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
ENR-105832	ENR	Matthew Y White	1973-02-19	UHC-78331-45	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106192	ENR	Brenda L Stephens	2000-03-02	UHC-76713-41	8762196814	7450 Spring St, Tampa, FL, 33658	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137087	ENR	Aaron M Le	1974-02-22	UHC-71460-55	—	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-133064	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133063	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137769	ENR	Ralph S Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26442	PRV	Katherine Z Wilson	1991-03-22	—	5943182924	9140 Union St, Nashville, TN, 37272	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117044	ENR	Arjun S Owens	1962-06-08	UHC-80793-24	2999727782	7641 Broadway, Eden Prairie, MN, 55380	0.64	Phone reformatted Address re-cased City re-cased State name converted to code+2 more
CLM-428307	CLM	Jerry Perkins	—	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-425406	CLM	Lauren Franklin	1961-08-23	—	6453919863	2015 Lake View Rd, Jacksonville, FL, 32203	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
ENR-126949	ENR	Carl Garrett	1974-10-04	UHC-17347-36	3737993357	3468 Meadow Ln, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124738	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124739	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54393	TPA	Soophia Richardson	1946-07-02	—	7203237001	2328 Church St, Plano, TX, 75004	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-104648	ENR	Amber Q Black	1967-12-23	UHC-78944-22	8114729459	1482 Harbor Blvd, Phoenix, AZ, 85034	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-123186	ENR	James Mejia	1976-04-10	UHC-92828-80	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422443	CLM	Emma B Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-125666	ENR	Raymond Sullivan	1989-08-22	UHC-05981-64	4874231313	5591 Sage Ct, Chandler, AZ, 85201	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-120397	ENR	Gutierrez Sara	1951-10-07	UHC-38363-25	5259407605	742 Mesa Dr, Austin, TX, 78734	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-415288	CLM	Albert S Knight	1994-08-07	UHC-52355-58	—	6424 Mesa Dr Apt 10, Tempe, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
ENR-118328	ENR	Chris M Stevens	1994-08-02	UHC-11824-83	5947959374	167 Hillcrest Rd, Austin, TX, 78749	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-431502	CLM	Martha Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419968	CLM	Judy U Ward	1978-11-04	UHC-61206-39	—	931 Sunset Blvd, San Antonio, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-26935	PRV	Laura Tran	—	—	4104394952	8093 Baseline Rd, Jacksonville, FL, 32263	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-26799	PRV	Ashley Hudson	1972-10-24	—	—	56 Central Ave, Dallas, TX, 75223	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-131389	ENR	Carlos R Mason	1958-05-03	UHC-55182-09	9574322791	2022 Harbor Blvd # 504, Eden Prairie, MN, 55352	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-407062	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-108980	ENR	Cynthia Flores	1953-03-20	UHC-83094-82	—	7392 Pine Dr, Minneapolis, MN, 55481	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125712	ENR	Linda U Henderson	1943-03-26	UHC-38297-71	8285107565	9100 Valley View Dr, Fresno, CA, 93721	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113540	ENR	Aisha P Butler	1971-04-13	UHC-74011-36	5842846470	181 Maple Ave, Denver, CO, 80237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-415208	CLM	Julia N Kelly	1974-10-24	—	3745237414	7439 Washington St, Phoenix, AZ, 85020	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131519	ENR	Frank Lawrence	1992-06-14	UHC-54403-51	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138068	ENR	Kyle Hoowell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62261	TPA	Mark Lopez	1954-09-19	—	—	810 Mesa Dr, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130672	ENR	Doris R Welch	1975-10-26	UHC-03290-26	5157490853	67 Elm St, Charlotte, NC, 28213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135188	ENR	Richard B Nelson	1997-12-14	UHC-09848-35	—	4440 Jefferson Ave, Atlanta, GA, 30327	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-116017	ENR	Benjamin S Rice	2001-11-22	UHC-00900-40	—	5390 Baseline Rd, Los Angeles, CA, 90059	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-62999	TPA	Theresa Carter	1968-12-13	—	—	4683 Palm Dr, Chandler, AZ, 85262	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58714	TPA	Olivia Fuller	2000-11-15	—	—	3435 Ridge Rd, Plano, TX, 75079	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-429773	CLM	Mateo Guerrero	2001-04-08	UHC-46112-25	—	955 Elm St, San Antonio, TX, 78240	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-108442	ENR	Billy L Hunt	1995-07-25	UHC-62397-46	3979939228	2036 Sunset Blvd, Jacksonville, FL, 32248	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104929	ENR	Catherine H Henry	1998-06-20	UHC-75352-66	7022816540	4226 Washington St, Austin, TX, 78727	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20731	PRV	Austin C Holmes	1976-02-25	—	3899321696	2810 Spring St # 349, San Diego, CA, 92123	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111566	ENR	Amy I Young	1955-08-07	UHC-60553-01	—	1598 Pine Dr, Tucson, AZ, 85784	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129407	ENR	Martha I Hayes	—	UHC-66309-25	2317348464	873 Bayshore Dr, Plano, TX, 75002	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-130207	ENR	Gary T Torres	2000-04-04	UHC-92111-02	2029224954	2720 Central Ave, Plano, TX, 75017	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26598	PRV	Larry Marshall	1971-07-04	UHC-53367-57	5284209087	1466 Grand Ave, Minneapolis, MN, 55410	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-141902	ENR	Ann Perez	1993-08-11	UHC-58834-40	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.64	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-102418	ENR	Gary Walker	1999-02-04	UHC-30122-51	7853045209	2765 Camelback Rd, Charlotte, NC, 28252	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62270	TPA	Eimly Lane	1943-08-08	—	—	3213 Bayshore Dr, Tucson, AZ, 85794	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 103 of 357Previous Next