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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101451	ENR	Jenny M Jordan	1962-08-13	UHC-18443-30	6782407291	9005 Oak St, Gilbert, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-129233	ENR	Jennifer Williams	2007-08-06	UHC-55516-58	4933821410	6679 Maple Ave, Eden Prairie, MN	0.80	Name re-cased Date of birth reformatted ZIP missing Email lower-cased
ENR-127691	ENR	Elizabeth M Dean	1989-06-12	UHC-43125-40	6935047284	4310 Church St, Austin, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-122847	ENR	Kimberly K Austin	1999-02-22	UHC-57685-41	9814286798	1735 Church St, Charlotte, NC	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-103886	ENR	Davyd J Turner	2008-02-01	UHC-49519-18	5568214042	6730 Sage Ct, Tampa, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100895	ENR	Camila S McCoy	1944-02-20	UHC-14938-40	5676789989	5624 Ridge Rd, Charlotte, NC	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-142119	ENR	Brittany I Garrett	1970-01-05	UHC-07264-35	5703683388	3896 Hillcrest Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-108088	ENR	Jesse R Hudson	1980-07-05	UHC-11447-56	9543492522	9481 Baseline Rd, San Antonio, TX	0.80	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed
ENR-142196	ENR	James G Ruiz	1987-07-19	UHC-92430-95	3378820309	1528 Ridge Rd, Mesa, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-108510	ENR	Carlos Walsh	1986-04-23	UHC-10139-71	5678805850	1398 River Rd, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-131204	ENR	Martha E Austin	2006-06-13	UHC-68895-88	4326259715	2545 Market St, Las Vegas, NV	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-121675	ENR	Gary W Vazquez	1974-01-17	UHC-43078-98	9332571941	9390 Bayshore Dr, Austin, TX	0.80	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed
ENR-142428	ENR	Ashlley Jimenez	1962-07-28	UHC-11530-22	7228359874	669 Palm Dr, Minneapolis, MN	0.80	Phone reformatted State code upper-cased ZIP missing Placeholder values cleared
ENR-108280	ENR	Philip S Martin	1967-11-27	UHC-03773-94	4875617367	1083 Sage Ct, Miami, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-118438	ENR	Jordan Jenkins	1957-12-17	UHC-11742-65	—	4464 Meadow Ln, Nashville, TN	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-100020	ENR	Mateo S Diaz	1989-01-22	UHC-11556-42	7253302844	9035 Willow Ct, Orlando, FL	0.80	Phone reformatted ZIP missing Email lower-cased Placeholder values cleared
ENR-116277	ENR	Sharon Thomas	1942-09-22	UHC-96128-13	8766802037	3073 Lincoln Way, San Antonio, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-140783	ENR	Aaron E Loez	1982-01-07	UHC-02700-28	3147731694	6866 Lincoln Way, Tucson, AZ	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
ENR-103664	ENR	Ann K Ray	2004-01-20	UHC-98865-91	—	3655 Bayshore Dr, Columbus, OH	0.80	Name re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-126637	ENR	Ethan Delgado	1986-12-01	UHC-27329-89	5026213071	5177 Sage Ct, Chandler, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-105491	ENR	Matthew X Day	1949-03-08	UHC-38394-14	3868458370	4162 Cedar Ln, Tempe, AZ	0.80	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing
ENR-122796	ENR	Russsell A Long	1993-02-19	UHC-26038-09	8278847497	1286 Broadway, Glendale, AZ	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-137699	ENR	Pamela Cooper	1993-04-16	UHC-38311-79	5995635429	7204 Indian School Rd, Miami, FL	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-100367	ENR	Madison H Boyd	1997-10-09	UHC-60296-67	4957631430	5761 Central Ave, Nashville, TN	0.80	Phone reformatted State code upper-cased ZIP missing Whitespace trimmed
ENR-129907	ENR	Sharon Q Reyes	1995-01-28	UHC-18188-08	9855349995	8929 Forest Ave, San Antonio, TX	0.80	City re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-124162	ENR	Virginia Walace	2006-06-06	UHC-76771-32	—	4975 Main St, Nashville, TN	0.80	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed
ENR-142358	ENR	Sara O Warren	1960-10-23	—	7376697523	1795 Desert Sky Blvd, Dallas, TX	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
ENR-129805	ENR	Daniel P Reid	1980-05-26	UHC-60165-93	5233327647	7481 Park Pl, Houston, TX	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-141158	ENR	Donna Banks	1955-12-09	UHC-30717-11	3743140330	7815 Union St, Columbus, OH	0.80	Phone reformatted Member ID reformatted ZIP missing Email lower-cased
ENR-128616	ENR	Richard Medina	2007-01-02	UHC-44455-93	3185851385	7077 Indian School Rd, San Diego, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-111483	ENR	Judith I Black	1993-05-25	UHC-13880-62	—	198 Ridge Rd, Seattle, WA	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-101566	ENR	Lauren Peters	2000-10-06	UHC-27427-96	5318945729	4948 Hillcrest Rd, Charlotte, NC	0.80	Name re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-110429	ENR	Megan Cook	1945-09-09	UHC-29364-77	3054635008	4062 Sage Ct, Glendale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100164	ENR	Nancy Patel	1982-05-17	UHC-76230-29	3948821622	5592 Oak St, Tucson, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased
ENR-100436	ENR	Kennteh Flores	1991-11-17	UHC-45261-61	8689873126	456 Meadow Ln, Glendale, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-103394	ENR	Eric Martin	1985-11-05	UHC-54464-97	—	667 Pine Dr, Mesa, AZ	0.80	Date of birth reformatted ZIP missing Plan code upper-cased Placeholder values cleared
ENR-120104	ENR	Barbara Carter	1941-08-17	UHC-44811-12	8308763182	5676 Ridge Rd, Chandler, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-111336	ENR	Wayne V Ferguson	1969-06-12	UHC-81497-60	7397781136	8019 Broadway, Mesa, AZ	0.80	Address re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-122431	ENR	Hannah Garertt	1979-03-11	UHC-85281-97	3349712961	1141 Maple Ave, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-109068	ENR	Kelly N Griffin	1952-07-16	UHC-09075-67	4939397936	7750 Canyon Rd, Mesa, AZ	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-133073	ENR	Doris Garrett	1956-12-26	UHC-88613-11	9587150999	1898 Park Pl, Scottsdale, AZ	0.82	Phone reformatted ZIP missing Email lower-cased
ENR-119301	ENR	Sankhez James	1995-11-28	UHC-98665-22	6588709170	1283 Harbor Blvd, Chandler, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-138463	ENR	Carolyn Ortega	1998-06-15	UHC-89704-73	2495826222	8513 Sage Ct, Charlotte, NC	0.82	Name re-cased Phone reformatted ZIP missing
ENR-132477	ENR	Kathleen I Fuller	1940-06-01	UHC-46397-29	5029621845	4041 Bayshore Dr, Columbus, OH	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-102471	ENR	Pamela Ruiz	1951-01-16	UHC-56632-98	8947061618	2604 Baseline Rd, Gilbert, AZ	0.82	Phone reformatted ZIP missing Email lower-cased
ENR-101926	ENR	Vincent D Ward	1986-06-28	UHC-72823-16	8882551512	1958 Cedar Ln, Plano, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-130086	ENR	Catherine P Fernandez	1973-05-21	UHC-16748-82	6739476541	1894 Sunset Blvd, Minneapolis, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-114639	ENR	Madison Elliott	2004-12-27	UHC-09304-94	7313605139	622 Elm St, San Diego, CA	0.82	Name re-cased Phone reformatted ZIP missing
ENR-137791	ENR	Edward Carpenter	1965-06-12	UHC-51877-33	8216816577	6766 Lincoln Way, Seattle, WA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-137635	ENR	Maria Perez	2004-11-22	UHC-74418-07	—	4071 Park Pl, Tempe, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared

3,340 rows, page 63 of 67Previous Next