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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112828	ENR	Patricia Phillips	1963-07-20	UHC-92486-54	—	3971 Jefferson Ave, Los Angeles, CA, 90010	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-102431	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-102430	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-100142	ENR	Dennis V Berry	1965-03-22	UHC-82134-43	7207646563	384 Bayshore Dr, Eden Prairie, MN	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-118973	ENR	Joe F Fields	1952-10-21	UHC-48709-36	4155698963	3168 Pine Dr Apt 11, Columbus, OH, 43228	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-134922	ENR	Carol P Greeen	—	UHC-41190-11	—	8909 Indian School Rd, San Diego, CA, 92136	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared
ENR-124146	ENR	Dorothy Vega	2007-12-16	UHC-62516-28	5735030053	1660 Ridge Rd, Atlanta, GA, 30306	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
ENR-107340	ENR	George P Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-140727	ENR	Elizaeth Ross	—	UHC-90424-31	—	—	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-115039	ENR	Betty B Garcia	2001-01-14	UHC-13172-55	—	5278 Union St, Tampa, FL, 33655	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
ENR-122622	ENR	Philip Johnston	2005-01-27	UHC-42040-89	8838963783	8651 Highland Ave, Nashville, TN	0.68	Member ID reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-106286	ENR	Edward Graham	—	UHC-96241-33	—	3756 Lincoln Way # 328, Mesa, AZ, 85278	0.68	Date of birth missing Unit split from street Whitespace trimmed Placeholder values cleared
ENR-128316	ENR	Arjun Morris	1999-02-21	UHC-36733-02	8436328177	3815 Cedar Ln, Scottsdale, AZ, 85290	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-104079	ENR	Yuki Morrison	—	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.68	Date of birth unreadable ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-141718	ENR	Willyam Li	1986-02-20	UHC-06399-85	2778929738	1315 Central Ave # 272, Jacksonville, FL, 32281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-108170	ENR	Judith Arnold	1961-05-18	UHC-06641-50	9508834403	5777 Palm Dr, Las Vegas, NV, 89187	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-127196	ENR	Emma Hunt	1984-02-17	UHC-70237-17	8986135660	3835 Central Ave, Miami, FL, 33161	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-108515	ENR	Amy C Williams	1952-06-21	UHC-06855-31	—	5384 Market St, Columbus, OH, 43286	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-134355	ENR	Helen C Maldonado	1993-11-23	UHC-15722-40	4666404177	6844 Highland Ave, Charlotte, NC, 28285	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-114422	ENR	Sarah Wheeler	2001-09-08	UHC-55316-16	8057197073	5874 Willow Ct, Tucson, AZ, 85707	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-124013	ENR	Bruce Q Olson	1938-06-21	UHC-09197-07	4864539108	2751 Ridge Rd, Seattle, WA, 98165	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-119881	ENR	Michelle Lee	1942-09-04	UHC-24537-63	2074848993	182 Canyon Rd, Los Angeles, CA, 90030	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-114165	ENR	Deb H McDonald	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-130767	ENR	Madison X Castillo	1983-09-14	UHC-00681-01	—	1988 Oak St, Tampa, FL, 33634	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-135433	ENR	Joe Dean	2006-12-13	UHC-39253-08	—	2090 Ridge Rd, Phoenix, AZ, 85043	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-127808	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-127807	ENR	Sara Z Wood	1953-02-26	UHC-63850-64	3772660464	89 Pine Dr, Orlando, FL	0.68	Phone reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-110349	ENR	Keith Z Parker	1939-05-09	UHC-86940-87	4223855351	6741 Ridge Rd, Scottsdale, AZ, 85287	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-138442	ENR	Bryan D Franklin	1991-07-15	UHC-34943-87	—	6066 Maple Ave, Seattle, WA, 98192	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-107961	ENR	Kye Reyes	1998-08-03	UHC-14749-41	—	5854 Baseline Rd, Charlotte, NC, 28274	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-101631	ENR	Jessica Weaver	1990-02-13	UHC-56598-09	—	5857 Harbor Blvd, Chandler, AZ, 85230	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-111343	ENR	Sephen Munoz	1971-04-11	UHC-44645-89	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-116673	ENR	Ralph U Weaver	1945-03-16	UHC-96928-89	—	2447 Washington St, Orlando, FL, 32886	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-140066	ENR	Gregory Wood	1962-01-15	UHC-37459-04	4453529584	6039 Canyon Rd # 364, Minneapolis, MN, 55499	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-101415	ENR	Mark D Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-102834	ENR	Rebecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
ENR-135180	ENR	Priya Garcia	1967-07-19	UHC-44713-38	—	2276 Broadway, Dallas, TX, 75216	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
ENR-113571	ENR	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-117351	ENR	Michelle Y McCoy	1947-09-28	UHC-96427-74	4234142398	3204 Spring St, Austin, TX, 78755	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-123043	ENR	Nicck Garrett	1950-08-02	UHC-62777-97	7185612477	9125 Sage Ct, Mesa, AZ, 85280	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-138628	ENR	Sharon V Rose	1956-02-12	UHC-95563-56	6264537870	1190 Grand Ave, Los Angeles, CA, 90044	0.68	Name split from “Last, First”Two-digit birth year Plan code upper-cased Placeholder values cleared
ENR-105304	ENR	Angela O Wood	2008-09-26	UHC-49670-68	6877939048	9642 Apache Blvd, Jacksonville, FL, 32264	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-137550	ENR	Kathleen Carr	1968-08-02	UHC-14029-74	2802445370	9618 Desert Sky Blvd, Glendale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-142823	ENR	Evelyn Carroll	1952-11-01	UHC-18887-72	—	6526 Baseline Rd, Los Angeles, CA, 90038	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-120620	ENR	Arthur F Arnold	1951-02-27	UHC-79616-93	—	7565 Palm Dr # 908, San Diego, CA, 92162	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-140229	ENR	Russell Le	1975-04-04	UHC-07163-09	3137300774	5763 Camelback Rd Apt 26, Charlotte, NC, 28257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-117785	ENR	Kyle B Dunn	1951-12-01	UHC-09782-78	—	8933 Canyon Rd, Los Angeles, CA, 90064	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-104062	ENR	Jonathan L Sulllivan	1976-01-10	UHC-13997-31	—	7212 Mesa Dr, Gilbert, AZ, 85231	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-106440	ENR	Carol G Grant	1956-08-13	UHC-90762-81	7475266473	8114 Ridge Rd, Columbus, OH, 43255	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-100660	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

16,916 rows, page 134 of 339Previous Next