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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123802	ENR	Melissa Padilla	1977-01-17	UHC-97545-77	2992239486	2592 Oak St # 207, Mesa, AZ, 85231	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137961	ENR	Kevyn C Willis	1977-08-28	UHC-76668-92	—	8245 Valley View Dr # 827, San Diego, CA, 92101	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111034	ENR	Wayne Carlson	1975-08-09	UHC-25678-31	6516015704	5863 Grand Ave, Charlotte, NC, 28265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141290	ENR	Michelle Pierce	1953-04-26	UHC-82505-34	4038304836	491 Hillcrest Rd, Austin, TX, 78792	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-120330	ENR	Jacqueline G Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.64	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+2 more
ENR-139971	ENR	Arthur X Hall	2003-11-19	UHC-60721-03	—	8579 Camelback Rd, Chandler, AZ, 85245	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-132048	ENR	Santiago R Silva	1955-12-21	UHC-65994-67	3365939744	2852 Valley View Dr, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-114175	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114176	ENR	Thomas G Berry	2008-05-13	UHC-53888-98	6187841959	5287 Jefferson Ave, Sacramento, CA, 95821	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125902	ENR	Keith T Munoz	1963-11-07	UHC-81023-71	5449650330	3507 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115243	ENR	Kevin R Ngueyn	1960-09-17	UHC-91720-45	—	7436 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
ENR-131203	ENR	Madison Bennett	1987-08-09	UHC-18742-54	3919842076	8827 Highland Ave, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123421	ENR	Heather Dean	1963-05-10	UHC-96804-42	8834148938	5664 Canyon Rd, Fresno, CA, 93760	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105320	ENR	Kenneth Pane	1973-10-27	UHC-66838-75	3633446374	4077 Grand Ave, Chandler, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109826	ENR	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct Apt 3, Tampa, FL, 33675	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-108315	ENR	Ann Rose	1941-12-19	UHC-35859-97	3732873228	7264 Sunset Blvd, Seattle, WA	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101958	ENR	Brian Hansen	—	UHC-10706-35	8674125308	2266 Ridge Rd, Glendale, AZ, 85316	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132277	ENR	Sara K Ellis	1940-08-10	UHC-10984-95	9067557792	2507 Sunset Blvd, Minneapolis, MN, 55417	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137764	ENR	Billy Vargas	1955-10-23	UHC-55865-83	3144192218	4649 Sage Ct, San Antonio, TX, 78278	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126054	ENR	Joyce Singh	1981-04-16	UHC-91644-05	—	5268 Bayshore Dr, Austin, TX, 78767	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103565	ENR	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125993	ENR	Teresa B Alvarado	1963-04-16	UHC-66432-05	3894551467	7002 Baseline Rd, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114240	ENR	Rachel M Porter	1945-10-07	UHC-27719-91	3962702662	3895 Cedar Ln, Jacksonville, FL, 32246	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124428	ENR	Jeffrey W Spencer	1950-08-08	UHC-95213-28	—	4952 Sage Ct, Nashville, TN, 37228	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109309	ENR	Grace I Rice	1947-01-14	UHC-38233-38	—	8097 Indian School Rd, Glendale, AZ, 85337	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104319	ENR	Evelyn A Montgomery	1980-09-25	UHC-11441-18	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100104	ENR	Doris N Parker	1951-01-12	UHC-94546-30	7488696262	722 Church St, San Diego, CA, 92110	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116617	ENR	Evelyn I Stewart	1997-03-04	UHC-37643-23	9894851253	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136367	ENR	Beverly Padilla	1940-02-20	UHC-77581-82	3579324847	5745 Grand Ave, Las Vegas, NV, 89191	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122269	ENR	Lori P Henry	1974-04-27	UHC-32973-91	8059033696	5680 Hillcrest Rd, Tempe, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106408	ENR	Carolyn Lane	1965-12-27	UHC-35998-11	8224920257	9646 Mesa Dr, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122057	ENR	Nichoals Jackson	1974-02-26	UHC-76666-47	8805933761	8911 Mountain View Dr, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139125	ENR	Cynthia Bowman	1939-03-23	UHC-47047-03	4404507473	9189 Elm St, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112538	ENR	Contreras B William	1945-06-20	UHC-96643-27	4377029005	7569 Ocean Ave, Scottsdale, AZ, 85225	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106492	ENR	Janice U Ferguson	1969-07-25	UHC-35301-41	7836978962	3531 Ridge Rd, Miami, FL, 33113	0.64	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+2 more
ENR-136702	ENR	Randy Anderson	1961-08-19	UHC-40734-95	2453454586	8534 Union St, Tampa, FL, 33645	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113522	ENR	Jasno N Wagner	2006-07-13	UHC-81077-69	2504925722	245 Elm St, San Antonio, TX, 78217	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138033	ENR	Henry Hoffman	2006-10-11	UHC-43838-09	5487211678	6294 Spring St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-142314	ENR	Nicole Coleman	1951-12-17	UHC-99920-82	5675448071	4557 Ridge Rd, Scottsdale, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-139645	ENR	Julia R Hanson	2007-05-01	UHC-74657-99	3277539320	6216 Lincoln Way, Minneapolis, MN, 55479	0.64	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-133812	ENR	Alan V Gordon	1982-10-20	UHC-56291-44	5662652030	1254 Baseline Rd, Sacramento, CA, 95894	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122521	ENR	Jerry A Thompson	1999-10-16	UHC-09925-69	3374655040	3270 Ocean Ave # 634, Jacksonville, FL, 32246	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140686	ENR	Stephanie Berry	1985-10-04	UHC-59549-90	3814564568	5678 Union St, Scottsdale, AZ, 85207	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122341	ENR	Pamela Hill	1982-04-20	UHC-35732-33	9024253001	6733 Hillcrest Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-107609	ENR	Amanda S Larson	1946-09-26	UHC-81514-74	—	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105237	ENR	Sean Z Hart	1960-08-15	UHC-92413-97	2397133489	5299 Lake View Rd, Eden Prairie, MN, 55364	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102591	ENR	Andrew J Munoz	1991-03-07	UHC-13020-18	8024952729	5572 Ridge Rd, Orlando, FL, 32811	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140236	ENR	Helen Z Dixon	1969-08-16	UHC-07528-88	—	5086 Harbor Blvd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130374	ENR	Ahmed A Ortiz	1974-12-11	UHC-30129-78	5692420152	8727 Broadway # 355, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-101333	ENR	Frances S Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

8,934 rows, page 57 of 179Previous Next