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

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23638	PRV	Hiroshi S Mason	1963-11-06	—	8542356009	4512 Willow Ct Apt 27, Columbus, OH, 43243	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109455	ENR	Mason Mitchell	1981-09-23	UHC-11047-22	8366297454	8653 Union St Apt 14, Minneapolis, MN, 55497	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-64060	TPA	Michael McDonald	1982-07-05	—	—	6489 Camelback Rd Apt 17, Gilbert, AZ, 85245	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408777	CLM	Gary Jimenez	1976-03-26	UHC-29986-91	6408089960	4951 Jefferson Ave Apt 10, Tampa, FL, 33639	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104077	ENR	Joshua Ferguson	1965-08-06	UHC-22094-51	8657131489	352 Park Pl Apt 18, Fresno, CA, 93732	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110150	ENR	Steven Y Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St # 622, Sacramento, CA, 95845	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-63897	TPA	Heather Kim	2006-01-04	—	—	4203 Harbor Blvd # 558, Tempe, AZ, 85255	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
PRV-21941	PRV	Lori Q Lane	2006-03-28	UHC-27982-32	8304597042	5174 Church St Apt 34, Atlanta, GA, 30392	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29356	PRV	Yuki R Hunt	1998-12-09	—	5824416214	5754 Main St # 170, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60793	TPA	Elijah Jackson	1991-08-23	—	6808879251	2903 Lake View Rd # 551, Fresno, CA, 93786	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123269	ENR	Lauren Scott	2002-02-27	UHC-72511-19	—	4131 Central Ave Apt 12, San Antonio, TX, 78235	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
PRV-20441	PRV	Billy Lopez	1955-10-08	—	4153972520	3626 Sage Ct Apt 22, Seattle, WA, 98125	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142323	ENR	Asiha Gardner	1969-09-06	UHC-26182-08	8297864618	8538 Hillcrest Rd # 265, Sacramento, CA, 95884	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128535	ENR	Nancy Graham	1959-03-19	UHC-43007-22	7094605128	9784 Sunset Blvd Apt 36, Jacksonville, FL, 32212	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102562	ENR	Larry G Burke	—	UHC-43331-52	9428223591	1754 Ridge Rd # 291, Mesa, AZ, 85290	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-401216	CLM	Ethan Maldonao	1970-10-25	—	5677378172	2378 Sunset Blvd Apt 39, Phoenix, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137601	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-137602	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-117686	ENR	Jeremy X Armstrrong	1989-04-21	UHC-07659-04	7188070514	9463 Harbor Blvd # 406, Plano, TX, 75051	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29492	PRV	Bryan Clark	1978-05-19	—	3174122429	705 Camelback Rd Apt 27, Tampa, FL, 33638	0.50	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+3 more
CLM-400042	CLM	Eric James	2006-07-22	—	—	6336 Hillcrest Rd # 398, San Diego, CA, 92145	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28718	PRV	Eveyln Smith	1939-01-01	—	6727020342	7492 Ridge Rd Apt 9, Fresno, CA	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128774	ENR	Priya Lynch	1982-09-24	UHC-09790-72	—	3494 Baseline Rd # 635, Minneapolis, MN, 55410	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-407268	CLM	Kenneth J Gordon	1939-07-13	UHC-62055-42	2056183860	8838 Sage Ct # 778, Chandler, AZ, 85228	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-404180	CLM	Ryan Rivera	1974-02-14	UHC-04975-49	—	6236 Desert Sky Blvd Apt 6, Mesa, AZ, 85258	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58576	TPA	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd # 643, Tempe, AZ, 85271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-56561	TPA	Wei Romero	1986-01-19	—	2228584516	8922 Willow Ct Apt 12, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101049	ENR	Lida Bshop	1974-01-25	UHC-90214-76	3506569452	2829 Pine Dr # 841, Tampa, FL, 33684	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414050	CLM	Omar D Nguyen	1997-06-08	UHC-18431-18	—	5478 Lake View Rd Apt 21, Tampa, FL, 33621	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-119741	ENR	Eugene Moreno	1942-03-06	UHC-59661-81	2469720952	8528 Maple Ave # 368, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104058	ENR	Deb L Ortega	1968-01-13	UHC-28296-54	7462136419	4916 Market St # 596, Dallas, TX, 75219	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415888	CLM	Alan Mills	1998-02-18	—	—	6345 Church St # 156, Eden Prairie, MN	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-123893	ENR	Ahmed I Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St Apt 1, Las Vegas, NV, 89139	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-63084	TPA	Kimberly Hayes	1991-10-13	—	—	1773 Ocean Ave Apt 40, Columbus, OH, 43281	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423065	CLM	—Junk	1999-07-04	UHC-76256-41	6293963219	6379 Camelback Rd Apt 12, Eden Prairie, MN, 55382	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111111	ENR	Michael Alvarado	1981-06-25	UHC-14405-57	—	3038 Baseline Rd # 899, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26163	PRV	Victoria H Flores	1944-02-20	UHC-25370-92	3267985159	7285 Apache Blvd # 886, Tempe, AZ, 85261	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22914	PRV	Ronald Perez	1992-01-17	UHC-32632-12	4029241356	8671 Pine Dr # 693, Austin, TX, 78765	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108813	ENR	Gloria E Nichols	1998-05-17	UHC-58730-81	4856129268	328 Willow Ct # 370, Dallas, TX, 75202	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-139147	ENR	Sara Simpson	1949-08-27	UHC-10556-56	2433546479	4334 Church St # 863, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-413790	CLM	Henry Dean	1970-09-10	UHC-91438-57	—	2175 Jefferson Ave Apt 4, Glendale, AZ, 85347	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100342	ENR	Sofia Woods	—	UHC-13736-25	6864854897	6262 Forest Ave # 867, Chandler, AZ, 85238	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-431627	CLM	Sanitago Hoffman	1988-02-13	UHC-83483-10	7245016599	2511 Harbor Blvd # 508, Orlando, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402972	CLM	Yuki White	1954-11-15	UHC-76332-15	3462236634	4932 Maple Ave # 361, Denver, CO, 80255	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58098	TPA	Jack Schultz	1958-03-23	—	5696345222	1433 Union St # 384, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413549	CLM	Rachel Richardson	1991-01-22	—	—	2199 Hillcrest Rd # 533, Denver, CO, 80255	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-103927	ENR	Austin Warren	2008-07-28	UHC-54396-70	3698148462	5121 Mesa Dr Apt 30, Tampa, FL, 33625	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104519	ENR	Gregory H Gordon	1957-03-06	UHC-03362-93	6849342933	8156 Mountain View Dr # 815, Tempe, AZ, 85269	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142701	ENR	Ahmed W Hoffman	1991-01-20	UHC-79652-32	—	6488 Desert Sky Blvd # 368, Eden Prairie, MN, 55345	0.50	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-136873	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

6,994 rows, page 28 of 140Previous Next