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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136407	ENR	Barb Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117708	ENR	Cynthia Ellis	1976-04-02	UHC-95330-90	—	2224 Church St, Plano, TX, 75078	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-115971	ENR	Mateo Johnston	1998-10-11	UHC-73042-62	7908124245	5560 Elm St, Mesa, AZ, 85294	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133923	ENR	Abigail Luna	1954-12-16	UHC-36079-65	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101248	ENR	Amber Waalker	1993-08-19	UHC-76429-95	7785053188	6562 Elm St Apt 12, Orlando, FL, 32846	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117836	ENR	Lauren D Fowler	1952-04-22	UHC-70815-91	9317575965	4464 Apache Blvd, Glendale, AZ, 85398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129052	ENR	Billy R Collins	1941-06-06	UHC-88822-54	3167831430	1834 Mountain View Dr Apt 38, Austin, TX, 78762	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132980	ENR	Teresa Allen	1973-07-23	UHC-50538-21	2094960000	2116 Park Pl, Dallas, TX, 75253	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120534	ENR	Jeffrey O Marquez	1980-10-08	UHC-29336-09	—	6346 Camelback Rd, Dallas, TX, 75262	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120833	ENR	William Scott	1938-04-20	UHC-86572-89	9329670138	2049 River Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116087	ENR	Vincent X Vazquez	1970-12-02	UHC-50969-35	6068241208	532 Church St, Minneapolis, MN, 55426	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122137	ENR	Noah E Morgan	1976-03-20	UHC-82203-05	4083092344	5058 Palm Dr # 214, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135143	ENR	Christian H Simmons	1990-12-02	UHC-65062-39	4748365776	976 Valley View Dr # 870, Mesa, AZ, 85269	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106105	ENR	Philip O Carpenter	1952-03-23	UHC-95540-90	7835940628	3207 Oak St, Tucson, AZ, 85777	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115042	ENR	Joan V Flores	—	UHC-12786-17	9176037194	3225 River Rd, Miami, FL, 33182	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-105206	ENR	Virginia G Cook	2007-06-17	UHC-55267-90	3443404000	9174 Forest Ave, Plano, TX, 75020	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-126223	ENR	Judy Willis	1997-06-11	UHC-66735-76	8972562951	7572 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130992	ENR	Sofia J Romero	1967-03-07	UHC-33423-69	8384194682	4041 Apache Blvd, Plano, TX, 75044	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140447	ENR	Linda D Carpenter	1940-10-18	UHC-03197-05	2405136107	9397 Grand Ave, Phoenix, AZ, 85076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101128	ENR	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104849	ENR	William Patterson	1967-10-21	UHC-98995-42	5604859942	4238 Church St Apt 35, Los Angeles, CA, 90042	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-120009	ENR	Gabriel H Taylor	1973-05-24	UHC-69788-78	2072861977	916 Apache Blvd # 566, Eden Prairie, MN, 55345	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127175	ENR	Mari D Knight	2006-03-17	UHC-08266-58	2095519219	4553 Spring St, Glendale, AZ, 85393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141296	ENR	Kevin N Fuller	1974-01-20	UHC-89175-90	8205152479	8360 Washington St, Sacramento, CA, 95831	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-103818	ENR	Linda A Garrtet	1947-03-01	UHC-52045-15	3724993067	6243 Mesa Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117669	ENR	Megan E Rice	1941-01-01	UHC-35388-29	7018598950	4054 Willow Ct, Los Angeles, CA, 90067	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-127060	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St, Las Vegas, NV, 89168	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140043	ENR	Nicole W Chne	1949-03-15	UHC-87075-85	9316873774	9865 Forest Ave, Jacksonville, FL, 32246	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138166	ENR	Jose H Robinson	2002-04-09	UHC-50740-97	3538913287	508 Broadway, Eden Prairie, MN, 55362	0.64	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-112961	ENR	Russell I Wagnner	—	UHC-45718-66	4143228396	1814 Grand Ave, Tampa, FL, 33650	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-102636	ENR	Barbara R Jacobs	1984-08-03	UHC-84370-28	5343695383	2168 Harbor Blvd, Scottsdale, AZ, 85245	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116233	ENR	Robert G Valdez	2000-10-21	UHC-32586-14	8906295975	1002 Elm St, Seattle, WA, 98111	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132494	ENR	Dorohy Armstrong	1997-02-04	UHC-63392-55	2203887138	5801 Mesa Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135082	ENR	Stephanie Spenker	1964-01-02	UHC-20596-65	—	1002 Willow Ct, Seattle, WA, 98135	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-116487	ENR	Yuki O Stevens	—	UHC-99868-56	5702922046	8690 Mesa Dr, Nashville, TN, 37273	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
ENR-124985	ENR	Logan Luna	1942-09-06	UHC-90592-70	8793092186	8848 Cedar Ln, Scottsdale, AZ, 85297	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107907	ENR	Cheryl Snyder	1988-09-06	UHC-01160-94	9772723844	6293 Palm Dr, Houston, TX, 77097	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124963	ENR	Omar G Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA, 90085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141038	ENR	Brittany Butler	1963-12-09	UHC-89843-42	5762223048	1572 Jefferson Ave, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130506	ENR	Lauren Porter	—	UHC-47113-19	4033406949	1731 Harbor Blvd, Orlando, FL, 32892	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-108691	ENR	Christina Morales	1947-07-03	UHC-53202-71	7178285395	7231 Broadway Apt 7, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-117575	ENR	Keith Z Gonzales	1971-04-03	UHC-47275-39	2347925896	703 Camelback Rd, Tampa, FL, 33677	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133700	ENR	Eric Sanders	1959-08-27	UHC-95424-50	9545579690	2321 Grand Ave, Orlando, FL, 32817	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139521	ENR	Saarah Ruse	1953-04-13	UHC-73535-83	7587631917	2108 Indian School Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131456	ENR	Patricia Q Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd, Glendale, AZ, 85394	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-119833	ENR	Brandon Fuller	1942-06-14	UHC-12578-08	—	5550 Ocean Ave # 218, Scottsdale, AZ, 85280	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-136655	ENR	Kyyle E Wilson	1957-10-22	UHC-49295-41	3757597423	834 Oak St, Nashville, TN, 37215	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-124940	ENR	Aeron N Cox	1973-07-25	UHC-64407-76	7279877927	4580 Elm St, Mesa, AZ, 85201	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109917	ENR	Jess Riley	1947-03-12	UHC-00691-96	6322465722	3593 Sunset Blvd, Jacksonville, FL, 32216	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-132272	ENR	Sarah P Guzman	1958-02-16	UHC-06472-19	5944517613	2816 Sage Ct, San Antonio, TX, 78282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

17,310 rows, page 79 of 347Previous Next