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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112673	ENR	Ann P Kelley	—	UHC-38082-71	2458416955	2306 Union St, Scottsdale, AZ, 85236	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136535	ENR	Eric L Bell	1955-08-15	UHC-32632-40	3246345977	7210 Mountain View Dr, Miami, FL, 33191	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115109	ENR	Nathan Y Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave, Tampa, FL, 33669	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134298	ENR	Sean Crawford	1993-12-28	UHC-87115-68	7178395461	3979 River Rd, Charlotte, NC, 28276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-117091	ENR	Ana P Rose	1948-12-04	UHC-63052-88	9875724445	21 Cedar Ln, Columbus, OH, 43286	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-113816	ENR	Amber Mitchell	1943-11-14	UHC-14221-60	5199944051	8182 Ridge Rd, Sacramento, CA, 95855	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111095	ENR	Wayne C Ward	1966-08-17	UHC-76295-26	6754164628	503 Ridge Rd, San Antonio, TX, 78276	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127287	ENR	Joe T Medina	1977-02-16	—	4587412569	5333 Lincoln Way, Los Angeles, CA, 90059	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115704	ENR	George Greene	1990-02-21	UHC-36748-48	7068879465	4955 Palm Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-127168	ENR	Scott K Thoas	1970-07-24	UHC-17753-40	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110344	ENR	Ronald Espinoza	1981-09-20	UHC-88715-46	3695381020	763 Oak St, Atlanta, GA, 30355	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138142	ENR	Yuki O Maldonado	1980-05-26	UHC-77154-60	6806785902	647 Church St, Orlando, FL, 32802	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-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-138078	ENR	Marc X Walsh	1997-07-05	UHC-37839-21	9878415044	—	0.64	Phone reformatted SSN last four extracted Gender normalised Plan code upper-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-128035	ENR	Mason C Armstrong	1957-06-27	UHC-42671-76	4399471705	6875 Palm Dr, San Antonio, TX, 78292	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133599	ENR	Jeffrey Howard	1986-12-07	UHC-77025-69	6842821472	4279 Palm Dr, Columbus, OH, 43287	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115869	ENR	Laryr Lawson	1976-03-23	UHC-59354-09	4535314055	4261 Apache Blvd, Phoenix, AZ, 85063	0.64	Name split from “Last, First”Date of birth reformatted 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-133033	ENR	Noah G Morales	1979-04-27	UHC-87924-44	9875050061	8687 Cedar Ln, Austin, TX, 78759	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131131	ENR	Arjun Padilla	2008-01-06	UHC-09207-46	5726481694	9809 Spring St, Tampa, FL, 33624	0.64	Name split from “Last, First”Phone reformatted Member ID 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-129838	ENR	Betty Santiago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH, 43213	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135670	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135671	ENR	Linda Carroll	1967-04-15	UHC-43840-07	4806575735	6679 Canyon Rd, San Antonio, TX, 78221	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125472	ENR	Vicky O Ellis	1988-06-14	UHC-96694-67	4129193721	2315 Market St, Las Vegas, NV, 89118	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+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
ENR-109657	ENR	Christina Tran	1991-08-21	UHC-49795-43	4045231229	8794 Cedar Ln Apt 32, Fresno, CA, 93777	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-122215	ENR	Camila Daniels	1945-06-13	UHC-20797-65	5426017294	2438 Sage Ct, Phoenix, AZ, 85053	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114592	ENR	Dorothy Y Wang	1947-05-08	UHC-35536-05	6349489563	2326 Grand Ave, Mesa, AZ, 85220	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101989	ENR	Lauren Walsh	1959-03-17	UHC-01740-24	7089813352	6029 Highland Ave, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120678	ENR	Elijah Gordon	1978-11-12	UHC-65029-14	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120332	ENR	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109018	ENR	Harold U Marquez	1956-02-26	UHC-97300-32	6986645508	3616 Apache Blvd, Charlotte, NC, 28207	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131146	ENR	Evelyn Hansen	1971-05-08	UHC-97559-91	5753798685	3438 Lake View Rd, Las Vegas, NV, 89115	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

28,181 rows, page 127 of 564Previous Next