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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126698	ENR	Amanda Aguilar	1986-04-02	UHC-19319-78	8123234675	619 Broadway, Los Angeles, CA, 90098	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-116478	ENR	Henry H Pierce	2007-07-20	UHC-46617-49	9179138692	6795 Park Pl, Plano, TX, 75007	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-115262	ENR	Teresa Nguyen	1975-04-20	UHC-74299-44	—	5453 Lincoln Way, Houston, TX, 77059	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-109626	ENR	Nicholas Romero	1978-12-26	UHC-10303-10	6874467699	5771 Harbor Blvd, Denver, CO, 80215	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
ENR-106628	ENR	Andrew N Singh	1961-11-01	UHC-75840-50	8054608745	6393 Washington St, Tampa, FL, 33697	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-134190	ENR	Emily J McCoy	1985-01-20	UHC-10407-40	4492213533	6452 Broadway, Tucson, AZ, 85726	0.80	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed
ENR-140654	ENR	Fatima Stevens	2005-04-22	UHC-82049-66	9854658153	5309 Market St, San Diego, CA, 92193	0.80	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed
ENR-122781	ENR	Paul J Garcia	1943-02-09	UHC-60299-61	2393254695	267 Indian School Rd, Denver, CO, 80250	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-127048	ENR	Michael Dixon	1964-12-28	UHC-35051-53	4544773061	8648 Church St, Mesa, AZ, 85285	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-122775	ENR	Mateo I James	2008-01-13	UHC-62158-56	6355004806	4536 Canyon Rd, Orlando, FL, 32863	0.80	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed
ENR-114914	ENR	Brittany M Wilson	1979-01-02	UHC-08584-56	5859661447	891 Union St, San Diego, CA, 92132	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-122257	ENR	Elizabeth Vargas	1938-05-23	UHC-09779-90	—	9131 Mountain View Dr, Phoenix, AZ, 85014	0.80	Two-digit birth year Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-106626	ENR	Jason Black	1958-12-27	UHC-51369-64	7439197609	5664 Valley View Dr, Eden Prairie, MN, 55382	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-108570	ENR	Kayla G Roberts	1977-05-17	UHC-83331-44	5832486009	7963 Market St, San Diego, CA, 92185	0.80	Name re-cased Two-digit birth year City re-cased State code upper-cased
ENR-115606	ENR	Brenda Bowman	1990-01-12	UHC-20636-25	—	6868 Lincoln Way, Orlando, FL, 32888	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-124858	ENR	Nicole F Watkins	1971-06-02	UHC-16399-53	7145924339	2481 Lake View Rd, Sacramento, CA, 95855	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-123881	ENR	Dorothy Bailey	1964-04-04	UHC-42273-50	—	9406 Church St, Plano, TX, 75011	0.80	Two-digit birth year City re-cased Email lower-cased Placeholder values cleared
ENR-123897	ENR	Diane N Jones	1991-01-09	UHC-67289-59	8124749085	301 Apache Blvd, Tampa, FL, 33675	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-138104	ENR	Margareet Stewart	1978-04-20	UHC-19455-68	6209068342	3045 Willow Ct, Phoenix, AZ, 85088	0.80	Name re-cased Two-digit birth year Phone reformatted Email lower-cased
ENR-109586	ENR	Ana Z Burns	1979-01-27	UHC-41549-61	8255969663	226 Ocean Ave, Orlando, FL, 32861	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
ENR-102380	ENR	Bryan M Alexander	1944-10-21	UHC-50665-19	6482125805	3432 Baseline Rd, Phoenix, AZ, 85047	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-108366	ENR	Valdez V Sean	2002-06-08	UHC-16849-96	2084481452	5199 Lincoln Way, Minneapolis, MN, 55488	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-124062	ENR	Madison I George	1973-08-01	UHC-26319-52	8604444992	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
ENR-122895	ENR	Jessica Rios	2005-04-05	UHC-87029-29	4848585426	656 Hillcrest Rd, Jacksonville, FL, 32277	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
ENR-106137	ENR	Christina K Edwards	1988-05-02	UHC-48121-67	2938790886	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-138043	ENR	Nancy Martin	1947-07-28	UHC-66350-74	8185449260	6638 Camelback Rd, San Antonio, TX, 78299	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-123352	ENR	Grace Romero	1978-08-24	UHC-31170-76	6328209186	6656 Lincoln Way, Nashville, TN, 37237	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-121064	ENR	Joseph Colle	1986-04-16	UHC-31831-74	2033264395	427 Pine Dr, San Antonio, TX, 78238	0.80	Two-digit birth year Phone reformatted City re-cased Plan code upper-cased
ENR-135804	ENR	Brenda Y Gonzalez	1966-12-25	UHC-48692-65	8202141642	3145 Apache Blvd, Houston, TX, 77084	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118781	ENR	Emily F Schultz	1965-04-05	UHC-94615-23	8202760943	6242 Main St, Fresno, CA, 93762	0.80	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted
ENR-112446	ENR	Timothy Perez	1940-01-24	UHC-45125-91	8733213078	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-136437	ENR	Christina X Estrada	1969-02-07	UHC-05394-63	2575743192	5680 Canyon Rd, Nashville, TN, 37201	0.80	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-121569	ENR	Bryan Y Rogers	1943-10-08	UHC-70108-52	7809418520	6623 Mountain View Dr, Phoenix, AZ, 85082	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-128323	ENR	Mark Bryant	1993-06-04	UHC-04722-78	6974213297	190 Harbor Blvd, Glendale, AZ, 85310	0.80	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed
ENR-131620	ENR	Brenda James	1960-03-27	UHC-35971-13	3807734134	4677 Valley View Dr, Minneapolis, MN, 55493	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-139166	ENR	Banks Shirley	1947-01-01	UHC-47686-95	8706502113	125 Lake View Rd, Charlotte, NC, 28255	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-103525	ENR	Thoas G Nelson	1942-02-19	UHC-93004-63	3589653285	9609 Lincoln Way, Charlotte, NC, 28202	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-108994	ENR	Samantha Bishop	1962-01-14	UHC-78819-74	6083907306	4197 Maple Ave, Tampa, FL, 33633	0.80	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed
ENR-103627	ENR	Larry Gray	1995-05-10	UHC-72808-77	7855863872	6676 Desert Sky Blvd, Glendale, AZ, 85300	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118646	ENR	Amanda N Harvey	1999-08-08	UHC-58750-19	8569828966	4005 Palm Dr, Gilbert, AZ, 85222	0.80	Two-digit birth year Phone reformatted City re-cased Email lower-cased
ENR-102279	ENR	John Gardner	1994-01-21	UHC-23813-69	—	249 Mesa Dr, Houston, TX, 77028	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
ENR-119747	ENR	Kelly C Tucker	1971-09-24	UHC-77608-81	2855290424	3864 Sage Ct, Charlotte, NC, 28290	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-108495	ENR	Scott V Murphy	1972-09-04	UHC-27325-61	3925874982	5024 Mountain View Dr, Seattle, WA, 98191	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-113038	ENR	Karen X Soto	1940-01-01	UHC-32772-57	4332882554	9807 Willow Ct, Dallas, TX, 75295	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
ENR-123397	ENR	Brian Siva	2001-01-12	UHC-75925-02	5806677413	5041 Market St, Houston, TX, 77025	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
ENR-105025	ENR	Kyle Z Wong	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd, Mesa, AZ, 85242	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-129300	ENR	Vincent Gomez	1952-08-05	UHC-78820-41	6146017697	4511 Grand Ave, Columbus, OH, 43213	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-129299	ENR	Vincent Gomez	1952-08-05	UHC-78820-41	6146017697	4511 Grand Ave, Columbus, OH, 43213	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-139171	ENR	Ralph Wagner	1987-05-28	UHC-97794-88	—	7757 Valley View Dr, Las Vegas, NV, 89135	0.80	Two-digit birth year State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-113473	ENR	Scott H Lynch	1942-12-19	UHC-81933-20	5872450526	707 Lake View Rd, Minneapolis, MN, 55407	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed

2,874 rows, page 51 of 58Previous Next