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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141416	ENR	Mary M Freeman	1989-10-16	UHC-37577-98	8805001708	2156 Highland Ave, Sacramento, CA, 95892	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111219	ENR	Brenda Obrien	2004-09-12	UHC-84176-83	3253975238	2758 Jefferson Ave, Denver, CO, 80263	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142584	ENR	Sophia W Burns	1965-11-15	UHC-85946-76	5997284229	9399 Baseline Rd, Tempe, AZ, 85280	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106360	ENR	Ruth E Espinoza	1985-03-03	UHC-67768-80	3072056243	3435 Willow Ct, Columbus, OH, 43296	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137763	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	—	4649 Sage Ct, San Antonio, TX, 78278	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110294	ENR	John H Schmidt	1942-04-04	UHC-63438-99	6064764660	1232 Main St, Tempe, AZ, 85263	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
ENR-141394	ENR	Jennifer M Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.76	Phone reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-102363	ENR	Cheryl Red	2008-05-11	UHC-44079-23	3523512838	8264 Broadway, Phoenix, AZ, 85012	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
ENR-131432	ENR	Cynthia Y Stevens	1970-08-07	UHC-46796-42	8985698829	1388 River Rd, Plano, TX, 75090	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117335	ENR	Ronald Greene	1946-09-19	UHC-41356-88	8295638523	5228 Apache Blvd, San Diego, CA, 92167	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120716	ENR	Stephanie Chen	1975-04-17	UHC-64339-04	2134513991	6996 Palm Dr, Plano, TX, 75068	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122623	ENR	Mari N Hughes	1996-07-12	UHC-57720-47	5718897528	4875 Spring St, Los Angeles, CA, 90096	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125633	ENR	Robert Myerrs	1983-02-02	UHC-48943-31	2696268781	4724 Broadway # 449, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-138390	ENR	Eugene Elliott	2000-07-24	UHC-39633-75	3182936242	7124 Bayshore Dr, Tucson, AZ, 85766	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108639	ENR	Tyler Young	1980-07-21	UHC-00161-11	—	7471 Ocean Ave, Tampa, FL	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more
ENR-100089	ENR	Amber E Wells	1979-06-25	UHC-31236-97	2665950799	299 Meadow Ln, Houston, TX, 77014	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108582	ENR	Evelyn Kennedy	2008-02-27	UHC-55804-74	2867040631	2565 Willow Ct, Chandler, AZ, 85287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106696	ENR	William J Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-106464	ENR	Wei Harrison	1954-03-02	UHC-67650-36	4509689142	4925 Maple Ave, Gilbert, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-107243	ENR	Martha Harper	1950-11-13	UHC-12294-21	5035220517	7781 Market St, Minneapolis, MN, 55446	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108471	ENR	Brennda H Santiago	1967-10-26	UHC-47380-81	6447876624	2859 Pine Dr, San Diego, CA, 92159	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-141792	ENR	Roy U Jmes	2008-11-12	UHC-07344-39	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-119445	ENR	Abigail G Day	1954-10-15	UHC-60035-57	5772110160	4013 Spring St, Miami, FL, 33127	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-129115	ENR	Melissa S Morgan	1992-09-11	UHC-68202-82	8502646613	7009 Harbor Blvd, Tampa, FL, 33665	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106069	ENR	Gary P Mendez	2008-03-27	UHC-40628-36	—	9612 Washington St, Columbus, OH, 43238	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-141550	ENR	Kenneth Sims	1975-11-15	UHC-21958-69	6377579304	4019 Baseline Rd, Minneapolis, MN, 55434	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122571	ENR	Lucia S White	1991-07-18	—	8294112742	4563 Lincoln Way # 449, Sacramento, CA, 95853	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-134593	ENR	Paul J Estrada	1981-06-25	UHC-79041-01	2044476395	6839 Valley View Dr, Mesa, AZ, 85204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109601	ENR	Elijah D Sandoval	1995-08-03	UHC-68589-33	2049864171	4630 Market St, Miami, FL, 33145	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118448	ENR	Charles A Cook	2002-03-27	UHC-90698-76	9582719412	6458 Valley View Dr, Columbus, OH, 43282	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104116	ENR	Diego Williams	1978-12-01	UHC-21645-18	6827659100	1963 Willow Ct, Chandler, AZ, 85252	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138051	ENR	Sharon Ruiz	1996-02-26	UHC-05868-02	6668856260	2788 Washington St, Tampa, FL, 33609	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140632	ENR	Jason Bennett	1970-08-26	—	3074850798	9140 Lake View Rd, Tempe, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121943	ENR	Mark Mills	1962-04-06	UHC-76696-99	6477423538	5792 Broadway, Glendale, AZ, 85397	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-118587	ENR	Kathleen C Jmienez	1990-12-27	UHC-82671-06	9205710695	3653 Elm St, Gilbert, AZ, 85276	0.76	Name split from “Last, First”Date of birth reformatted State code upper-cased Email lower-cased+2 more
ENR-119573	ENR	Logan Lawson	1941-11-21	UHC-25158-41	6088774393	3174 Lincoln Way, Jacksonville, FL, 32204	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
ENR-136612	ENR	Andrea Olson	1990-04-16	UHC-41097-65	—	4035 Forest Ave, Glendale, AZ, 85314	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104145	ENR	Ann Taylor	1945-09-03	UHC-45596-23	4299117742	7489 Valley View Dr, Scottsdale, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136242	ENR	Philip F White	1971-04-21	UHC-55939-39	4866522249	2752 Valley View Dr, Atlanta, GA, 30347	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140098	ENR	Lauren Ryan	2006-01-13	UHC-80172-58	—	4827 Hillcrest Rd, Mesa, AZ, 85239	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139609	ENR	Natalie N Day	1950-02-23	UHC-77153-62	5255357495	2251 Canyon Rd, Las Vegas, NV, 89113	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-106353	ENR	Diana Brown	1946-05-23	UHC-33049-18	5719152190	6494 Central Ave, Houston, TX, 77015	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108902	ENR	Mary Arnold	1958-10-12	UHC-95199-57	7179760102	5654 Sage Ct, Columbus, OH, 43243	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127071	ENR	Patrick K Gutierrez	1994-09-25	UHC-40734-68	2545355645	2721 River Rd, Denver, CO, 80201	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-119889	ENR	Maria N Motgomery	1962-07-03	UHC-29751-78	—	1044 Ridge Rd, Phoenix, AZ, 85096	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139280	ENR	Shirley U Fisher	1945-07-04	UHC-31923-24	5283530223	3423 Park Pl, Austin, TX, 78729	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-134973	ENR	Susan Guzman	1959-06-14	UHC-44925-37	—	9558 Desert Sky Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127386	ENR	Debra Alexander	1976-05-03	UHC-27555-57	7688351161	4973 Palm Dr, Chandler, AZ, 85262	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-103731	ENR	Nicole T Pierce	2003-05-18	UHC-48733-28	—	5141 Market St, Austin, TX, 78769	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135649	ENR	Carol Murray	1967-04-06	UHC-75188-27	8755683662	91 Spring St, Eden Prairie, MN, 55327	0.76	Name re-cased Two-digit birth year State code upper-cased Email lower-cased+2 more

1,918 rows, page 22 of 39Previous Next