Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60611	TPA	Wei Austin	1994-08-27	—	6158603465	1250 River Rd, Orlando, FL, 32814	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138822	ENR	Marcus K Russell	—	UHC-96252-01	7084628688	3158 Jefferson Ave, Tampa, FL, 33688	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128377	ENR	Janice Fox	1953-01-27	UHC-33647-05	4982815092	3828 Meadow Ln, Nashville, TN, 37207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51475	TPA	Brian P Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-60651	TPA	John Weber	1984-05-24	—	—	4227 Washington St, Houston, TX, 77026	0.64	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-23815	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23814	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-53512	TPA	Judy Lawrence	2008-01-26	—	—	6788 Lincoln Way, Miami, FL, 33197	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
PRV-21998	PRV	Willie Books	1964-08-16	—	—	1402 Indian School Rd, Las Vegas, NV, 89178	0.64	City re-cased State name converted to code Email lower-cased Gender normalised+2 more
CLM-428262	CLM	Bryan Perry	1991-09-11	UHC-39713-31	—	3050 Ocean Ave, Austin, TX, 78733	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409870	CLM	Addam Owens	1968-12-11	—	6608132403	1894 Lake View Rd, Fresno, CA, 93711	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-430151	CLM	Logan F McDonald	1979-12-13	UHC-23240-38	—	900 Sunset Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113763	ENR	Carolyn C Price	2005-12-07	UHC-98537-14	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24707	PRV	Mei S Luna	1959-07-22	—	3703387982	6214 Pine Dr, Dallas, TX, 75285	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131032	ENR	Terry G Bishop	1994-02-15	UHC-02714-33	6156223904	6872 Church St, Austin, TX, 78741	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62688	TPA	Isabella Waang	1990-08-06	—	—	600 Church St # 193, Minneapolis, MN, 55433	0.64	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-106063	ENR	Deborah Vazquez	2002-04-08	UHC-47652-65	9415419807	7172 Bayshore Dr, Tucson, AZ, 85785	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426439	CLM	Christopher Burke	1960-05-08	UHC-49095-58	—	9054 Cedar Ln # 783, Denver, CO, 80243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427873	CLM	Amanda Ford	1946-05-22	UHC-93605-25	6678105602	251 Baseline Rd, Tucson, AZ, 85726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417426	CLM	Donna A Evans	—	—	5206216393	4193 Forest Ave, Denver, CO, 80216	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408337	CLM	Gary Q West	1998-01-17	UHC-19798-12	—	6358 Ocean Ave, Columbus, OH, 43278	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
TPA-54323	TPA	Laura Harrison	1977-08-02	—	5462338471	8033 Apache Blvd # 384, Austin, TX, 78772	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102429	ENR	Brenda Trner	1992-07-09	UHC-73778-21	8205075819	9071 Bayshore Dr, Eden Prairie, MN, 55346	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-417692	CLM	Sophia B Martinez	1950-04-27	UHC-22861-85	4737723395	9261 Lake View Rd, Mesa, AZ, 85258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411724	CLM	Julia Jensen	1964-03-28	UHC-01842-56	8856956043	8676 Sunset Blvd, Tampa, FL, 33667	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-21438	PRV	Kmiberly J Willis	1954-04-24	—	2274340284	5805 Park Pl, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58015	TPA	Maria Webb	1943-09-01	—	—	8356 Maple Ave, Miami, FL, 33120	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-422096	CLM	Hiroshi Nunaz	1967-05-09	UHC-58279-98	2406932640	1799 Palm Dr, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407525	CLM	Kelly Nunez	1969-07-08	—	6934279439	2972 Washington St, Phoenix, AZ, 85025	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-102664	ENR	Thomas V Johnston	1982-02-16	UHC-03506-46	9517046677	2797 Market St, Scottsdale, AZ, 85273	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402152	CLM	Isabella Padilla	1985-11-09	UHC-80057-92	—	9572 Forest Ave, Jacksonville, FL, 32207	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430552	CLM	Julie Wilson	1948-09-17	UHC-32209-85	3343421054	6180 Canyon Rd, Orlando, FL, 32839	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105057	ENR	Ahmed D Morris	1994-02-09	UHC-46601-86	6163059632	2498 Oak St, Charlotte, NC, 28281	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-414527	CLM	Nancy Cole	2002-04-25	UHC-89188-42	—	8672 Bayshore Dr, Atlanta, GA, 30324	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-428602	CLM	Aisha Rojas	1956-12-18	—	—	6374 Ocean Ave, Dallas, TX, 75208	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136651	ENR	Laura N Wagner	1965-11-27	UHC-30017-27	—	7724 Lincoln Way # 851, Charlotte, NC, 28246	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
ENR-124979	ENR	Samuel F Powell	1952-04-19	UHC-90652-31	3263348253	7828 Willow Ct, Scottsdale, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-400490	CLM	Frances Bailey	1977-09-15	UHC-79037-98	—	4314 Mountain View Dr, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104151	ENR	Steveen Patel	1985-09-21	—	2462632700	1866 Baseline Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427793	CLM	Alice Austin	1992-08-28	UHC-95346-51	—	8627 Harbor Blvd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-409542	CLM	Mark Knight	1979-12-25	—	—	7891 Apache Blvd # 767, Eden Prairie, MN, 55391	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109197	ENR	Dennis J Baker	1967-07-16	UHC-24430-47	6542482250	4332 Jefferson Ave, Orlando, FL, 32882	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124619	ENR	Keith O Vazquez	1956-11-01	UHC-99974-48	4265038884	1466 Broadway, Plano, TX, 75089	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136121	ENR	Marilyn Y George	1956-07-01	UHC-28198-68	9725383490	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408955	CLM	Heather J Porter	2004-08-24	UHC-28711-83	—	4648 Baseline Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-407959	CLM	Beverly Gonzales	1944-03-03	UHC-28012-85	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54322	TPA	Shirley Jimenez	2002-02-10	UHC-16328-46	4272179330	2890 Ocean Ave, Minneapolis, MN, 55473	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-405472	CLM	Jesse I Pierce	1990-06-05	UHC-18857-43	2364039441	4975 Lincoln Way Apt 13, Houston, TX, 77067	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-134361	ENR	Hannah Martinez	1944-05-13	UHC-52664-14	—	6560 Lincoln Way, San Diego, CA, 92159	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 109 of 357Previous Next