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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112647	ENR	Helen L Gilbetr	2004-09-28	UHC-68663-91	9484753207	9033 Spring St, Eden Prairie, MN, 55366	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117062	ENR	Jason R Lopez	1994-12-09	UHC-54594-32	5914259132	5705 Desert Sky Blvd, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108534	ENR	Natalie Jensen	1961-03-12	UHC-90858-01	5817637368	9838 Pine Dr, Chandler, AZ, 85256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131563	ENR	Micahel Ferguson	1991-08-02	UHC-81936-57	7084836813	6568 Highland Ave, Atlanta, GA, 30341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118444	ENR	Dorothy Washington	1973-04-06	UHC-61161-52	—	9015 Ocean Ave, Tampa, FL, 33686	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
ENR-125761	ENR	Yuki Grant	2001-02-24	UHC-41576-65	8977902154	6752 Indian School Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138925	ENR	Vincent E Taylor	1976-03-08	UHC-31691-56	4715746833	1087 Valley View Dr, San Antonio, TX, 78253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138388	ENR	Aaron Soto	1964-02-27	UHC-37599-88	—	7616 Elm St, Phoenix, AZ, 85021	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108022	ENR	Andrew W Hart	1971-05-15	UHC-05381-28	4404618873	8837 Pine Dr, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105903	ENR	Alexander Hart	1940-05-07	—	3612581682	8068 Park Pl, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-112395	ENR	Lori E Riley	1951-07-08	UHC-95872-02	8938240901	5708 Grand Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-135762	ENR	Martha McDonald	1984-08-28	UHC-53367-30	5748133632	1964 Highland Ave, Houston, TX, 77023	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-117706	ENR	Kyle F Fisher	1985-09-21	UHC-68550-54	9029328226	787 Union St, Seattle, WA, 98171	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123679	ENR	Betty Martinez	1968-04-26	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124681	ENR	Joshua J Franklin	1955-05-26	UHC-91877-89	7795117277	1169 Park Pl, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133691	ENR	Sean T Fuller	1981-11-11	UHC-78444-99	—	9504 Baseline Rd, Eden Prairie, MN, 55332	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-134023	ENR	Camila Herrera	1946-01-08	UHC-53583-98	4765411019	6176 Park Pl, Glendale, AZ, 85380	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108746	ENR	Marianna Simmons	1954-11-18	UHC-37203-81	8462721761	5200 Desert Sky Blvd # 406, Tempe, AZ, 85279	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-104267	ENR	Frances F Alvarez	1963-10-24	UHC-86192-80	7766880620	9208 Central Ave, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132274	ENR	Diane Morales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137932	ENR	Ruth S Munoz	1954-08-01	UHC-01549-46	4287928428	633 Canyon Rd, Houston, TX, 77016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136836	ENR	Kathleen Hudson	1949-01-18	UHC-81595-06	7937086911	7360 Church St, Miami, FL, 33100	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103378	ENR	Santiago Holmes	1961-05-02	UHC-93990-60	—	6665 River Rd, Atlanta, GA, 30397	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119882	ENR	Gloria G Wagner	1996-10-14	UHC-43173-28	2969507994	928 Forest Ave, Plano, TX, 75051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114903	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114904	ENR	Amber Torres	1979-09-11	UHC-33887-71	8048052262	5784 Apache Blvd, Mesa, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133685	ENR	Carroll Q Bruce	1993-06-16	UHC-92589-72	—	550 Pine Dr, San Antonio, TX, 78283	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-107291	ENR	Katherine Ramos	1980-03-28	UHC-96787-07	2018711929	6388 Union St, Tempe, AZ, 85217	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106221	ENR	Thomas Mdonald	1970-05-10	UHC-31865-33	8435442205	3061 Market St, Nashville, TN, 37242	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-107707	ENR	Logan Ryan	1969-09-04	UHC-90583-54	—	4749 Forest Ave, Tampa, FL, 33657	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102065	ENR	Ronald Howad	2000-04-14	UHC-79531-36	—	4968 Valley View Dr, Jacksonville, FL, 32267	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-108339	ENR	Alexis H Robinson	1959-01-05	—	9708331418	7013 Union St Apt 17, Mesa, AZ, 85246	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113316	ENR	Eugene T Wallace	1967-02-06	UHC-13474-61	3775827333	804 Grand Ave, Charlotte, NC, 28291	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-130574	ENR	Emma M Garrett	1972-05-20	UHC-15927-63	2863793586	4651 Pine Dr, Plano, TX, 75019	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114677	ENR	Mark Green	1981-09-10	UHC-07350-83	4616697548	1449 Maple Ave, Los Angeles, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113465	ENR	Vega Kelly	1972-04-14	UHC-48546-44	—	1298 Central Ave, Eden Prairie, MN, 55301	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129930	ENR	Ryan Perkins	1944-11-25	UHC-46441-06	3955422392	2850 Highland Ave, Los Angeles, CA, 90078	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136412	ENR	Madison Obrien	1943-10-16	UHC-27298-84	—	7820 Palm Dr, Nashville, TN, 37261	0.62	Name split from “Last, First”Name re-cased Phone missing area code Member ID reformatted+3 more
ENR-125742	ENR	Camila O Castro	2003-05-15	UHC-14882-38	6528594318	5948 Pine Dr, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107502	ENR	Abigail T Little	1976-10-18	UHC-77190-83	4514229141	7922 Apache Blvd # 777, Fresno, CA, 93788	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-129869	ENR	Ethan L Fernadez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133049	ENR	Wayne Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-113240	ENR	Jason M Mills	1987-04-22	UHC-72396-45	3524226638	2460 Grand Ave, Tampa, FL, 33639	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122182	ENR	Michael Fields	1975-05-21	UHC-66733-77	—	6609 Canyon Rd, Scottsdale, AZ, 85295	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120120	ENR	Frances P Reynolds	1973-01-17	UHC-41697-03	2758337755	5579 Canyon Rd, Tucson, AZ, 85798	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-122399	ENR	Peter Q Arnolld	1994-08-02	UHC-08427-88	8313924397	1574 Oak St, Mesa, AZ, 85216	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136255	ENR	Timothy U Santos	2005-12-23	UHC-32230-18	7512669804	6889 Palm Dr, Los Angeles, CA, 90009	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-121111	ENR	Eugene E Hall	1955-04-03	UHC-55249-21	3839135842	8430 Palm Dr, Orlando, FL, 32868	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100065	ENR	Bruce H Alvarez	1947-02-26	UHC-51055-33	4805839214	8962 Camelback Rd Apt 19, Las Vegas, NV, 89156	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135480	ENR	Sharon Morris	1975-10-17	UHC-84047-90	3275772163	2447 Baseline Rd, Denver, CO, 80219	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

8,934 rows, page 44 of 179Previous Next