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

Enrollment, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127264	ENR	Carol X Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-116462	ENR	Lauren G Holmes	1992-02-16	UHC-98314-28	2107885949	8144 Camelback Rd, Austin, TX, 78749	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-103640	ENR	Theresa M Weaver	2001-03-15	UHC-34492-56	6742434258	1689 Indian School Rd, Tampa, FL, 33682	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-138859	ENR	Robert W Jacobs	1971-01-14	UHC-66748-29	5938408570	7254 Central Ave, Atlanta, GA, 30335	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-107731	ENR	Camila A Perkins	1961-05-20	UHC-07700-45	4719038136	6104 Spring St, Scottsdale, AZ, 85222	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-117208	ENR	Heather Reyes	1945-01-26	UHC-65077-06	7025427306	786 Sunset Blvd, Atlanta, GA, 30351	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113200	ENR	Teresa Santos	1959-12-22	UHC-28319-23	9576359236	194 Oak St, Dallas, TX, 75256	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139448	ENR	Harold Lewis	1983-03-15	UHC-81818-96	4272662732	6789 Elm St Apt 9, Atlanta, GA, 30321	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-110421	ENR	Tyler Oliver	1988-04-04	UHC-80744-56	2365774009	3506 Lincoln Way, San Diego, CA, 92139	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140343	ENR	Julie A George	1961-08-14	UHC-62078-43	8996242498	5628 Mountain View Dr, Seattle, WA, 98119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-123489	ENR	Kelly K Park	2003-01-04	UHC-31870-54	2154662801	2146 Willow Ct, Jacksonville, FL, 32278	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-120123	ENR	Amy F Baker	1967-05-15	UHC-44725-60	6939921271	4115 Palm Dr, Chandler, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131866	ENR	Richard N Chapman	1999-11-01	UHC-28200-70	8314581341	5513 Desert Sky Blvd, Plano, TX, 75012	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-138119	ENR	Natalie Kim	1997-01-07	UHC-69045-49	4997363276	9655 Cedar Ln # 327, Phoenix, AZ, 85081	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-111914	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH, 43290	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-134226	ENR	Victoria Rogers	2008-05-10	UHC-57091-14	7343817018	1444 Indian School Rd, Plano, TX, 75029	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-123016	ENR	Melissa Hart	1959-12-19	—	5719269051	1003 Apache Blvd, San Diego, CA, 92175	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-100026	ENR	Nancy O Campbell	1991-05-20	UHC-10392-04	7332381159	3517 Baseline Rd # 391, Jacksonville, FL, 32266	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-110807	ENR	Kathleen Wganer	1990-12-17	UHC-97845-16	7716306860	9711 Spring St # 709, Tampa, FL, 33653	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-137757	ENR	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-127192	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	4078082756	326 Willow Ct, Houston, TX, 77049	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-115999	ENR	Roy Mills	1949-09-10	UHC-24316-20	5212529707	1396 Union St, Sacramento, CA, 95803	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-112933	ENR	Justin Warren	1970-02-02	UHC-50704-53	6902588402	6843 Mountain View Dr Apt 30, Glendale, AZ, 85350	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-134131	ENR	Alexander N Marquez	1978-08-01	UHC-84217-49	6996762498	8121 Park Pl, Denver, CO, 80215	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-130849	ENR	Ryan Howard	1976-12-22	UHC-33587-02	4484202585	6625 Market St, Dallas, TX, 75230	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115906	ENR	Lee V Joan	1984-11-22	UHC-28497-10	7964782947	7316 Elm St, San Antonio, TX, 78218	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-107565	ENR	Debra G Patel	1948-01-07	UHC-55850-08	2388216340	3271 River Rd, Orlando, FL, 32835	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-118080	ENR	Karen Gibson	1976-02-21	UHC-49708-56	5348288152	6786 Grand Ave Apt 2, Denver, CO, 80299	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-115287	ENR	Roger J Chavez	1990-11-09	UHC-74003-19	3275114423	148 Jefferson Ave, Los Angeles, CA, 90077	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-136907	ENR	Mei L Claark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110209	ENR	Charles O Ellis	1972-11-13	UHC-01634-67	7657103637	9432 Church St, San Diego, CA, 92152	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-127246	ENR	Jean L Scott	1974-06-25	UHC-25460-52	5583857707	4107 Park Pl, Los Angeles, CA, 90029	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-128292	ENR	Hnery Chen	—	UHC-33237-14	3595577703	7603 Sunset Blvd, Dallas, TX, 75297	0.46	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+5 more
ENR-119121	ENR	Natalie Sims	—	UHC-65915-99	6168001734	3877 Main St, Las Vegas, NV, 89162	0.46	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105318	ENR	Bryan Li	1943-02-22	UHC-16862-67	8793330394	5152 Central Ave, Glendale, AZ, 85386	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-117844	ENR	Gerald H Silva	1976-09-23	UHC-54444-80	2935575873	3638 Valley View Dr, San Antonio, TX, 78284	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140594	ENR	Singh Katherine	1989-10-16	UHC-36821-73	7246348022	9696 Mountain View Dr, Denver, CO, 80209	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-123200	ENR	Rachel F Maldonado	—	UHC-71621-23	5604859058	9202 Main St, Austin, TX, 78720	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-108623	ENR	Justin G Cooper	1991-11-18	UHC-26825-50	2288619677	7406 Spring St, Miami, FL, 33143	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-111713	ENR	Michelle Bowman	1947-11-06	UHC-20763-80	3252942988	8737 Ridge Rd, Austin, TX, 78747	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-101232	ENR	John Z Taylor	1971-08-28	UHC-19378-10	4673857651	8613 Washington St, Atlanta, GA, 30374	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117366	ENR	Martin Philip	1959-12-27	UHC-41017-34	2937186556	8416 Jefferson Ave, Jacksonville, FL, 32266	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-125200	ENR	Jason B Garrett	1947-05-05	UHC-10837-58	8519954500	3428 Highland Ave, Austin, TX, 78767	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-108541	ENR	Jordan L Cole	1979-11-01	UHC-83214-78	5794394335	4226 Spring St, Minneapolis, MN, 55459	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-103053	ENR	Aisha O Hanson	1946-05-24	UHC-09335-84	7092804776	573 Bayshore Dr, Las Vegas, NV, 89119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-104898	ENR	Mason Kelley	1984-11-26	UHC-62790-81	6316006027	7795 Harbor Blvd, Austin, TX, 78768	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-120228	ENR	Sofia Wilson	2004-06-18	UHC-06608-41	5902998121	3482 River Rd, San Diego, CA, 92138	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-111999	ENR	Omar Carter	1940-09-08	UHC-59754-70	8698924762	6152 Camelback Rd, Seattle, WA, 98188	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-116284	ENR	Lauren Ford	1955-06-13	UHC-21692-03	8807802695	51 Union St, Minneapolis, MN, 55402	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-126072	ENR	Ahmed W Perez	2004-09-18	UHC-29273-05	9522031486	3808 Elm St Apt 33, Scottsdale, AZ, 85286	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more

3,951 rows, page 8 of 80Previous Next