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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126364	ENR	John T Boyd	1973-11-24	UHC-71180-22	5614729516	1057 Grand Ave, Houston, TX	0.84	Name re-cased ZIP missing
CLM-400696	CLM	Yuki Nichols	2006-11-24	UHC-94092-96	—	2072 Lincoln Way, Denver, CO	0.84	ZIP missing Placeholder values cleared
ENR-104186	ENR	Megan Z Perkins	1985-09-03	UHC-28097-08	9665580892	3220 Camelback Rd, Seattle, WA	0.84	Date of birth reformatted ZIP missing
ENR-127774	ENR	Joyce Johnson	1989-12-12	—	—	5954 Central Ave, San Diego, CA	0.84	ZIP missing Placeholder values cleared
TPA-63711	TPA	Janice Marshall	1985-02-22	—	—	5578 Bayshore Dr, Sacramento, CA	0.84	ZIP missing Placeholder values cleared
TPA-60957	TPA	Tyler K Ramiirez	1998-12-02	UHC-59537-21	—	8319 Palm Dr, Austin, TX	0.84	ZIP missing Placeholder values cleared
ENR-139101	ENR	Katherine Herrera	1945-05-12	UHC-75560-68	3895554600	3859 Forest Ave, San Antonio, TX	0.84	Phone reformatted ZIP missing
CLM-400554	CLM	Emily Shaw	1952-02-06	UHC-85337-03	—	1742 Indian School Rd, Nashville, TN	0.84	ZIP missing Placeholder values cleared
ENR-111526	ENR	Sean G Nelson	1952-06-24	UHC-62382-37	2583159047	8045 Lincoln Way, San Diego, CA	0.84	Phone reformatted ZIP missing
ENR-112099	ENR	Mark O Olson	1992-05-12	UHC-88222-95	4944559893	5874 Lake View Rd, Minneapolis, MN	0.84	ZIP missing Whitespace trimmed
TPA-60326	TPA	Ana Thomas	1983-07-19	—	—	6256 Apache Blvd, Tampa, FL	0.84	ZIP missing Placeholder values cleared
ENR-104003	ENR	Brian Mason	1953-12-05	UHC-06425-88	3076574597	7544 Union St, Miami, FL	0.84	Phone reformatted ZIP missing
ENR-131583	ENR	Gary V Larson	1949-11-11	UHC-81991-36	6755722822	8955 Canyon Rd, Atlanta, GA	0.84	Date of birth reformatted ZIP missing
ENR-126513	ENR	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St, Jacksonville, FL	0.84	City re-cased ZIP missing
TPA-56150	TPA	Bruce Banks	1983-06-21	—	—	5040 Harbor Blvd, Atlanta, GA	0.84	ZIP missing Placeholder values cleared
TPA-55787	TPA	Janice A Austin	1986-05-20	UHC-71582-77	—	3680 Valley View Dr, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
ENR-108824	ENR	Arthur T Adams	1998-08-21	UHC-33142-05	8624439660	1751 Mountain View Dr, Miami, FL	0.84	Date of birth reformatted ZIP missing
CLM-415709	CLM	Terry Watson	1968-12-15	UHC-91677-64	5534822391	4954 Palm Dr, Phoenix, AZ	0.84	ZIP missing Whitespace trimmed
ENR-102450	ENR	Ruth X Larson	1977-09-13	UHC-66047-99	7515991851	2578 Willow Ct, Tampa, FL	0.84	ZIP missing Whitespace trimmed
ENR-131723	ENR	Frances O Watkins	1946-10-08	UHC-87981-39	—	983 Highland Ave, Orlando, FL	0.84	ZIP missing Whitespace trimmed
ENR-110163	ENR	Betty Boyd	2001-09-14	UHC-00389-04	5054181973	1692 Sage Ct, Mesa, AZ	0.84	Date of birth reformatted ZIP missing
TPA-58691	TPA	Charles Padilla	1948-10-24	—	—	8669 Highland Ave, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
ENR-120515	ENR	Fatima G Vasquez	1981-08-13	UHC-26376-31	8245020799	3158 Valley View Dr, Los Angeles, CA	0.84	Phone reformatted ZIP missing
TPA-50777	TPA	David Turner	1940-04-17	—	—	9519 Jefferson Ave, Charlotte, NC	0.84	ZIP missing Placeholder values cleared
TPA-56392	TPA	Dorothy Taylor	1989-04-01	—	—	3562 Meadow Ln, Gilbert, AZ	0.84	ZIP missing Placeholder values cleared
CLM-424746	CLM	Patrick Kim	1962-11-14	UHC-96604-35	—	2124 Valley View Dr, Tampa, FL	0.84	ZIP missing Placeholder values cleared
CLM-417012	CLM	Beverly Evans	1988-10-08	UHC-35105-28	—	9591 Valley View Dr, Las Vegas, NV	0.84	ZIP missing Placeholder values cleared
TPA-51589	TPA	Grace W Castillo	1959-01-05	—	—	561 Bayshore Dr, San Antonio, TX	0.84	ZIP missing Placeholder values cleared
CLM-404959	CLM	Bryan Henderson	1964-03-13	—	3654357125	6347 Forest Ave, Phoenix, AZ	0.84	ZIP missing Placeholder values cleared
CLM-412000	CLM	Jesse Pena	1965-01-14	—	—	2100 Jefferson Ave, Charlotte, NC	0.84	ZIP missing Placeholder values cleared
ENR-116549	ENR	Jordan J Wheeler	1976-05-20	UHC-68353-50	3746747342	7792 Sage Ct, Dallas, TX	0.84	ZIP missing Placeholder values cleared
ENR-100037	ENR	Alex V Dixon	1982-05-07	UHC-80497-62	2185770010	3121 Jefferson Ave, Austin, TX	0.84	Phone reformatted ZIP missing
ENR-137732	ENR	Montgomery W Philip	1945-11-02	UHC-20487-85	4907989066	4769 Cedar Ln, Atlanta, GA	0.84	ZIP missing Placeholder values cleared
TPA-54650	TPA	Judy Jimenez	1997-08-13	—	—	8620 River Rd, Phoenix, AZ	0.84	ZIP missing Placeholder values cleared
ENR-100153	ENR	Turner A Mariana	1997-07-23	UHC-20164-12	3437119710	9224 Sage Ct, Nashville, TN	0.84	Phone reformatted ZIP missing
ENR-117849	ENR	Sharon F Jacobs	1947-12-18	UHC-99106-80	2762082166	9453 Desert Sky Blvd, Los Angeles, CA	0.84	Date of birth reformatted ZIP missing
ENR-106224	ENR	Robert Brokos	1945-01-05	UHC-21063-19	3628113196	5786 Desert Sky Blvd, Los Angeles, CA	0.84	City re-cased ZIP missing
ENR-143020	ENR	Jesse A Hunter	1943-06-08	UHC-18750-76	2676129941	1690 Willow Ct, Phoenix, AZ	0.84	ZIP missing Placeholder values cleared
ENR-110029	ENR	Tyler Ellis	1964-06-11	UHC-57220-44	—	9799 Maple Ave, Las Vegas, NV	0.84	ZIP missing Placeholder values cleared
CLM-407126	CLM	Valentina Wheeler	1944-03-26	—	—	7039 Broadway, Atlanta, GA	0.84	ZIP missing Placeholder values cleared
ENR-126635	ENR	Christopher Rios	1956-08-03	UHC-69476-29	2368808539	8480 Elm St, Plano, TX	0.84	Phone reformatted ZIP missing
TPA-54328	TPA	Scott Hart	1962-04-02	UHC-39979-07	—	7942 Oak St, Miami, FL	0.84	ZIP missing Placeholder values cleared
CLM-423007	CLM	John Vasquez	1977-10-25	—	—	5225 Lincoln Way, Nashville, TN	0.84	ZIP missing Placeholder values cleared
CLM-430695	CLM	Linda Banks	1959-12-08	—	8714636087	9484 River Rd, San Antonio, TX	0.84	Phone reformatted ZIP missing
ENR-120584	ENR	Camila Moore	2004-08-02	UHC-92586-75	7779418814	9833 Lake View Rd, Chandler, AZ	0.84	Phone reformatted ZIP missing
ENR-128794	ENR	Kathleen Harrison	1984-09-15	UHC-59702-59	7836543903	6241 Willow Ct, Minneapolis, MN	0.84	Phone reformatted ZIP missing
ENR-138117	ENR	Charlotte Woods	1953-07-04	UHC-82889-88	4707349771	6218 Desert Sky Blvd, Plano, TX	0.84	ZIP missing Email lower-cased
ENR-106003	ENR	Andrew D Freeman	1959-01-14	UHC-02052-01	3559211510	4715 Palm Dr, Tucson, AZ	0.84	Date of birth reformatted ZIP missing
ENR-140021	ENR	Sean O Schmidt	1984-12-05	UHC-17406-73	4822037122	4144 Sage Ct, Fresno, CA	0.84	Phone reformatted ZIP missing
ENR-100389	ENR	Kelly A Rogers	2002-09-14	UHC-20232-36	9809491695	4561 River Rd, Scottsdale, AZ	0.84	ZIP missing Placeholder values cleared

7,146 rows, page 142 of 143Previous Next