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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133085	ENR	Graham F Victoria	1970-12-07	UHC-64777-70	4406610192	2255 Cedar Ln, Las Vegas, NV	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-139614	ENR	Sara Q Cox	1961-08-17	UHC-33317-40	3643852885	7281 Ocean Ave, Seattle, WA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-118938	ENR	Larry S Sanders	1993-08-11	UHC-48676-74	4074068481	3110 Main St, Mesa, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-136797	ENR	Teresa L Snyder	1995-03-08	UHC-84031-93	3416900947	7579 Indian School Rd, Houston, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-102107	ENR	Joan Hunt	1981-01-04	UHC-64585-07	9129677382	4579 Central Ave, Tampa, FL	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-138607	ENR	Mason Lewis	1992-07-20	UHC-15830-99	—	2392 Lake View Rd, Tampa, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
ENR-119989	ENR	Jessica P Green	1964-04-06	UHC-03645-54	5235045944	3674 Washington St, Tempe, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-124200	ENR	Brenda U Hernandez	1996-04-12	UHC-85229-30	9032595681	1513 Bayshore Dr, Seattle, WA	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-111509	ENR	Lori C Chapman	1945-08-06	UHC-78323-08	8065484610	1165 Elm St, Tempe, AZ	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-104572	ENR	Kevin Esspinoza	1957-12-15	UHC-95455-88	4133163222	5811 Union St, Denver, CO	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-116227	ENR	Elizabeth Hernandez	1945-01-01	UHC-72155-81	3304932376	4988 Baseline Rd, Tucson, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-105800	ENR	Denise Phillips	1994-05-27	UHC-88459-49	6666891220	8538 Spring St, Dallas, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-109859	ENR	Jacob G Hayes	1992-01-28	UHC-35487-72	9073283700	5016 Washington St, Chandler, AZ	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-121468	ENR	Kathleen Johnston	1964-01-05	UHC-78882-41	6596069361	1204 Highland Ave, Los Angeles, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-103417	ENR	Susan Morrison	1940-07-02	UHC-72689-70	3189951317	8969 Apache Blvd, Dallas, TX	0.82	Name re-cased Phone reformatted ZIP missing
ENR-119183	ENR	Christian H Brown	1986-09-21	UHC-14944-66	4298330214	9487 Elm St, Plano, TX	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-125584	ENR	Christine W Stevens	1983-06-13	UHC-87437-98	—	9540 Broadway, San Antonio, TX	0.82	Member ID reformatted ZIP missing Placeholder values cleared
ENR-118314	ENR	Alexis W Lucas	1946-08-10	UHC-20192-49	5502196323	9161 Maple Ave, Nashville, TN	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-109046	ENR	Bety H Stewart	1963-09-14	UHC-11232-80	7302207701	468 Highland Ave, Columbus, OH	0.82	Phone reformatted City re-cased ZIP missing
ENR-127391	ENR	Julia McDonald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd, Plano, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-105493	ENR	Philip B Nichols	1988-04-04	UHC-60231-42	6144971756	5140 Park Pl, San Diego, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-128920	ENR	Randy O Hill	1960-06-02	UHC-78409-32	4766329036	9664 Washington St, Fresno, CA	0.82	Date of birth reformatted ZIP missing Email lower-cased
ENR-109312	ENR	Bradley H Weaver	1985-04-15	UHC-93569-57	5936633482	6249 Ridge Rd, Jacksonville, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-139143	ENR	Samuel L Daniels	1977-11-16	UHC-29400-17	8727770271	8484 Meadow Ln, Tampa, FL	0.82	Phone reformatted ZIP missing Email lower-cased
ENR-134862	ENR	Roy A Powell	1980-11-27	UHC-17581-40	5032571479	482 Broadway, Plano, TX	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-114580	ENR	Jerry X Knight	1981-09-11	UHC-72184-17	2714526882	254 Lincoln Way, Houston, TX	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-116369	ENR	Peter Bradley	1993-02-25	UHC-24216-20	4535943419	9274 Sunset Blvd, Tampa, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-132919	ENR	Brandon Rodrigeuz	1958-02-15	UHC-94100-85	—	2098 Mountain View Dr, Dallas, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-113548	ENR	Rachel J Santos	1994-01-24	UHC-46766-18	8706992372	3018 Elm St, Glendale, AZ	0.82	Member ID reformatted ZIP missing Whitespace trimmed
ENR-139160	ENR	Alexander L Meyer	1941-02-09	UHC-42512-93	3659405410	6820 Hillcrest Rd, Tucson, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-121361	ENR	Paul Cooper	1940-02-02	UHC-08763-59	2289358129	2296 Ocean Ave, Tempe, AZ	0.82	Date of birth reformatted ZIP missing Email lower-cased
ENR-139391	ENR	Dick S Murray	2000-05-02	UHC-12024-59	5989170581	958 Pine Dr, Seattle, WA	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-139390	ENR	Dick S Murray	2000-05-02	UHC-12024-59	5989170581	958 Pine Dr, Seattle, WA	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-134671	ENR	Sofia Soto	1964-02-12	UHC-89751-90	5767525612	2267 Spring St, Atlanta, GA	0.82	Phone reformatted City re-cased ZIP missing
ENR-115777	ENR	Aishha Bradley	1939-02-03	UHC-74637-63	8668630546	2403 Washington St, Minneapolis, MN	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-113860	ENR	Christine Gonzales	1943-05-07	UHC-81084-47	—	1128 Valley View Dr, Miami, FL	0.82	Date of birth reformatted State code upper-cased ZIP missing
ENR-139375	ENR	Cnythia H Alvarez	1976-11-24	UHC-07033-32	8893438011	9509 Willow Ct, Nashville, TN	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-138868	ENR	Ronald Vadez	2002-06-14	UHC-47247-36	—	6556 Oak St, Fresno, CA	0.82	State code upper-cased ZIP missing Whitespace trimmed
ENR-138869	ENR	Ronald Vadez	2002-06-14	UHC-47247-36	—	6556 Oak St, Fresno, CA	0.82	State code upper-cased ZIP missing Whitespace trimmed
ENR-135700	ENR	Teresa V Sims	1981-01-25	UHC-68801-10	3847185091	9302 Meadow Ln, Houston, TX	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-112795	ENR	Denise A Clark	1980-09-13	UHC-40992-88	4825152030	2864 Broadway, Scottsdale, AZ	0.82	Phone reformatted Address re-cased ZIP missing
ENR-106046	ENR	Melissa S Dominguez	1941-01-16	UHC-65469-13	8248051597	6079 Canyon Rd, Columbus, OH	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-131913	ENR	Charlotte M Peters	1997-05-10	UHC-50135-12	3615884195	8173 Park Pl, Tampa, FL	0.82	Name re-cased State code upper-cased ZIP missing
ENR-135390	ENR	Mateo B Morgan	1991-11-13	UHC-70721-13	7566602508	7118 Desert Sky Blvd, Gilbert, AZ	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-126931	ENR	Rebecca S Bisshop	1972-09-06	UHC-17619-13	9539981416	5679 Lincoln Way, Plano, TX	0.82	Name re-cased Member ID reformatted ZIP missing
ENR-121637	ENR	Ruth Mlils	1958-02-08	UHC-76487-98	7223504715	6603 Elm St, Nashville, TN	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-115234	ENR	Christian Price	1993-12-24	UHC-23261-68	7333050581	8885 Hillcrest Rd, Tucson, AZ	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-110368	ENR	Robert R Walsh	2006-06-27	UHC-25042-58	6202447050	6341 Highland Ave, Nashville, TN	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-120289	ENR	Hannah Schmidt	1956-05-13	UHC-11596-17	3887356683	294 Apache Blvd, Dallas, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-106356	ENR	Maria Andrews	1981-06-18	UHC-78082-79	9003222109	9752 Mountain View Dr, Eden Prairie, MN	0.82	Date of birth reformatted Phone reformatted ZIP missing

3,340 rows, page 64 of 67Previous Next