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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107911	ENR	Elizabeth K Thompson	1978-01-01	UHC-73611-96	4478086615	944 Willow Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126536	ENR	Abigail V Gonzalez	1980-11-06	UHC-62276-24	—	6210 Highland Ave, San Antonio, TX, 78200	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108216	ENR	Michelle Garza	1964-01-08	UHC-34895-65	8537285666	6394 Indian School Rd, Tucson, AZ, 85740	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118600	ENR	Aaron B Kennedy	1993-12-26	UHC-04502-15	3364903606	2310 Jefferson Ave, Seattle, WA, 98163	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105137	ENR	Wayne Hayes	1955-01-27	UHC-81566-25	—	6294 Highland Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140616	ENR	Megan I Montgomery	1958-12-25	UHC-67886-41	3756610109	3088 Ocean Ave, Tempe, AZ, 85264	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-129772	ENR	Omar J Marquez	1993-05-23	UHC-55399-98	5175410345	1963 Highland Ave, Miami, FL, 33175	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-132267	ENR	Hannah Cooper	1945-03-20	UHC-05330-12	8547649675	6186 Ocean Ave, Denver, CO, 80205	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106066	ENR	Kathleen B Rogers	1951-05-14	UHC-53818-07	6805356769	6344 Valley View Dr, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109799	ENR	Olivia Turner	1961-10-26	UHC-63166-79	8959091783	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127174	ENR	Nathan Murray	1947-07-27	UHC-10822-60	—	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118860	ENR	Theresa B Mills	2000-03-14	UHC-17982-74	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142542	ENR	Anna I Bennett	1953-09-15	UHC-53468-90	9885113477	8268 Highland Ave, Gilbert, AZ, 85263	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135112	ENR	Angela Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr Apt 27, Jacksonville, FL, 32248	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-139948	ENR	Ray H Simpson	2000-04-13	UHC-16899-95	4867461031	8207 Pine Dr, Tampa, FL, 33647	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100119	ENR	Nataie L Ferguson	—	UHC-79568-09	6239710925	8678 Pine Dr, Columbus, OH, 43202	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-118503	ENR	Melissa Q Reed	2002-06-23	UHC-35854-27	—	5544 Cedar Ln, Dallas, TX, 75272	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111801	ENR	Emily Scott	1987-08-19	UHC-19898-07	9332972501	5675 Oak St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113647	ENR	Elijah Brooks	1974-10-23	UHC-94363-43	4447584070	2057 Grand Ave, Scottsdale, AZ, 85240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126255	ENR	Brenda Ramos	1993-05-06	UHC-80032-61	3937925565	7121 Church St, Atlanta, GA, 30362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137301	ENR	Hannaah Taylor	1956-09-14	UHC-49582-39	4748538894	6227 Palm Dr, Sacramento, CA, 95872	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113296	ENR	Catherine Taylor	1949-01-23	UHC-76777-58	5503384257	4970 Harbor Blvd, Glendale, AZ, 85327	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118472	ENR	Mary Schmidt	—	UHC-46724-21	3239759410	8824 Forest Ave, Eden Prairie, MN, 55344	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102302	ENR	Aisha X Stewart	1990-01-28	UHC-19127-09	6515878418	4407 Baseline Rd, Eden Prairie, MN, 55368	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104378	ENR	Hiroshi Wilson	1964-06-20	UHC-93354-09	5079974896	1523 Apache Blvd, Fresno, CA, 93704	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129662	ENR	Deborah W Willis	1975-02-17	UHC-78282-13	2116727261	2399 Harbor Blvd, Miami, FL, 33157	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117386	ENR	Megan C Wood	1984-10-23	UHC-68078-33	2154660580	7693 River Rd, Jacksonville, FL, 32262	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120066	ENR	Philip A Grant	1990-09-27	UHC-64888-16	2138635170	5762 Main St, Mesa, AZ, 85227	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131571	ENR	Dorothy C Rivera	1958-07-18	UHC-33446-42	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139211	ENR	Janice Park	1971-10-21	UHC-86194-21	7485512400	7404 Meadow Ln, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110753	ENR	Ryan Graham	1972-07-09	UHC-26938-57	3389643307	2179 River Rd, Denver, CO, 80267	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-108916	ENR	Amy Andrews	1968-08-10	UHC-27865-67	—	6269 Market St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-107247	ENR	Brenda O Ford	1973-10-01	UHC-27693-78	2043879970	7624 Camelback Rd, San Diego, CA, 92169	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132455	ENR	Martha Russell	1986-09-26	UHC-05709-13	5532736503	8647 Desert Sky Blvd, Orlando, FL, 32896	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123742	ENR	Samantha Olson	1980-08-18	UHC-70649-18	8876555252	23 Desert Sky Blvd, Fresno, CA, 93768	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113219	ENR	Alan T Phillips	1997-07-18	UHC-62107-94	5906703839	2078 Sage Ct, Atlanta, GA, 30383	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-128813	ENR	Camila I Bishop	2004-09-16	UHC-97812-75	8848859691	8817 Willow Ct, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138708	ENR	Payne Wayne	1975-03-16	UHC-38229-70	2405843306	4120 River Rd, Jacksonville, FL, 32230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120849	ENR	Catherine Hawkins	1970-02-22	UHC-45783-13	4195745794	9389 Palm Dr, Chandler, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120848	ENR	Catherine Hawkins	1970-02-22	UHC-45783-13	4195745794	9389 Palm Dr, Chandler, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111474	ENR	Emily Y Martin	2000-10-02	UHC-21382-50	6297192327	7853 Valley View Dr, Tucson, AZ, 85746	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138101	ENR	Sara I Mendoza	2008-09-04	UHC-25103-57	7414802615	8016 Camelback Rd, Gilbert, AZ, 85257	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125270	ENR	Bradley H Arnold	1982-06-07	UHC-81020-33	5115323711	112 Ocean Ave, Eden Prairie, MN, 55316	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138046	ENR	Kayla Mitchell	1985-01-11	UHC-33941-54	9583016221	5324 Desert Sky Blvd, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102208	ENR	Anna Williams	1944-12-02	UHC-74905-69	6325720411	9835 Mountain View Dr, Tucson, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142522	ENR	Alan Etrada	1981-01-01	UHC-27147-66	5823011657	7463 Canyon Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104699	ENR	Larry L Mills	1998-01-13	UHC-65514-03	5265578622	155 Harbor Blvd, Gilbert, AZ, 85209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120006	ENR	Ahmed Salazar	2001-10-10	UHC-70661-98	—	7568 Washington St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129924	ENR	Ramos P Hannah	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd, Dallas, TX, 75207	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119932	ENR	Samuel F Baker	1985-10-08	UHC-92641-95	8027236891	2871 Ocean Ave, Fresno, CA, 93758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 211 of 532Previous Next