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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20524	PRV	Dylan Kim	2007-06-24	UHC-93308-26	8946694364	7800 Elm St, Dallas, TX, 75249	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-138569	ENR	Jordan Paayne	1991-04-07	UHC-79133-13	6008298961	8102 Jefferson Ave, Tempe, AZ, 85217	0.94	Phone reformatted State code upper-cased Whitespace trimmed
PRV-22994	PRV	Patricia Hayes	1993-05-27	—	6194100159	6331 Hillcrest Rd, Sacramento, CA, 95813	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-418025	CLM	Ykui M Murphy	1945-05-16	UHC-24467-37	7952192534	3311 Ocean Ave, Sacramento, CA, 95816	0.94	Phone reformatted State code upper-cased Placeholder values cleared
TPA-52733	TPA	Luis Nguyen	1977-04-15	—	—	7453 Market St, Orlando, FL, 32833	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-60122	TPA	Carolyn Chavez	1951-11-10	UHC-58483-37	—	3210 Broadway, San Antonio, TX, 78271	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-121568	ENR	Rebecca P Armstrong	1941-01-17	UHC-21586-51	6088433273	4269 Jefferson Ave, San Diego, CA, 92152	0.94	Phone reformatted State code upper-cased Email lower-cased
ENR-114684	ENR	Karen W Shaw	1995-04-08	UHC-04059-22	—	9539 Camelback Rd, Austin, TX, 78745	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-127577	ENR	Lauren B Staphens	1940-03-19	UHC-42829-02	—	2503 Camelback Rd, Chandler, AZ, 85227	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
TPA-55179	TPA	Ashley Perry	1987-02-07	—	—	3205 Ridge Rd, Atlanta, GA, 30359	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-400515	CLM	Laura Evans	2000-08-09	—	—	7706 Valley View Dr, Austin, TX, 78788	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-56393	TPA	Diego Boyd	2001-09-23	—	—	6612 Washington St, Columbus, OH, 43294	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-412217	CLM	Noah Welch	1978-12-12	UHC-89604-28	—	4394 Pine Dr, Denver, CO, 80245	0.94	State code upper-cased Email lower-cased Placeholder values cleared
ENR-132625	ENR	Mei Carroll	1944-09-21	UHC-02542-74	3049328134	8307 Indian School Rd, Fresno, CA, 93795	0.94	Name re-cased Date of birth reformatted State code upper-cased
ENR-101147	ENR	Bruce J Harrt	1947-11-24	UHC-94685-04	2257267026	735 Valley View Dr, Charlotte, NC, 28260	0.94	Phone reformatted State code upper-cased Whitespace trimmed
CLM-431141	CLM	Roger Franklin	1974-11-20	UHC-45290-96	—	9628 Willow Ct, Mesa, AZ, 85206	0.94	Name re-cased State code upper-cased Placeholder values cleared
CLM-430979	CLM	Karen I Thomas	2005-11-05	—	3516962268	6718 Mesa Dr, Houston, TX, 77082	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-137483	ENR	Kyle Wang	1944-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.94	Phone reformatted State code upper-cased Placeholder values cleared
TPA-59684	TPA	Carlos Campbell	1961-06-18	—	5482126607	1159 Bayshore Dr, Austin, TX, 78762	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-427003	CLM	Terry V Le	1984-03-25	UHC-38720-12	2108168784	825 Union St, Denver, CO, 80279	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-123827	ENR	Gloria Wells	1956-09-12	UHC-14669-97	—	52 Apache Blvd, San Antonio, TX, 78297	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-112356	ENR	Zachary B Perkins	2003-04-25	UHC-56774-67	7182105716	9270 Oak St, Tampa, FL, 33643	0.94	Name re-cased Phone reformatted State code upper-cased
PRV-26422	PRV	Linda Schultz	1945-04-21	UHC-13050-52	3286375608	4397 Church St, Los Angeles, CA, 90027	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-106294	ENR	Kathleen Harriosn	1958-08-20	UHC-46467-96	6035325304	7256 Palm Dr, Tempe, AZ, 85224	0.94	Member ID reformatted City re-cased State code upper-cased
CLM-420188	CLM	George Mason	1981-12-17	—	9257007570	6505 Sunset Blvd, Seattle, WA, 98186	0.94	Phone reformatted State code upper-cased Placeholder values cleared
CLM-409403	CLM	Arjun Sullivan	1967-11-02	UHC-69356-13	—	5726 Broadway, Jacksonville, FL, 32202	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-113401	ENR	Kyle N Dominguez	1954-02-12	UHC-43293-68	—	2026 Elm St, Minneapolis, MN, 55438	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-55703	TPA	Jeremy N Jeensen	1950-09-03	—	—	4076 Spring St, Scottsdale, AZ, 85241	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-103283	ENR	Patricia Greeen	1972-05-23	UHC-20173-02	7035489875	4866 Market St, Tucson, AZ, 85782	0.94	Phone reformatted State code upper-cased Whitespace trimmed
CLM-413481	CLM	Dorothy Gutierrez	1962-06-12	UHC-83717-49	—	7334 Main St, Nashville, TN, 37234	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-52571	TPA	Samuel Wilson	2003-04-10	—	—	4811 Broadway, Sacramento, CA, 95865	0.94	Address re-cased State code upper-cased Placeholder values cleared
PRV-24198	PRV	Luis Miller	1998-03-25	UHC-85826-69	—	6417 Apache Blvd, Fresno, CA, 93795	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-110085	ENR	Megan Z Carr	1962-08-16	UHC-74416-41	8856608089	2579 Meadow Ln, Los Angeles, CA, 90003	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-136111	ENR	Jerry L Walsh	1980-03-10	UHC-90013-29	5944724105	1562 Valley View Dr, Fresno, CA, 93747	0.94	Date of birth reformatted State code upper-cased Whitespace trimmed
CLM-431002	CLM	Jean R Brouks	1971-01-27	UHC-79496-29	—	7920 Camelback Rd, Los Angeles, CA, 90012	0.94	Member ID reformatted State code upper-cased Placeholder values cleared
TPA-55284	TPA	Jezse S Kim	1974-05-20	—	4098056816	3575 Main St, Fresno, CA, 93788	0.94	Phone reformatted State code upper-cased Placeholder values cleared
TPA-60916	TPA	Christine Le	1976-04-22	—	—	6862 Ridge Rd, San Antonio, TX, 78299	0.94	State code upper-cased Email lower-cased Placeholder values cleared
CLM-413428	CLM	Kyle Richards	1981-02-28	UHC-09435-37	—	1539 Indian School Rd, Minneapolis, MN, 55433	0.94	City re-cased State code upper-cased Placeholder values cleared
CLM-430540	CLM	Sandra Q White	2005-05-03	—	9485449274	2142 Indian School Rd, Atlanta, GA, 30380	0.94	Phone reformatted State code upper-cased Placeholder values cleared
PRV-23132	PRV	Samuel Marshall	2008-01-11	UHC-42128-45	9107025386	185 Union St, Columbus, OH, 43242	0.94	Phone reformatted State code upper-cased Placeholder values cleared
PRV-23131	PRV	Samuel Marshall	2008-01-11	UHC-42128-45	9107025386	185 Union St, Columbus, OH, 43242	0.94	Phone reformatted State code upper-cased Placeholder values cleared
ENR-136208	ENR	Helen Q Gordon	1958-03-25	UHC-34084-79	7362745924	2260 Main St, Dallas, TX, 75268	0.94	Phone reformatted State code upper-cased Whitespace trimmed
ENR-116795	ENR	Lawrence Griffin	1993-03-19	UHC-16071-31	6382468560	7319 Pine Dr, Columbus, OH, 43291	0.94	Phone reformatted State code upper-cased Plan code upper-cased
PRV-23785	PRV	Maria Owens	1962-11-07	UHC-11319-80	—	951 Pine Dr, Orlando, FL, 32842	0.94	Name re-cased State code upper-cased Placeholder values cleared
ENR-132934	ENR	Denise Yang	1961-03-26	UHC-29623-83	3574291332	1201 River Rd, Tucson, AZ, 85732	0.94	Phone reformatted State code upper-cased Whitespace trimmed
PRV-25719	PRV	Christina Morgan	2007-03-17	—	—	5927 Cedar Ln, Phoenix, AZ, 85021	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417093	CLM	Nicole Owens	1975-09-15	—	—	618 Mountain View Dr, San Antonio, TX, 78216	0.94	State code upper-cased Email lower-cased Placeholder values cleared
TPA-52329	TPA	Julia D Siimmons	1964-04-28	—	—	1215 Washington St, Phoenix, AZ, 85070	0.94	Name re-cased State code upper-cased Placeholder values cleared
PRV-25751	PRV	Randy Nelson	1980-11-09	—	6327349209	4414 Sage Ct, Chandler, AZ, 85229	0.96	State code upper-cased Placeholder values cleared
TPA-50233	TPA	Christian Carpenter	1947-09-17	UHC-96005-90	—	8080 Willow Ct, Denver, CO, 80267	0.96	State code upper-cased Whitespace trimmed

4,010 rows, page 79 of 81Previous Next