TF-IDF for CH_sample without LTD features = 12

TF-IDF for CH_sample without LTD
features = 12
+--------------------+--------------------+--------------------+--------------------+------------------+
|        CompanyName1|        CompanyName2|   ClearCompanyName1|   ClearCompanyName2|               dot|
+--------------------+--------------------+--------------------+--------------------+------------------+
|        DHMG LIMITED|        SAK2 LIMITED|               DHMG |               SAK2 |1.0000000000000002|
|        JC&C LIMITED|            DOOH LTD|               JC&C |               DOOH |               1.0|
|            KDDA LTD|        PSER LIMITED|               KDDA |               PSER |               1.0|
|      VOXBUD LIMITED|          BELJEC LTD|             VOXBUD |             BELJEC |               1.0|
|        JTOB LIMITED|            BHHB LTD|               JTOB |               BHHB |               1.0|
|        ADES LIMITED|        PSER LIMITED|               ADES |               PSER |               1.0|
|        JRCC LIMITED|        NLTE LIMITED|               JRCC |               NLTE |               1.0|
|        ADES LIMITED|            KDDA LTD|               ADES |               KDDA |               1.0|
|       RAPCO LIMITED|       AUDRI LIMITED|              RAPCO |              AUDRI |0.9999999999999999|
|    SUE-ELLE LIMITED|        A.GRAEME LTD|           SUE-ELLE |           A.GRAEME |0.9999999999999999|
|            NOOJ LTD|        AJLD LIMITED|               NOOJ |               AJLD |0.9999999999999999|
|        SBYM LIMITED|        YGEL LIMITED|               SBYM |               YGEL |0.9999999999999998|
|          INEZJA LTD|          AEJ TM LTD|             INEZJA |             AEJ TM |0.9999999999999998|
|MOLSOM & ASSOCIAT...|RIGHTON ASSOCIATE...|MOLSOM & ASSOCIATES | RIGHTON ASSOCIATES |0.9943249626413735|
|STORAGE DEPOT LIM...|ELITE MEDICINE LI...|      STORAGE DEPOT |     ELITE MEDICINE |0.9891117730399155|
|JAMIESON SMITH AS...|THE CLARENCE GREE...|JAMIESON SMITH AS...|THE CLARENCE GREE...|0.9882547618503486|
|      WEAR 2 LIMITED|     NIRVAIR LIMITED|             WEAR 2 |            NIRVAIR |0.9877927286584314|
|     THUMURE LIMITED|   SAGE NEWT LIMITED|            THUMURE |          SAGE NEWT |0.9876745928124715|
|PUSH COMMUNICATIO...|CLASSNET SOLUTION...|PUSH COMMUNICATIONS | CLASSNET SOLUTIONS |0.9860635128870301|
|THE RIFON CONSULT...|DOUBLET CONSULTAN...|THE RIFON CONSULT...|DOUBLET CONSULTANCY |0.9855907450801351|
|A1R CONSULTANCY S...|PLN CONSULTANCY S...|A1R CONSULTANCY S...|PLN CONSULTANCY S...|0.9852514964852893|
|BRIDGEWATER DEVEL...|BERKSHIRE PROPERT...|BRIDGEWATER DEVEL...|BERKSHIRE PROPERT...|0.9851583101490875|
|GREYBURY ROADS MA...|WATERY LANE (CHUR...|GREYBURY ROADS MA...|WATERY LANE (CHUR...|0.9849141206520925|
|MIDSTEEL FLANGES ...|ICT INDEPENDENT C...|MIDSTEEL FLANGES ...|ICT INDEPENDENT C...| 0.984803920014424|
|LOTUS FINANCIAL L...|  MCADAM JOINERY LTD|    LOTUS FINANCIAL |     MCADAM JOINERY |0.9841979884417089|
|    SPORT ACCESS LTD|      ROXHAR LIMITED|       SPORT ACCESS |             ROXHAR |0.9840758488006496|
|ARMELLE ENTERPRIS...|PIECE HALL ENTERP...|ARMELLE ENTERPRISES |PIECE HALL ENTERP...|0.9834418401086329|
|      S. HALPERN LTD|     COURIERWISE LTD|         S. HALPERN |        COURIERWISE |0.9833910860344333|
|PASS (PORTABLE AP...|MIXED USE DEVELOP...|PASS (PORTABLE AP...|MIXED USE DEVELOP...|0.9833129049549734|
|GREEN SUSTAINABLE...|BTB HERZOG SERVIC...|GREEN SUSTAINABLE...| BTB HERZOG SERVICE |0.9831922636721026|
|THE FLOWER SHOP N...|LANDMARK REAL EST...|THE FLOWER SHOP N...|LANDMARK REAL EST...|0.9829131169385935|
| JUCAN SOLUTIONS LTD|  HOME GUARANTEE LTD|    JUCAN SOLUTIONS |     HOME GUARANTEE |0.9827352855681191|
|JMW CONSULTANCY L...|  QSS ELECTRICAL LTD|    JMW CONSULTANCY |     QSS ELECTRICAL |0.9826452733783889|
|PLOUGH COURT INSU...|HAS PLUMBING SERV...|PLOUGH COURT INSU...|HAS PLUMBING SERV...|   0.9822553697661|
|BADGERS RAKE MANA...|ASSOCIATED SUB-CO...|BADGERS RAKE MANA...|ASSOCIATED SUB-CO...|0.9822306455491909|
|ACTE PREALABLE LI...|CORPORATE BUILDIN...|     ACTE PREALABLE |CORPORATE BUILDIN...|0.9821659488568065|
|BRABNER CONSULTAN...|PLN CONSULTANCY S...|BRABNER CONSULTAN...|PLN CONSULTANCY S...|0.9820213087584857|
|UPPER PIAZZA (CAM...|COMMUNITY TRANSPO...|UPPER PIAZZA (CAM...|COMMUNITY TRANSPO...|0.9816363462515221|
|HILLIARD CONSTRUC...|CREDENCE CONSTRUC...|HILLIARD CONSTRUC...|CREDENCE CONSTRUC...|0.9814503495734934|
|   AIR ARENA LIMITED|      BTEB MEDIA LTD|          AIR ARENA |         BTEB MEDIA |0.9810827223812248|
|POTTERIES WROUGHT...|HAMBRIDGE ELECTRI...|POTTERIES WROUGHT...|HAMBRIDGE ELECTRI...|0.9809959423331314|
|TOMTEN CONSULTING...|RS4 CONSULTING LI...|  TOMTEN CONSULTING |     RS4 CONSULTING | 0.980966275268041|
|THE AESTHETIC SUR...| MNB ENGINEERING LTD|THE AESTHETIC SUR...|    MNB ENGINEERING | 0.980908798595676|
|EUDORA CONSULTING...|I-POWER CONSULTIN...|  EUDORA CONSULTING | I-POWER CONSULTING |0.9808029395396569|
|MGS WELDING AND F...|RJM WELDING AND F...|MGS WELDING AND F...|RJM WELDING AND F...|0.9806904317262198|
|CORPORATE BUILDIN...|LAURA SPARKE CONS...|CORPORATE BUILDIN...|LAURA SPARKE CONS...|0.9806013695727238|
|PHILIP COURT MANA...|GREENHILL COURT (...|PHILIP COURT MANA...|GREENHILL COURT (...|0.9805193450017745|
|FREE ACCIDENT ADV...|CIRCLE INVESTMENT...|FREE ACCIDENT ADV...|CIRCLE INVESTMENT...|0.9804294546338195|
|RIVERSURE FINANCI...|THE INTERIOR ARCH...|RIVERSURE FINANCI...|THE INTERIOR ARCH...| 0.980411280756322|
|         MAHAKAL LTD|          OTTIUM LTD|            MAHAKAL |             OTTIUM |0.9803669999000418|
|RKM SITE SERVICES...|NOTORIOUS FITNESS...|  RKM SITE SERVICES |  NOTORIOUS FITNESS |0.9803364121153026|
|MICHAELA EDWARDES...|CAYMAN DEVLIN LIM...|  MICHAELA EDWARDES |      CAYMAN DEVLIN |0.9799598444788638|
|CARMICHAEL INTERN...|CAIN INTERNATIONA...|CARMICHAEL INTERN...|CAIN INTERNATIONA...|0.9798213769311522|
|WUB24 DEUTSCHLAND...|REN PRODUCTIONS L...|  WUB24 DEUTSCHLAND |    REN PRODUCTIONS |0.9797964291984895|
|BC INSTRUMENTATIO...|PJ STIMSON BUILDI...| BC INSTRUMENTATION |PJ STIMSON BUILDI...|0.9797957924468704|
|LAICHEM CONSTRUCT...|GHEZA CONSTRUCTIO...|LAICHEM CONSTRUCT...| GHEZA CONSTRUCTION |0.9796241659621907|
|CONSTRUCTS DEVELO...|D-CINK CONSTRUCT ...|CONSTRUCTS DEVELO...|  D-CINK CONSTRUCT .|0.9795190913272687|
|HUALIX DEVELOPMEN...|MICHAEL BERNARD L...|HUALIX DEVELOPMENTS |    MICHAEL BERNARD |0.9793574898757098|
|SCOTT MORGAN LIMITED|WIMBORNE HISTORY ...|       SCOTT MORGAN |WIMBORNE HISTORY ...|0.9791540100740094|
|DMR ELECTRICAL (N...|N BRYAN CONSULTIN...|DMR ELECTRICAL (N...| N BRYAN CONSULTING |0.9791512736535088|
|THE BATTERSEA MED...|MARKLE COMMUNITY ...|THE BATTERSEA MED...|MARKLE COMMUNITY ...|0.9790230401285918|
|S.D.ELECTRICAL SE...|LEIGH ELECTRICAL ...|S.D.ELECTRICAL SE...|LEIGH ELECTRICAL ...|0.9790031139066627|
|ATTICUS IT SOLUTI...|FAIRFIELD HOUSE S...|ATTICUS IT SOLUTI...|FAIRFIELD HOUSE S...| 0.978965183372638|
|FARISAI HEALTHCAR...|INSPIRE HOLISTIC ...| FARISAI HEALTHCARE |INSPIRE HOLISTIC ...|0.9789332994955604|
|BLACK KNIGHT ASSO...|PROSERVEGB.CO.UK ...|BLACK KNIGHT ASSO...|   PROSERVEGB.CO.UK |0.9788754921122829|
|ALBERT TECH SOLUT...|CDF FINANCIAL SOL...|ALBERT TECH SOLUT...|CDF FINANCIAL SOL...|0.9788225655609287|
|D PER CONSULTING ...|BRIGHTWELL CONSUL...|   D PER CONSULTING |BRIGHTWELL CONSUL...|0.9787525634858428|
|INTERNATIONAL STU...|CHANGE RECRUITMEN...|INTERNATIONAL STU...| CHANGE RECRUITMENT |0.9787167150424712|
|BANKS SUSTAINABLE...|UK DIRECT ACCESS LTD|BANKS SUSTAINABLE...|   UK DIRECT ACCESS |0.9785885116049211|
|MS ELECTRICAL CON...|WURTTEMBERGISCHE ...|MS ELECTRICAL CON...|WURTTEMBERGISCHE ...|0.9785872245462828|
|C. ROONEY SERVICE...|HALCYON MOMENTS L...|C. ROONEY SERVICES  |    HALCYON MOMENTS | 0.978509648615872|
|G. & G. PUMP SERV...|INSITE COMMERCIAL...|G. & G. PUMP SERV...|INSITE COMMERCIAL...| 0.978483280045696|
|M.B.R. PIPELINE A...|NEW RESIN CONTRAC...|M.B.R. PIPELINE A...|NEW RESIN CONTRAC...|0.9784556563794543|
|       MOLADEBLA LTD|   SECRET WAITER LTD|          MOLADEBLA |      SECRET WAITER |0.9784492413606852|
|CLIFTON PARK DEVE...|GLEN HYDRO DEVELO...|CLIFTON PARK DEVE...|GLEN HYDRO DEVELO...|0.9784489024450003|
|ABACUS SOLUTIONS ...|RADFORD BRIDGE RO...|ABACUS SOLUTIONS ...|RADFORD BRIDGE RO...|0.9782888956883622|
|     J TOOTH LIMITED| VIRTUE CLEANING LTD|            J TOOTH |    VIRTUE CLEANING |0.9782703984505305|
|TOMTEN CONSULTING...|BEN JOHNSON CONSU...|  TOMTEN CONSULTING |BEN JOHNSON CONSU...|0.9782057524660807|
|ESSEX HEATING AND...|FXECOSYSTEM HOLDI...|ESSEX HEATING AND...|FXECOSYSTEM HOLDI...|0.9781758081379621|
|LANCHESTER RIGGIN...|BARRHEAD TRAVEL 2...|LANCHESTER RIGGIN...|BARRHEAD TRAVEL 2...|0.9781635497247458|
|WELLPEAK RESIDENT...|LODGECREST (NORTH...|WELLPEAK RESIDENT...|LODGECREST (NORTH...|0.9781041440030238|
|KENNETH GREEN PRO...|M J WILSON ELECTR...|KENNETH GREEN PRO...|M J WILSON ELECTR...|0.9780890961309756|
|POTTERIES WROUGHT...|MORTGAGE & PROTEC...|POTTERIES WROUGHT...|MORTGAGE & PROTEC...|0.9780889142871955|
|TURNER MAINTENANC...|PIERMONT COMPUTER...| TURNER MAINTENANCE |PIERMONT COMPUTER...|0.9780711960969207|
|      GV CONSULT LTD|   VISTA CONSULT LTD|         GV CONSULT |      VISTA CONSULT |0.9780646476490973|
|DUDE WHERE'S MY C...|ELITE SERVICE AND...|DUDE WHERE'S MY C...|ELITE SERVICE AND...|0.9780042656968606|
|ZENON CONSULTANTS...|MISSION CONSULTAN...|  ZENON CONSULTANTS |MISSION CONSULTANTS |0.9779687336643119|
|ANSETT MANAGEMENT...|    SUB- HAULAGE LTD|ANSETT MANAGEMENT...|       SUB- HAULAGE |0.9777026417036028|
|CAIUS COURT RESID...|RIDGEWOOD PROPERT...|CAIUS COURT RESID...|RIDGEWOOD PROPERT...|0.9775085008716324|
|TAYLORED INVESTME...|BEREINA.CO.UK LIM...|TAYLORED INVESTME...|      BEREINA.CO.UK | 0.977454845393147|
|THE BRITISH GEORG...|CLAIRE NASH SOLIC...|THE BRITISH GEORG...|CLAIRE NASH SOLIC...|0.9774188062943303|
|MAINLAND CONSULTA...|BAMFORD CONSULTAN...|MAINLAND CONSULTA...|BAMFORD CONSULTANTS |0.9773508758796097|
|NABIC VALVE SAFET...|HAINAULT BUSINESS...|NABIC VALVE SAFET...|HAINAULT BUSINESS...|0.9773463015241294|
|          SANJAY LTD|     JACKBAY LIMITED|             SANJAY |            JACKBAY |0.9773071474159433|
|JAMES BOYD CORPOR...|LITTLE TREASURES ...|JAMES BOYD CORPOR...|LITTLE TREASURES ...|0.9772778229500404|
|CAPTIVE PARTS SOL...|FAMILY ACTION COM...|CAPTIVE PARTS SOL...|FAMILY ACTION COM...|0.9771435002567136|
|SPIDER PLANT PROD...|CRAM ELECTRICAL L...|SPIDER PLANT PROD...|    CRAM ELECTRICAL |0.9771340625623272|
|ENVIROGY RENEWABL...|FRASER MANAGEMENT...|ENVIROGY RENEWABLES |FRASER MANAGEMENT...|0.9770702870947021|
|CDF FINANCIAL SOL...|IAN THOMAS ENGINE...|CDF FINANCIAL SOL...|IAN THOMAS ENGINE...|0.9770163075091867|
|TREGOYNE CONSTRUC...|OSWAL CONSTRUCTIO...|TREGOYNE CONSTRUC...| OSWAL CONSTRUCTION | 0.976990268665815|
|SIMONEY BADGES LI...|WIRRAL JOINERY & ...|     SIMONEY BADGES |WIRRAL JOINERY & ...|0.9769562587835421|
|AH SERVICE MANAGE...|CVG RECRUITMENT L...|AH SERVICE MANAGE...|    CVG RECRUITMENT |0.9768792272507669|
|BLUE PLANET SYSTE...|CRESVALE CONSULTI...|BLUE PLANET SYSTEMS |CRESVALE CONSULTING |0.9768791705659869|
|DAWSON HARDEN AND...|BENTLEY OFFICE SE...|DAWSON HARDEN AND...|BENTLEY OFFICE SE...|0.9767636790955891|
|LAICHEM CONSTRUCT...|PROJECT SQUARED C...|LAICHEM CONSTRUCT...|PROJECT SQUARED C...|0.9766966901720708|
|ANCHOR MAINTENANC...|CANTERBURY GROCER...| ANCHOR MAINTENANCE |CANTERBURY GROCER...|0.9766882288603453|
|HI TECHNOLOGY LIM...|CLAYMORE TECHNOLO...|      HI TECHNOLOGY |CLAYMORE TECHNOLOGY |0.9766232961316047|
|HOMECARE (LONDON)...|CAREFULLY CURATED...|  HOMECARE (LONDON) |  CAREFULLY CURATED |0.9764441392350339|
|HAYS RECRUITMENT ...|GREEN CROSS RECRU...|HAYS RECRUITMENT ...|GREEN CROSS RECRU...|0.9762875075437851|
|BROUGHTON OF BATL...|CRESVALE CONSULTI...|BROUGHTON OF BATL...|CRESVALE CONSULTING |0.9762706072997179|
| W3 CONSTRUCTION LTD|FRANK CONSTRUCTIO...|    W3 CONSTRUCTION | FRANK CONSTRUCTION |0.9762370119610302|
|BEAUTY THERAPY ON...|OUT OF SCHOOL CLU...|BEAUTY THERAPY ON...|OUT OF SCHOOL CLU...| 0.976113925756271|
|PLEDGES YARD MANA...|CHANGE RECRUITMEN...|PLEDGES YARD MANA...| CHANGE RECRUITMENT |0.9761045605665681|
|CWMNI'R GOEDWIG F...|BLUESTONES MEDICA...|CWMNI'R GOEDWIG F...|BLUESTONES MEDICA...|0.9760405942989254|
|3-9 ASHLEIGH COUR...| THAJEFFLOIT LIMITED|3-9 ASHLEIGH COUR...|        THAJEFFLOIT |0.9760242273381925|
|ABRAHAM INTERNATI...|PLATINUM BUILDING...|ABRAHAM INTERNATI...|PLATINUM BUILDING...|0.9759032154883076|
|D'AGE PROPERTY DE...|LBS PROPERTY DEVE...|D'AGE PROPERTY DE...|LBS PROPERTY DEVE...|0.9758546088841891|
|MERRYCARE INVESTM...|KTM RECRUITMENT S...|MERRYCARE INVESTM...|KTM RECRUITMENT S...|0.9757772935333107|
|TARA JONES PROJEC...|APW PROJECT MANAG...|TARA JONES PROJEC...|APW PROJECT MANAG...|0.9757410495644406|
|WHELAN ELECTRICAL...|R25 ELECTRICAL SE...|WHELAN ELECTRICAL...|R25 ELECTRICAL SE...|0.9756541697698573|
|RAI CONSTRUCTION ...|FRANK CONSTRUCTIO...|   RAI CONSTRUCTION | FRANK CONSTRUCTION |0.9755773501055182|
|HONYEAH GLOBAL MA...|ULTRAFAST NETWORK...|HONYEAH GLOBAL MA...| ULTRAFAST NETWORKS |0.9755654441823385|
|GRIFFIN TOOMES CO...|D P GOOD CONSTRUC...|GRIFFIN TOOMES CO...|D P GOOD CONSTRUC...|0.9755196529183824|
|CAIUS COURT RESID...|PROSPECT COMMISSI...|CAIUS COURT RESID...|PROSPECT COMMISSI...|0.9754695915384796|
|GREAVES AND BROWN...|DIGITAL ACCOUNTS ...|GREAVES AND BROWN...|DIGITAL ACCOUNTS ...|0.9753061775270697|
|MARINA PARK RESID...|WILSON CARTER PRO...|MARINA PARK RESID...|WILSON CARTER PRO...|0.9753033134458442|
|MANCHESTER BUSINE...|MURE BUSINESS SOL...|MANCHESTER BUSINE...|MURE BUSINESS SOL...|0.9752725733654437|
|WEST WIMBLEDON DE...|PERFECTLY ORGANIS...|WEST WIMBLEDON DE...|PERFECTLY ORGANIS...| 0.975236001611506|
|ELECTRICAL SUPPLI...|ICT INDEPENDENT C...|ELECTRICAL SUPPLI...|ICT INDEPENDENT C...|0.9752108771132393|
|THE DESIGNER RETA...|   HRB SOLUTIONS LTD|THE DESIGNER RETA...|      HRB SOLUTIONS |0.9752007529415951|
|AKKUS CONSULTANTS...|STRATEGY CONSULTA...|  AKKUS CONSULTANTS |STRATEGY CONSULTA...|0.9751652907061721|
|SYNAPTEC SOLUTION...|DESIGN & BUILD CO...| SYNAPTEC SOLUTIONS |DESIGN & BUILD CO...|  0.97513909533341|
|NONSUCH BUSINESS ...|ACORN MEDICAL SER...|NONSUCH BUSINESS ...|ACORN MEDICAL SER...|0.9751335525453122|
|PRO-TEC SECURITY ...|ARDSLEY MANOR (BA...|PRO-TEC SECURITY ...|ARDSLEY MANOR (BA...|0.9751223601024155|
|INTERNATIONAL STU...|PLEDGES YARD MANA...|INTERNATIONAL STU...|PLEDGES YARD MANA...| 0.975001976027704|
|GREYBURY ROADS MA...|13 BELVEDERE ROAD...|GREYBURY ROADS MA...|13 BELVEDERE ROAD...|0.9749846222417229|
|AUSTRALIA GLOBAL ...|MOONTREE CONSULTA...|AUSTRALIA GLOBAL ...|MOONTREE CONSULTA...| 0.974961494881105|
|JULIENNE A. LEONA...|SULTAN SHAWARMA R...|JULIENNE A. LEONARD |SULTAN SHAWARMA R...|0.9749598733031501|
|BELLE VUE TERRACE...|THE ESCAPE GAME L...|BELLE VUE TERRACE...|THE ESCAPE GAME L...|0.9749265906162231|
|MANCHESTER AIRPOR...|ST. STEPHENS PROP...|MANCHESTER AIRPOR...|ST. STEPHENS PROP...|0.9749038144792835|
|    SCALEEDU LIMITED|     TELONIA LIMITED|           SCALEEDU |            TELONIA |0.9748966269305694|
|THE CROFT SHIREBR...|CAROUSEL MANAGEME...|THE CROFT SHIREBR...|CAROUSEL MANAGEME...|0.9748573529463926|
|EALING CARE ALLIA...|JAMES COLLINGTON ...|EALING CARE ALLIA...|JAMES COLLINGTON ...|0.9747810266497003|
|SHIFAH HEALTH CAR...|JSF HEALTH SOLUTI...| SHIFAH HEALTH CARE |JSF HEALTH SOLUTI...|0.9747524057686058|
|UNIVERSAL ACADEMY...|S. W. TURNER PROC...|UNIVERSAL ACADEMY...|S. W. TURNER PROC...| 0.974724058491999|
|KEEPCALMANDCONSUL...|GEOFF PRODUCTIONS...| KEEPCALMANDCONSULT | GEOFF PRODUCTIONS .|0.9746718357243005|
|UPPER PIAZZA (CAM...|HOME AND HOLMES R...|UPPER PIAZZA (CAM...|HOME AND HOLMES R...|0.9745547633998348|
|UNIVERSAL ACADEMY...|WILLEY ESTATES (1...|UNIVERSAL ACADEMY...|WILLEY ESTATES (1...|0.9745023341924064|
|ZEST4LIFE NUTRITI...|WELCH & PHILLIPS ...|ZEST4LIFE NUTRITI...|WELCH & PHILLIPS ...|0.9744944386615045|
|NEW DISTRIBUTION ...|THE DISTRIBUTION ...|NEW DISTRIBUTION ...|THE DISTRIBUTION ...|0.9743751468059206|
+--------------------+--------------------+--------------------+--------------------+------------------+