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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118815	ENR	Douglas K Mendez	1959-08-10	UHC-84771-78	3438859555	630 Apache Blvd, Plano, TX, 75015	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114174	ENR	Terry F Gardner	1984-03-27	UHC-42995-87	3136406458	1972 Pine Dr, Tempe, AZ, 85214	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127311	ENR	Eric Allen	1999-11-28	UHC-84319-91	8378473396	2506 Apache Blvd, Eden Prairie, MN, 55385	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129345	ENR	Kathleen Santos	1950-10-05	UHC-55877-69	2379202441	8956 Grand Ave, Atlanta, GA, 30398	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
ENR-104517	ENR	Sharon S Boyd	1957-07-20	UHC-93216-37	2307299847	4822 Camelback Rd, Minneapolis, MN, 55471	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-105814	ENR	Bradley Marquez	2003-05-02	UHC-30238-54	7013052868	7375 Lake View Rd, Chandler, AZ, 85254	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115417	ENR	Kayla Vargas	1987-08-09	UHC-09167-84	6776316839	9824 Elm St, Scottsdale, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-115820	ENR	Jessica I Marqez	1944-08-20	UHC-92947-24	6646588485	8252 Indian School Rd, Seattle, WA, 98185	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109214	ENR	Jennifer Hawkins	1943-07-14	UHC-46500-91	7906113647	1107 Lake View Rd, Denver, CO, 80266	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125550	ENR	Yuki Valdez	1943-08-07	UHC-47279-52	3586907058	1326 Jefferson Ave, Fresno, CA, 93717	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-115895	ENR	Ruth Dunn	2002-12-22	UHC-79382-41	—	1310 Apache Blvd, Tampa, FL, 33623	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-101089	ENR	Albert Hanson	1940-03-10	UHC-65216-04	—	7146 Central Ave, Seattle, WA, 98191	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-120730	ENR	Dennis Watkins	1994-06-21	UHC-26047-78	—	1039 Jefferson Ave, Sacramento, CA, 95899	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-134811	ENR	Matthew Spencer	2002-08-26	UHC-03454-35	—	3364 Forest Ave, Jacksonville, FL, 32217	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-101260	ENR	Camila Santos	1951-11-20	UHC-31286-37	—	4386 Lake View Rd, Seattle, WA, 98115	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-112045	ENR	Logan Phillips	1986-04-17	UHC-77399-76	6512214377	9755 Bayshore Dr, Minneapolis, MN, 55411	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127504	ENR	Janice Sandoval	2003-12-23	UHC-66768-58	3672848392	8538 Highland Ave, Orlando, FL, 32852	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115796	ENR	Jason G Webb	2003-03-03	UHC-63348-73	8732769099	7904 Maple Ave, Houston, TX, 77000	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+1 more
ENR-122230	ENR	Doris V Peters	1946-11-03	UHC-29069-40	2635337812	5338 Jefferson Ave, Nashville, TN, 37220	0.78	Name re-cased Two-digit birth year City re-cased Email lower-cased+1 more
ENR-119025	ENR	Yuki Wood	1998-11-15	UHC-13952-38	5444048454	4796 Broadway, Tucson, AZ, 85734	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-136046	ENR	Nathan Shaw	1964-07-12	UHC-67239-74	3357072145	778 Broadway Apt 39, Denver, CO, 80275	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-130220	ENR	Amber N Watkins	1976-10-16	UHC-11916-11	2954610659	9383 Baseline Rd, Tempe, AZ, 85292	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-108876	ENR	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-132349	ENR	Dan Elliott	1941-12-11	UHC-11181-26	8857090985	4953 Washington St # 595, Eden Prairie, MN, 55370	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-136605	ENR	Alan F Payne	2000-03-20	UHC-93497-09	2419635564	151 Union St, Charlotte, NC, 28222	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109168	ENR	Christian L Yang	2002-05-05	UHC-94935-25	9187197387	161 Grand Ave, Los Angeles, CA, 90022	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-128051	ENR	Melissa Q Rose	1982-05-05	UHC-88580-64	2156704825	3149 Pine Dr, Sacramento, CA, 95832	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137426	ENR	Christnia N Carpenter	1991-06-03	UHC-43258-57	—	3039 Desert Sky Blvd, Jacksonville, FL, 32296	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-141883	ENR	Melissa B Hudson	2007-09-06	UHC-49229-90	5138367797	5183 Bayshore Dr, Orlando, FL, 32837	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-135388	ENR	Susan Y Padilla	1985-09-13	UHC-92902-37	3679538473	8254 Lake View Rd, Las Vegas, NV, 89140	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103775	ENR	Bruce Hut	1972-06-09	UHC-57688-63	9247846546	7108 River Rd, Plano, TX, 75083	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120670	ENR	Donna Palmer	1949-05-03	UHC-57576-91	9085825643	3421 Spring St, Phoenix, AZ, 85078	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112979	ENR	Ammber Li	1944-02-26	UHC-49748-88	6547928037	2607 Apache Blvd, Eden Prairie, MN, 55397	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-104244	ENR	Joe Hunter	1947-03-27	UHC-32602-43	—	1811 Canyon Rd, Los Angeles, CA, 90002	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-126864	ENR	Walter P Hunt	1939-12-15	UHC-80651-01	5088196138	2969 Palm Dr, Seattle, WA, 98158	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139395	ENR	Gary O Harris	—	UHC-62653-03	3565791319	1821 Park Pl, Gilbert, AZ, 85295	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-128950	ENR	Christopher M Walsh	1990-12-20	UHC-70588-76	5954087714	6003 Palm Dr Apt 25, Sacramento, CA, 95874	0.78	Member ID reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-125529	ENR	Albert Ellis	—	UHC-85432-06	9452836060	860 Ocean Ave, Houston, TX, 77050	0.78	Date of birth missing City re-cased Email lower-cased Plan code upper-cased+1 more
ENR-111475	ENR	Judith H Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141067	ENR	Christopher O Price	1950-10-23	UHC-95549-18	2035455987	9397 Apache Blvd, Miami, FL, 33103	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-113909	ENR	Rachel Walker	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ, 85267	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-130879	ENR	Pamela Johnston	1979-07-12	UHC-19171-30	9436996818	4813 Oak St, Orlando, FL, 32822	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-127461	ENR	Austin Martinez	1967-10-23	UHC-11479-37	8023591004	3253 Baseline Rd, Tempe, AZ, 85224	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-136125	ENR	Cynthia B Burke	1950-06-14	UHC-33647-68	9508055680	6222 Camelback Rd, Scottsdale, AZ, 85288	0.78	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-134244	ENR	George Daniells	1951-09-11	UHC-06886-97	—	8278 Central Ave, Las Vegas, NV, 89187	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-129486	ENR	Elijah W Nguyen	1959-04-05	UHC-09664-15	5665198562	858 Jefferson Ave, San Antonio, TX, 78231	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104917	ENR	Walter Luna	1983-12-04	UHC-28452-62	5946404747	97 Highland Ave, Minneapolis, MN, 55496	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137493	ENR	Kayla Knight	1977-10-25	—	9282492380	8687 Bayshore Dr, Sacramento, CA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-135341	ENR	Karen F Powell	1988-04-09	UHC-06715-98	9648633370	9084 Highland Ave, Columbus, OH, 43275	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119022	ENR	Emily Wlels	1971-03-28	UHC-92729-78	8798240310	2695 Mountain View Dr, San Diego, CA, 92155	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 119 of 169Previous Next