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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128578	ENR	Carolyn M Santiago	2007-03-10	UHC-51828-36	2826262585	4033 Hillcrest Rd, Phoenix, AZ, 85083	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126742	ENR	Mason P Foster	1975-03-14	UHC-91690-75	4662759937	3701 Harbor Blvd # 266, Nashville, TN	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+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-125661	ENR	Elizabeth M Maldonado	1986-04-01	UHC-49167-25	5893508348	3871 Park Pl Apt 40, Charlotte, NC, 28277	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-121954	ENR	Elijah J Torres	1968-03-21	UHC-90396-64	9883370211	7315 Church St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-114976	ENR	Mateo Medina	1950-03-15	UHC-80796-72	7749530209	5639 Willow Ct, Sacramento, CA, 95805	0.46	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-114975	ENR	Mateo Medina	1950-03-15	UHC-80796-72	7749530209	5639 Willow Ct, Sacramento, CA, 95805	0.46	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101153	ENR	Timothy Kelly	1989-07-01	UHC-36460-96	4893100129	2193 Mountain View Dr, Seattle, WA	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101814	ENR	Benjamin Harris	1978-11-02	UHC-55813-93	7414289056	1764 Mountain View Dr, Las Vegas, NV	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-132785	ENR	Elijah X Williams	1959-10-23	UHC-93427-23	5933260049	6333 Harbor Blvd, Seattle, WA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-120956	ENR	Judith Lucas	—	UHC-82017-35	4284050195	5675 Bayshore Dr # 815, Orlando, FL, 32894	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-102408	ENR	Cynthia I Wagner	1967-01-07	UHC-51467-91	3445432646	5775 Park Pl, Orlando, FL	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+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-127875	ENR	Mike Simmons	1978-04-13	UHC-43803-76	7855554793	7323 Park Pl, Dallas, TX, 75206	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117210	ENR	Kenneth S Perkins	2003-07-24	UHC-16787-95	3046370785	4677 Valley View Dr, Scottsdale, AZ, 85266	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-116715	ENR	Cheryl Carr	1953-08-27	—	2346211532	1857 Valley View Dr, Scottsdale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-118126	ENR	Gloria Tran	1999-12-15	UHC-60806-43	—	5239 River Rd, Sacramento, CA, 95844	0.46	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-115512	ENR	Arjun Davis	1957-09-09	UHC-79014-99	5769585063	6398 Union St, Denver, CO, 80281	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-137533	ENR	Diego Ford	—	UHC-42855-52	7705262408	3131 Apache Blvd, Tempe, AZ, 85271	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-140551	ENR	Scott V Turner	1951-05-21	UHC-29656-32	4345839565	3002 Lake View Rd Apt 35, Tampa, FL, 33668	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-130169	ENR	Janice Welch	1945-03-17	UHC-30440-03	8869319768	4837 Union St # 134, Houston, TX	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
ENR-131978	ENR	Rachel C Lawson	1942-03-23	UHC-27077-99	2048265282	8742 Pine Dr, Houston, TX, 77087	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133326	ENR	Ralph K Medina	1953-12-04	UHC-86664-23	6277254859	7492 Palm Dr, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-121990	ENR	Santiago Patterson	1960-06-28	UHC-88650-70	5913420133	9129 Ocean Ave, Tampa, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118879	ENR	Tyler M Woods	1982-04-20	UHC-14817-37	8959130071	7877 Ridge Rd Apt 31, Houston, TX, 77060	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-124172	ENR	Bobby Robisnon	—	UHC-36417-87	2758216491	7600 Bayshore Dr, Eden Prairie, MN, 55399	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+5 more
ENR-115850	ENR	Amy Dunn	1946-10-02	UHC-41815-99	8465317929	2622 Camelback Rd, Chandler, AZ, 85282	0.46	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105751	ENR	Luis S Gordon	1948-07-16	UHC-01696-38	9007903007	46 Sage Ct # 785, Minneapolis, MN, 55469	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123297	ENR	George K Fernandez	1972-09-21	UHC-36073-65	5194603935	7541 Park Pl, Columbus, OH, 43244	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-118486	ENR	Fatima Jacobs	1999-05-26	UHC-85686-39	8659220737	6402 Valley View Dr # 271, Mesa, AZ, 85284	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-115394	ENR	Catherine P Collins	1952-01-23	UHC-00056-21	2254902786	8370 Sunset Blvd, Minneapolis, MN, 55490	0.46	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+5 more
ENR-113862	ENR	Carol B Luna	1974-03-25	UHC-13714-34	2956266227	6623 Harbor Blvd, Atlanta, GA, 30320	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-111128	ENR	Sean Sanders	—	UHC-48053-23	7125336877	3327 Grand Ave, Scottsdale, AZ, 85264	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-121646	ENR	Martha C Black	1995-03-02	UHC-64249-21	8866077238	2104 Lake View Rd, Mesa, AZ, 85247	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-138021	ENR	Sara D Contreras	1993-05-20	UHC-13108-62	—	4754 Ridge Rd Apt 32, Houston, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-120731	ENR	Christine Roberts	1939-06-01	UHC-27869-19	7073816172	4232 Central Ave, Scottsdale, AZ, 85260	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-104350	ENR	Bobby Martinez	1963-09-25	UHC-40996-21	8184283192	2233 Mountain View Dr, Atlanta, GA, 30388	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117861	ENR	Bowman K Deborah	1967-01-01	UHC-46233-98	7667150145	5150 Sage Ct, Fresno, CA	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-132032	ENR	Kelly Z Cruz	1957-04-06	UHC-24458-06	—	98 Cedar Ln Apt 20, Dallas, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-109246	ENR	Gaorge Y Hanson	1964-01-16	UHC-53382-18	8286846877	3568 Elm St, San Antonio, TX, 78229	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-133144	ENR	Matt Brooks	1971-08-14	UHC-65253-69	9356086949	2463 Meadow Ln Apt 9, Tucson, AZ, 85761	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-132959	ENR	Julia U Foster	1946-01-02	UHC-42461-59	6218834441	8175 Ocean Ave # 765, Plano, TX, 75063	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-135737	ENR	Jeremy Y Collins	1962-05-15	UHC-91689-83	9799145986	5358 Lake View Rd Apt 31, Tempe, AZ, 85219	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-137374	ENR	Priya G Shaw	1955-04-20	UHC-27495-29	8404220769	2837 Sage Ct Apt 10, Miami, FL, 33173	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-106276	ENR	Grace Sanchez	1964-06-17	UHC-94978-64	8742315927	551 Grand Ave, San Diego, CA, 92136	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129516	ENR	Kevin Y Marshall	1997-04-04	UHC-22454-97	7714690933	8744 Lake View Rd, Gilbert, AZ, 85259	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124135	ENR	Kenneth W Lawrence	1965-08-19	UHC-46680-27	8128836722	9367 Grand Ave Apt 11, Seattle, WA, 98160	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

26,564 rows, page 25 of 532Previous Next