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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107310	ENR	Christine T Ward	1999-12-10	UHC-46328-06	4475706677	1291 Lincoln Way, Mesa, AZ, 85216	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-116128	ENR	Pamela M King	1943-11-16	UHC-00018-87	4174358882	8136 Valley View Dr, Austin, TX, 78781	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137269	ENR	Emma X Lewis	1972-04-19	UHC-60704-58	2295430951	1188 Ridge Rd, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-140831	ENR	Billy L Reed	1953-02-22	UHC-49875-74	7159001020	5374 Apache Blvd, San Antonio, TX, 78209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111461	ENR	Lori S Butler	1981-02-20	UHC-75436-96	4306655702	405 Indian School Rd, Nashville, TN, 37270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-112234	ENR	Ann X Castro	1951-07-07	—	9063170933	3733 Washington St, Las Vegas, NV, 89114	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102344	ENR	Amanda J Wallace	1942-12-28	UHC-47261-99	9442044805	7313 Valley View Dr, Plano, TX, 75090	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130363	ENR	Ana Nunez	2003-12-07	UHC-27580-31	—	183 Main St, Orlando, FL, 32840	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-100760	ENR	Mateo B Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave Apt 18, Austin, TX, 78798	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132690	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122174	ENR	Abby L Lane	1963-02-21	UHC-97196-37	5844209746	2794 Main St, Minneapolis, MN, 55491	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111753	ENR	Austin Johnston	2004-06-10	UHC-13663-84	3269066372	4118 Church St, Las Vegas, NV, 89196	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107427	ENR	Andrew Z Gray	1940-08-20	UHC-91376-30	7474566000	8118 Meadow Ln Apt 32, Chandler, AZ, 85284	0.64	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-140052	ENR	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.64	Date of birth reformatted 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-131842	ENR	Betty I Scott	1987-07-27	UHC-50628-36	2746697839	3319 Washington St, Plano, TX, 75006	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117238	ENR	Tyler U Campbell	1970-04-02	UHC-99970-10	—	438 Meadow Ln, Las Vegas, NV, 89153	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-141843	ENR	Dorothy Fulelr	1970-03-20	UHC-32368-14	—	5100 Grand Ave, Charlotte, NC, 28272	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123758	ENR	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-103736	ENR	Bradley Q Hayes	1934-07-10	UHC-38901-87	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-117133	ENR	Jeremy L Dean	1952-12-02	UHC-08912-03	6474030656	6029 Central Ave, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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-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-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-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-108618	ENR	Watler Y Matthews	1978-05-04	UHC-58063-11	2606754924	6009 Spring St Apt 28, San Antonio, TX, 78215	0.64	Name re-cased Date of birth reformatted Unit split from street City 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-130110	ENR	Julia E Schmidt	1983-02-09	UHC-72599-06	8256988057	3498 Valley View Dr, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased City 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
ENR-139007	ENR	Christopher B Aguilar	1942-08-10	UHC-60844-39	8485279686	9765 Valley View Dr, Sacramento, CA, 95884	0.64	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-119624	ENR	Jeremy Tukcer	1952-07-17	UHC-74600-73	9885433013	9737 Bayshore Dr, Nashville, TN, 37278	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134393	ENR	Andrea Chavez	1962-08-10	UHC-71772-06	2897792417	2030 Mountain View Dr, Tempe, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129379	ENR	Joseph Carter	1979-12-15	UHC-97279-29	2537383919	3938 Desert Sky Blvd, Chandler, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128105	ENR	Samantha Ray	1990-09-03	UHC-10409-87	—	464 Jefferson Ave, Denver, CO, 80269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130453	ENR	Robert Stone	1972-01-08	UHC-11766-70	3274236988	4545 Cedar Ln, Eden Prairie, MN, 55319	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109491	ENR	Bradely T Carr	1998-11-03	UHC-51378-49	3674072449	2339 Jefferson Ave Apt 25, Phoenix, AZ, 85029	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135121	ENR	Lauren Woods	1978-03-14	UHC-04222-70	—	2095 Forest Ave Apt 33, Miami, FL, 33108	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-129920	ENR	Ruth K Aguilar	1995-07-04	UHC-73106-42	6329985888	7008 Cedar Ln, Mesa, AZ, 85207	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 67 of 280Previous Next