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

TF-IDF for CH&GLEIF_sample features = 2^18 ngrams = 2
+----------------------------------------+----------------------------------------+------------------+
|                           CompanyNameCH|                        CompanyNameGLEIF|               dot|
+----------------------------------------+----------------------------------------+------------------+
|   PILOT COMMUNICATIONS (EUROPE) LIMITED|         MBM Communications (Europe) Ltd|0.8040235149566082|
|                BUSINESS NETWORK LIMITED|                     ANG NETWORK LIMITED|0.7895906156663467|
|               UT FINANCIAL SERVICES LTD|           MC FINANCIAL SERVICES LIMITED|0.7839893486928119|
|          G W FINANCIAL PLANNING LIMITED|              PSC Financial Planning Ltd|0.7783899074517111|
|            TEES VALLEY COMMUNITY CHURCH|   Salinas Valley Community Church, Inc.|0.7713110053220941|
|                                KEMD LTD|                                      MD|0.7678108084430639|
|                  ERM INTERNATIONAL B.V.|               TERRAX International B.V.|0.7659422793868851|
|            NEW POWER TECHNOLOGIES, INC.|               Vision Technologies, Inc.|0.7514949687673865|
|                  NOLAN NETWORKS LIMITED|                     ANG NETWORK LIMITED|0.7432207065622378|
|     SHORELINE INVESTMENT MANAGEMENT LTD|     Lancaster Investment Management LLP|0.7412983793378085|
|                ESHA INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.7357530883005288|
|           YARA AIRCRAFT ENGINEERING LTD|     GE Aircraft Engine Services Limited|0.7083426841181782|
|          ELLANDS FINANCIAL SERVICES LTD|           MC FINANCIAL SERVICES LIMITED|0.7053323013453016|
|      HICKING FINANCIAL SERVICES LIMITED|           MC FINANCIAL SERVICES LIMITED|0.7013506797240253|
|                  ASAHI HOLDINGS LIMITED|                           AH Holding AS|0.6955924752527659|
|          OLYMPIA FINANCIAL PLANNING LTD|              PSC Financial Planning Ltd| 0.695066905608299|
|                  MULBERRY TRADE LIMITED|                                 OLBERRY|0.6946049943416781|
|                   OLLEY ENTERPRISES LTD|              Winstanley Enterprises LLC|0.6885542432769857|
|                 A GREEN INVESTMENTS LTD|                ARUN INVESTMENTS LIMITED|0.6859429975560418|
|                EA CONSTRUCTIONS LIMITED|               KNR CONSTRUCTIONS LIMITED|0.6833999569581191|
|                     MPT SERVICE LIMITED|                        OPTEVEN SERVICES|0.6817722329301142|
|                MULBERRY STORAGE LIMITED|                                 OLBERRY|0.6791982761447364|
|                COSEVER SHIPPING LIMITED|                  Doria Shipping Limited|0.6787668163211071|
|             RAMGROVE PROPERTIES LIMITED|              Overall Properties Limited|0.6785558198754714|
|              FELDON ENTERPRISES LIMITED|                   Lador Enterprises Ltd|0.6770615428545097|
|          G W FINANCIAL PLANNING LIMITED|1st Chartered Financial Planning Limited|0.6755962293531599|
|      MILL LANE ASSET MANAGEMENT LIMITED|            MGA ASSET MANAGEMENT LIMITED|0.6746280726422691|
|              MILNES INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.6735471382562962|
|               TOSCA INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.6726213514853459|
|               UT FINANCIAL SERVICES LTD|     BRUNSDON FINANCIAL SERVICES LIMITED|0.6726099319950893|
|                   A & I INVESTMENTS LTD|                ARUN INVESTMENTS LIMITED|0.6722774307118481|
|             MARIVA ASSET MANAGEMENT LTD|            MGA ASSET MANAGEMENT LIMITED|0.6714059816932182|
|             DOGFISH PRODUCTIONS LIMITED|KINGFISHER INTERNATIONAL PRODUCTS LIM...|0.6708732372896469|
|CRYSTAL CLEAR FINANCIAL PLANNING LIMITED|              PSC Financial Planning Ltd|0.6703076584390815|
|              MPLACE INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED| 0.670032166948551|
|                  A CONSTRUCTION LIMITED|               KNR CONSTRUCTIONS LIMITED|0.6699278096944037|
|             PORTNALL PROPERTIES LIMITED|              Overall Properties Limited| 0.669239503642431|
|     SHORELINE INVESTMENT MANAGEMENT LTD|IRONBRIGHT INVESTMENT MANAGEMENT LIMITED|0.6686507989871268|
|                      IWG ASSOCIATES LTD|                                 IWG PLC|0.6684680745914972|
|                  ASTERIA INVESTMENT LTD|                  Ariel Investment Trust|0.6677986595086828|
|                         BT SHIPPING LTD|                  Doria Shipping Limited| 0.667694181392434|
|       HEALTH NETWORK ASSOCIATES LIMITED|                     ANG NETWORK LIMITED|0.6665999793814876|
|                 COURLAN INVESTMENTS LTD|                ARUN INVESTMENTS LIMITED|0.6625366029368402|
|                MARRTREE RESIDENTIAL LTD|                  CL RESIDENTIAL LIMITED| 0.661139088304048|
|                      NORTON JOHNSON LTD|          COOPER JOHNSTON ASSOCIATES LTD|0.6605711444185229|
|    SURE MOVE FINANCIAL SERVICES LIMITED|           MC FINANCIAL SERVICES LIMITED|0.6605568576110763|
|               DRT INTERNATIONAL LIMITED|                    ST INTERNATIONAL SRL|0.6594182245285809|
|                     PST ENGINEERING LTD|                 ABT ENGINEERING LIMITED|0.6522294306682251|
|                     VALLEY SHIPPING LTD|                  Doria Shipping Limited|0.6511962337565621|
|                     MEDIAN SECURITY LTD|                 Cooper Security Limited|0.6483260602780353|
|                  ADCOM NETWORKS LIMITED|                     ANG NETWORK LIMITED|0.6478061078344148|
|              RAUGAN INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.6472436871566688|
|               FICCI INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.6436758949004435|
|    UNITED AEROSOL MANUFACTURING LIMITED|            BOLT & NUT MANUFACTURING LTD|0.6434227110447296|
|LONDON AND WESTMINSTER INVESTMENTS LI...|                ARUN INVESTMENTS LIMITED|0.6418080546964657|
|                          URBANCROFT LTD|                          MITRECROFT LTD|0.6416352687528143|
|               UBER LAND RESIDENTIAL LTD|                  CL RESIDENTIAL LIMITED|0.6405830080766415|
|                  KATIE PIPER FOUNDATION|                       KALTEX FOUNDATION|0.6383385994120201|
|                  A T MANAGEMENT LIMITED|            MGA ASSET MANAGEMENT LIMITED|0.6364607107125098|
|                 VICTORY INVESTMENTS LTD|                ARUN INVESTMENTS LIMITED|0.6358948897576664|
|          DORMEUIL MANUFACTURING LIMITED|            BOLT & NUT MANUFACTURING LTD|0.6350801812336461|
|             PETER LANG CHILDREN'S TRUST|            HANSON CHILDREN'S SETTLEMENT|0.6341596655000785|
|                 RETIREMENT LINE LIMITED|          PAL RETIREMENT BENEFITS SCHEME|0.6340439298303241|
|                          ESDERS LIMITED|                                   ASDAN| 0.633235215627287|
|                  ASTERIA INVESTMENT LTD|                ARUN INVESTMENTS LIMITED|0.6329451786455038|
|      MILL LANE ASSET MANAGEMENT LIMITED|           Asset Management One USA Inc.|0.6300772293426793|
|                                AJEL LTD|                 DIGITAL MAJESTY LIMITED|0.6284765930741683|
|                BRAD ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED|0.6282920644407342|
|                        A I WILLIAMS LTD|             MRS J M WILLIAMS WILL TRUST| 0.627769746962036|
|               ALC INTERNATIONAL LIMITED|                    ST INTERNATIONAL SRL|0.6277616798856135|
|   CORRELATION THREE INVESTMENTS LIMITED|            Thristle Investments Limited|0.6269722617956776|
|                          E HOLDINGS LTD|                         Mole holding AB|0.6265050847733096|
|                LENDINI INTERNATIONAL LP|            VENKATRAMA INTERNATIONAL LLP|0.6258611851487246|
|                  ASTERIA INVESTMENT LTD|     Lancaster Investment Management LLP|0.6257452624673012|
|               ALC INTERNATIONAL LIMITED|       Al Futtaim Auto International LLC|0.6253800539107818|
|                 A GREEN INVESTMENTS LTD|          ELDERGROVE INVESTMENTS LIMITED|0.6251059858183956|
|                   OLLEY ENTERPRISES LTD|                   Lador Enterprises Ltd|0.6247863746695528|
|                      IESE FOUNDATION UK|                    San Anton Foundation|0.6238825837074422|
|             RED HERRING INVESTMENTS LTD|                ARUN INVESTMENTS LIMITED|0.6231411269009973|
|              E SQUARE SOLUTIONS LIMITED|             GREEN SQUARE PENSION SCHEME|0.6219576579892414|
|              EVERETT PROPERTIES LIMITED|              Overall Properties Limited| 0.621440807591669|
|                   GARD PRODUCTS LIMITED|              MOLECULAR PRODUCTS LIMITED|0.6207963880022853|
|                    REAM PARTNERSHIP LLP|             DLT One Limited Partnership|0.6203602066008375|
|CRYSTAL CLEAR FINANCIAL PLANNING LIMITED|1st Chartered Financial Planning Limited|0.6199752920318463|
|    ETERNAL GLOBAL INTERNATIONAL LIMITED|                   TB International Sagl|0.6180280233314128|
|             THE WILLIAM HILL FOUNDATION|           THE WIGODER FAMILY FOUNDATION|0.6175178742104614|
|                    NEICHE LEADS LIMITED|                         Headson Limited|0.6174161415171897|
|                ESHA INVESTMENTS LIMITED|            Thristle Investments Limited| 0.616263460834716|
|            GREENCASE MANAGEMENT LIMITED|     Lancaster Investment Management LLP|  0.61524679925489|
|                 ADA CORPORATION LIMITED|   CitiFinancial Canada East Corporation|0.6150329693589236|
|                XCLUSIVE TRADING LIMITED|  Thai Exclusive Leasing Company Limited|0.6135124101269348|
|                        TIBER ENTERPRISE|                   Lador Enterprises Ltd|0.6128651084797423|
|                       ELS ANALYTICS LTD|  Shenstone Green Data and Analytics Ltd|0.6111257289262042|
|          SCIENTIFIC ELECTRONICS LIMITED|            SCHRADER ELECTRONICS LIMITED|0.6108826985833298|
|                   NETWORKONNECT LIMITED|                     ANG NETWORK LIMITED|0.6105051345638893|
|                ESHA INVESTMENTS LIMITED|          ELDERGROVE INVESTMENTS LIMITED|0.6102367438129939|
|                AVENDIS ENTERPRISES LTD.|                   Lador Enterprises Ltd|0.6101797647780243|
|                   AB PROPERTIES LIMITED|              Overall Properties Limited|0.6086904906611827|
|           COLOURTEX INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.6082333680428217|
|               DRT INTERNATIONAL LIMITED|           SEYMOUR INTERNATIONAL LIMITED|0.6081043795350766|
|              BELLDON PROPERTIES LIMITED|              Overall Properties Limited|0.6080840701906476|
|                        NOVEL LONDON LTD|                       DONOVAL Fondation|0.6074758813852429|
|                  ALS ASSOCIATES LIMITED|        HOWARD TENENS ASSOCIATES LIMITED|0.6066973975508646|
|                  SITE ELECTRICS LIMITED|            SCHRADER ELECTRONICS LIMITED| 0.606471566369477|
|           HEAT SOURCE SOLUTIONS LIMITED|                               LA SOURCE| 0.606106935013464|
|       CREATIVE PROJECT SERVICES LIMITED|        PROJECT OLIVER INVESTORS LIMITED|0.6057185623075776|
|                OLSEN ASSOCIATES LIMITED|        HOWARD TENENS ASSOCIATES LIMITED|0.6057021262655962|
|          ELLANDS FINANCIAL SERVICES LTD|     BRUNSDON FINANCIAL SERVICES LIMITED|0.6051274957151123|
|                 RODA PROPERTIES LIMITED|              Overall Properties Limited|0.6046350233171098|
|              INK INC PUBLISHING LIMITED|   Creel Printing & Publishing Co., Inc.|0.6041954942826693|
|             MARIVA ASSET MANAGEMENT LTD|           Asset Management One USA Inc.|0.6040637988295626|
|         GOJI FINANCIAL SERVICES LIMITED|           MC FINANCIAL SERVICES LIMITED|0.6040423480615851|
|    ETERNAL GLOBAL INTERNATIONAL LIMITED|                    ST INTERNATIONAL SRL|0.6037730681273124|
|                          E HOLDINGS LTD|                   Pea Perth Holdings LP|0.6037635556113207|
|                 A GREEN INVESTMENTS LTD|                     MHN INVESTMENTS LTD|0.6032204404783699|
|                                SEPY LTD|                                    Empy| 0.603080098900477|
|                   ARION CAPITAL LIMITED|                         CHS Capital ApS|0.6030585245918842|
|        K J WILLIAMS CONSULTANCY LIMITED|             MRS J M WILLIAMS WILL TRUST|0.6021420015149368|
|                      GULF SOLUTIONS LTD|                       Gulf Credit Union|0.6020754186774404|
|               ALC INTERNATIONAL LIMITED|           SEYMOUR INTERNATIONAL LIMITED|0.6017384417859902|
|      HICKING FINANCIAL SERVICES LIMITED|     BRUNSDON FINANCIAL SERVICES LIMITED|0.6017115331738071|
|                PAICE PROPERTIES LIMITED|              Overall Properties Limited|0.6014862300173662|
|                         KMD MED LIMITED|                                      MD| 0.601250102834373|
|            KESTREL TECHNOLOGIES LIMITED|               Vision Technologies, Inc.| 0.599879912607574|
|        SOUL PRESS INTERNATIONAL LIMITED|           SEYMOUR INTERNATIONAL LIMITED|0.5993462613044358|
|                        BEDFORDS LIMITED|                      Medford Impacts LP| 0.599053413204647|
|            CAPER GREEN HOLDINGS LIMITED|        Founder Capital Holdings Limited|0.5987006271907664|
|               DRT INTERNATIONAL LIMITED|               Maven International Corp.| 0.598405430116902|
|                ESHA INVESTMENTS LIMITED|                     MHN INVESTMENTS LTD|0.5980268395437469|
|                 BANG INTERNATIONAL LTD.|                    ST INTERNATIONAL SRL|0.5970312539487466|
|                    3S T INVESTMENTS LTD|                ARUN INVESTMENTS LIMITED|0.5969003312477278|
|       KEYSTONE PROPERTY COMPANY LIMITED|Imperial Leasing Property Limited Lia...|0.5965926941636619|
|                  ASTERIA INVESTMENT LTD|            Thristle Investments Limited|0.5961938421550145|
|                 HARRIS JOHNSTON LIMITED|          COOPER JOHNSTON ASSOCIATES LTD|0.5956098582844116|
|                RIMAR MANAGEMENT LIMITED|     Lancaster Investment Management LLP|0.5954684599369826|
|                     BRIGHT KALU LIMITED|                              BRIGHT CAP|0.5954358792112864|
|       THE NUTRITION PARTNERSHIP LIMITED|             DLT One Limited Partnership|0.5952334433056233|
|                           HOLBORN TRUST|       TALBOT HEATH SCHOOL TRUST LIMITED|0.5943236762405842|
|                  A T MANAGEMENT LIMITED|     Lancaster Investment Management LLP|0.5939279361266054|
|                   GMS SOLUTIONS LIMITED|                               Gmson SAS|0.5937285176734499|
|           NUNO MAIA ENGINEERING LIMITED|            Mill Mountain Engineering AB|0.5936710055160996|
|               ALC INTERNATIONAL LIMITED|               Maven International Corp.|0.5931563668973063|
|                            SOLARIUM LTD|                           IDEARIUM S.L.|0.5921071799857613|
|                  TMS PROPERTIES LIMITED|              Overall Properties Limited|0.5909477562918302|
|                   A & I INVESTMENTS LTD|                     MHN INVESTMENTS LTD|0.5909257959386439|
|              PREMIER EVENT SERVICES LTD|                        OPTEVEN SERVICES|0.5905052789308343|
|                  ICC PROPERTIES LIMITED|              Overall Properties Limited|0.5897066101471695|
|         PROCESS DRIVEN PROJECTS LIMITED|        PROJECT OLIVER INVESTORS LIMITED| 0.589382564006892|
|               RISK AND SECURITY LIMITED|                 Cooper Security Limited|0.5888947974727541|
|      HOMES PARTNERSHIP SOUTHERN LIMITED|             DLT One Limited Partnership|0.5881509098861011|
|      MILL LANE ASSET MANAGEMENT LIMITED|     Lancaster Investment Management LLP|0.5881317860562908|
|           ABERGAIRN INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.5881041043165574|
|              MPLACE INVESTMENTS LIMITED|    Personal Investment Planning Limited| 0.588002174604709|
|               INDIA ASSOCIATION LIMITED|      ASSOCIATION DIOCESAINE DE POITIERS|0.5875773461879421|
|              EFFECTIVE CREATION LIMITED|                           Effectivus AB|0.5874308987116114|
|                 EASYLET RESIDENTIAL LTD|                  CL RESIDENTIAL LIMITED|0.5873424597586948|
|                  CROFT & WESTON LIMITED|                          MITRECROFT LTD|0.5869700986869056|
|             GE PENSION TRUSTEES LIMITED|         MANCHESTER FAMILY PENSION TRUST|0.5868593941602347|
|                      RAVENWORTH LIMITED|                     Inland Kenworth Ltd|0.5863690882952308|
|                 INSTINCTS GROUP LIMITED|                            BTS Group AB|0.5861851688782594|
|        EDWARD JAMES INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED| 0.585345541055211|
|          GRASSLANDS INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.5852557449721477|
|                   MDI TRANSPORT LIMITED|                                      MD|0.5852267866659441|
|            ERINGOLD ENTERPRISES LIMITED|                   Lador Enterprises Ltd|0.5851776778136796|
|ELITE LONDON PROPERTY INVESTMENTS LIM...|                ARUN INVESTMENTS LIMITED|0.5851710067662619|
|                G E B PROPERTIES LIMITED|              Overall Properties Limited|0.5836509833288495|
|                 COURLAN INVESTMENTS LTD|                     MHN INVESTMENTS LTD|0.5836056115789509|
|       TIME & LEISURE PUBLISHING LIMITED|   Creel Printing & Publishing Co., Inc.|0.5834239528996663|
|           ABERGAIRN INVESTMENTS LIMITED|          ELDERGROVE INVESTMENTS LIMITED|0.5831166480851345|
|           SALAMANDER PROPERTIES LIMITED|              Overall Properties Limited|0.5815672298729977|
|                             SIMPLER LTD|                           ProteinSimple|0.5814161693102243|
|             PROFESSIONAL EQUITY LIMITED|                          Private Equity|0.5810650863889532|
|                  A T MANAGEMENT LIMITED|           Asset Management One USA Inc.|0.5808505462857745|
|   SPA FINANCIAL SERVICES SOUTH EAST LLP|           MC FINANCIAL SERVICES LIMITED|0.5803788530191234|
|             EASTERLING PROPERTY LIMITED|Imperial Leasing Property Limited Lia...|0.5798751507503319|
|                   KPT INTERNATIONAL LTD|               MCG International Pty Ltd|0.5791919254840115|
|        S L INNOCENT ENGINEERING LIMITED|                 ABT ENGINEERING LIMITED|0.5791695179060147|
|                        SOLEKTRA LIMITED|                  Elektroglas Aktiebolag|0.5791144665311061|
|              BETHEL ENTERPRISES LIMITED|                   Lador Enterprises Ltd|0.5791005514103326|
|             PROFESSIONAL EQUITY LIMITED|                      OFI RS EURO EQUITY|0.5789848326811797|
|                     ACCOUNTWISE LIMITED|                                 TWINSUN|0.5789206162407501|
|               EC SALES VENTURES LIMITED|             SABRETOOTH VENTURES LIMITED|0.5787121697444932|
|                            MDDP LIMITED|                                      MD|0.5786498999157128|
|      TIGER PROPERTY INVESTMENTS LIMITED|                ARUN INVESTMENTS LIMITED|0.5785380682322008|
|                          E HOLDINGS LTD|        Founder Capital Holdings Limited|0.5785012340609922|
|                SARDINA TECHNOLOGIES LTD|               Vision Technologies, Inc.| 0.578497530933692|
|                        NAKAMA GROUP PLC|                       STATPRO GROUP PLC|0.5784530249470475|
|            DOVEDALE ELECTRONICS LIMITED|            SCHRADER ELECTRONICS LIMITED|0.5783606447212868|
|          NORTH COACH PROPERTIES LIMITED|             Great North Properties, LLC|0.5781311936344129|
|                 BANG INTERNATIONAL LTD.| Everest International Reinsurance, Ltd.|0.5776289935772335|
|                ISBA ENTERPRISES LIMITED|                   Lador Enterprises Ltd|0.5776268768344952|
|                PHAETON SERVICES LIMITED|                                 RAPHAEL|0.5772954460923019|
|                       EDENVERGE LIMITED|          ELDERGROVE INVESTMENTS LIMITED|0.5772553536557071|
|                      TRC PROPERTIES LLP|              Overall Properties Limited|0.5768898757554255|
|                   APL ANALYTICS LIMITED|  Shenstone Green Data and Analytics Ltd|0.5766614234407144|
|                   TERRABOX NETWORKS LTD|                     ANG NETWORK LIMITED|0.5761800884863839|
|          OLYMPIA FINANCIAL PLANNING LTD|1st Chartered Financial Planning Limited|0.5759896249877753|
|              MPLACE INVESTMENTS LIMITED|            Thristle Investments Limited|0.5759015650339765|
|               MILLCASTLE MANAGEMENT LTD|     Lancaster Investment Management LLP|0.5755970139491946|
|                  CALLICE TECHNOLOGY LTD|              Kettle Hill Technology, LP|0.5754340612105946|
+----------------------------------------+----------------------------------------+------------------+