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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109059	ENR	Bruce N Mandez	1960-07-22	UHC-37672-74	2823168450	7262 Pine Dr, Orlando, FL, 32844	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61881	TPA	Gregory Lawson	1948-12-27	—	—	2487 Jefferson Ave, Phoenix, AZ, 85023	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104785	ENR	Arjun W Richardson	1995-07-14	UHC-29828-03	5063767791	1606 Valley View Dr, Sacramento, CA, 95824	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
PRV-24541	PRV	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr, Dallas, TX, 75254	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421717	CLM	Jordan T Garza	2008-05-17	UHC-49606-85	7958124298	8012 Bayshore Dr, Chandler, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-103034	ENR	Gerald L Walsh	2000-04-07	UHC-17281-92	6514991143	8766 Forest Ave, Plano, TX, 75052	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-130469	ENR	Julie J Fields	1971-11-17	UHC-81237-58	2106958181	7526 Sage Ct, San Antonio, TX, 78263	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117152	ENR	Roy P Munoz	2006-12-15	UHC-96798-08	4185228008	6002 Highland Ave, Phoenix, AZ, 85083	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134969	ENR	Ana P Lee	1945-12-22	UHC-71604-82	5949592135	8520 Washington St, Fresno, CA, 93791	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111036	ENR	Dennis E Chavez	1968-03-06	UHC-33190-11	8595746589	6052 Mountain View Dr, Columbus, OH, 43295	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-143077	ENR	Jennifer S Cunningham	1940-02-25	UHC-08687-94	6513695982	9866 Harbor Blvd, Gilbert, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132283	ENR	Dylan F Praker	1988-11-15	UHC-07807-62	—	539 Harbor Blvd, San Diego, CA, 92160	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-418922	CLM	Mary Miller	1940-11-17	—	4866259318	9265 Sunset Blvd # 750, Minneapolis, MN, 55476	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-414727	CLM	Judy Castro	1984-02-12	UHC-14119-09	2538618240	8470 Church St Apt 13, Plano, TX, 75003	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
CLM-412337	CLM	Andrew Crawford	1995-08-27	UHC-58070-13	3979071087	6472 Apache Blvd, Phoenix, AZ, 85080	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64333	TPA	Bobby Butler	1974-09-27	—	—	9720 Central Ave, Columbus, OH, 43261	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104912	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	—	6927 Oak St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-118536	ENR	Daniel J Larson	1969-07-04	UHC-92751-41	8193802676	5189 Jefferson Ave, Seattle, WA, 98194	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-404530	CLM	Heathr Griffin	1987-08-11	UHC-60659-31	—	8521 Palm Dr, Jacksonville, FL, 32278	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412979	CLM	Ruth Vazquez	2006-09-08	—	2439617794	3458 Oak St, San Antonio, TX, 78282	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-140105	ENR	Daniel Turner	1982-06-20	UHC-52643-65	4509372554	5490 Lake View Rd, Tucson, AZ, 85761	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-140104	ENR	Daniel Turner	1982-06-20	UHC-52643-65	4509372554	5490 Lake View Rd, Tucson, AZ, 85761	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-107255	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St, Plano, TX, 75033	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-140018	ENR	Santiago M Hansen	1958-12-11	UHC-18914-37	9568454035	8566 Central Ave, San Antonio, TX, 78296	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134163	ENR	Gary V Freeman	1972-10-03	UHC-26226-69	5738053116	8770 Maple Ave, Glendale, AZ, 85338	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
PRV-29151	PRV	Arthur Boyd	1978-06-22	UHC-79630-44	2182559013	6927 Lincoln Way, San Diego, CA, 92194	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425511	CLM	Hirsohi D Estrada	—	UHC-03525-64	2114106959	5345 Cedar Ln, Los Angeles, CA, 90038	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-128743	ENR	Ryan N Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-29299	PRV	Charles W Clark	1989-03-17	—	8814692770	8197 Mesa Dr, Tempe, AZ, 85263	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132387	ENR	Rebecca Willis	2007-08-08	UHC-57975-48	9022040059	6080 Grand Ave, Glendale, AZ, 85338	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127549	ENR	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-115208	ENR	Melissa Ray	1990-07-22	UHC-44121-79	8093623753	1183 Indian School Rd, Fresno, CA, 93720	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-400907	CLM	Mason Reynolds	1978-09-19	UHC-75443-65	—	4261 Ocean Ave, Dallas, TX, 75209	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123167	ENR	Carolyn O Bishop	1967-07-25	UHC-15130-95	—	9199 Apache Blvd, Miami, FL, 33187	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53879	TPA	Amanda Reyynolds	1981-04-11	—	3262891011	7514 Ocean Ave, Tucson, AZ, 85725	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430139	CLM	Adam Vega	1974-12-27	UHC-75377-52	—	3130 Cedar Ln, San Diego, CA, 92181	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431374	CLM	Roger Contreras	1975-05-15	UHC-06935-90	8327497089	2705 Indian School Rd, San Diego, CA, 92123	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-421075	CLM	Adams Madisun	1984-01-18	UHC-70742-05	4836334700	5739 Oak St, Gilbert, AZ, 85258	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-128476	ENR	Lori K Soto	1956-09-26	UHC-93373-56	7779977989	9248 Harbor Blvd, Tampa, FL, 33669	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106919	ENR	Nicholas D Lane	1996-05-19	UHC-57583-18	2276288685	7226 Camelback Rd, Tucson, AZ, 85765	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114603	ENR	Jessica Evans	1974-08-13	UHC-87523-88	5406006053	2157 River Rd, Dallas, TX, 75242	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
ENR-119484	ENR	Denise Q Harrison	1977-01-12	UHC-02609-73	—	1036 Union St # 837, Sacramento, CA, 95818	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-412583	CLM	Richard Simmons	1979-11-13	UHC-95902-92	—	7176 Market St, Houston, TX, 77050	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410171	CLM	Lauren Gutierrez	1989-01-04	—	8545882955	9548 Broadway, Orlando, FL, 32831	0.66	Two-digit birth year Phone reformatted Address re-cased State name converted to code+1 more
CLM-425853	CLM	Dougas Sims	1987-01-18	UHC-75923-17	6554536588	5046 Indian School Rd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24636	PRV	Sophia Lee	2003-03-11	—	5425709844	528 Ocean Ave, Gilbert, AZ, 85227	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409645	CLM	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-428244	CLM	Jacqueline West	1985-05-28	—	—	9211 Park Pl, Fresno, CA, 93702	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-110140	ENR	Willie Campbell	1977-11-04	UHC-14885-76	3312750266	9601 Palm Dr, Plano, TX, 75060	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28832	PRV	Jesse D Wang	1951-05-04	UHC-64399-80	—	4970 Grand Ave, Chandler, AZ, 85245	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more

9,084 rows, page 124 of 182Previous Next