTANCY LIMITED|                 ABT ENGINEERING LIMITED| 0.4765715927820373|
|                     OSKA PUBLISHING LTD|                    Gamez Publishing A/S|0.47637697380929866|
|                MULBERRY STORAGE LIMITED|                                 OLBERRY|0.47630376325149565|
|              MPLACE INVESTMENTS LIMITED|          ELDERGROVE INVESTMENTS LIMITED| 0.4752198453743437|
|                       ECI 9 (EUROPE) LP|      FORESTER HOLDINGS (EUROPE) LIMITED|0.47479173218700593|
|              RADUS CONSTRUCTION LIMITED|               KNR CONSTRUCTIONS LIMITED|  0.474442218900537|
|                 ADA CORPORATION LIMITED|                     JETFISH CORPORATION| 0.4744173624327511|
|                    POSTRADER ROMANIA LP|                     Essilor Romania SRL|0.47392944254323127|
|                     BRIGHT KALU LIMITED|                              BRIGHT CAP| 0.4738807594794442|
|                   GOING PRIVATE LIMITED|                          Private Equity| 0.4737524002419011|
|         GOJI FINANCIAL SERVICES LIMITED|     BRUNSDON FINANCIAL SERVICES LIMITED| 0.4736797780384642|
|               DRT INTERNATIONAL LIMITED|                   TB International Sagl|0.47303284689749553|
|      HICKING FINANCIAL SERVICES LIMITED|               SBG Financial Trading Ltd| 0.4726473498427696|
|    ETERNAL GLOBAL INTERNATIONAL LIMITED|               TERRAX International B.V.| 0.4723256351198616|
|                 VICTORY INVESTMENTS LTD|                     MHN INVESTMENTS LTD|0.47219511486925836|
|                     OSKA PUBLISHING LTD|          The Findlay Publishing Company| 0.4719797615794079|
|              MPLACE INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED| 0.4716093906868497|
|                  BS PRODUCTIONS LIMITED|                TV Dinner Productions AB| 0.4715267702724735|
|    ETERNAL GLOBAL INTERNATIONAL LIMITED|                   TB International Sagl| 0.4713362581072437|
|           ABERGAIRN INVESTMENTS LIMITED|                     MHN INVESTMENTS LTD| 0.4704102003609856|
|           BEVINGTON ENTERPRISES LIMITED|             Croushi Enterprises Limited|0.47022637481292684|
+----------------------------------------+----------------------------------------+-------------------+