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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117981	ENR	Gregory Mendez	1947-05-15	UHC-93422-08	7043496565	3586 Harbor Blvd, Houston, TX	0.68	Name re-cased Street suffix standardised Address re-cased ZIP missing
ENR-117959	ENR	Arthur Richards	1984-05-11	UHC-97857-60	—	4040 Baseline Rd, Los Angeles, CA, 90045	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-108451	ENR	Linda R Russell	—	UHC-28519-59	3843966584	9542 Camelback Rd, Miami, FL	0.70	Name re-cased Date of birth unreadable ZIP missing
ENR-130221	ENR	Olivia Cooper	1981-09-05	UHC-66987-31	6877811662	683 Bayshore Dr, Minneapolis, MN	0.70	Name re-cased ZIP missing Gender normalised
ENR-111550	ENR	Justin I Williams	1983-06-26	UHC-16413-13	2132093236	7613 Mountain View Dr, San Diego, CA, 92117	0.70	Name re-cased Two-digit birth year Gender normalised
ENR-110876	ENR	Jeffrey E Bishop	1993-10-15	UHC-13468-44	—	1127 Apache Blvd, Phoenix, AZ, 85052	0.70	Name re-cased Phone missing area code ZIP+4 trimmed
ENR-128849	ENR	Mary R Wagner	1950-04-04	UHC-20608-83	6636042454	—	0.70	Name re-cased SSN last four extracted Gender normalised
ENR-125432	ENR	Marcus Boyd	1980-03-05	UHC-45116-04	8852331451	8120 Central Ave, Las Vegas, NV, 89144	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105515	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134801	ENR	Stephanie Moore	—	UHC-96480-12	5987382091	4646 Ridge Rd Apt 26, San Antonio, TX, 78256	0.70	Name re-cased Date of birth missing Unit split from street
ENR-130739	ENR	Tyler G Harvey	1949-01-21	UHC-03044-42	2412824433	4173 Elm St, Tampa, FL, 33635	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104712	ENR	Amy Q Carlson	1948-11-09	UHC-63262-92	—	4691 River Rd, Fresno, CA, 93780	0.70	Middle initial moved out of first name Name re-cased Phone missing area code
ENR-120183	ENR	Jackie Harvey	1973-05-08	UHC-19463-16	—	8113 Washington St, Plano, TX, 75002	0.70	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-132206	ENR	Oar Harvey	2008-10-05	UHC-08537-63	—	701 Desert Sky Blvd, Phoenix, AZ	0.70	Name re-cased Phone missing area code ZIP missing
ENR-110246	ENR	Dorothy Larson	1974-12-22	UHC-60255-14	7487780027	554 Market St, Miami, FL, 33164	0.70	Name re-cased ZIP+4 trimmed Gender normalised
ENR-118544	ENR	Maria N Little	1995-08-17	UHC-65630-58	7919203011	8543 Ridge Rd, Charlotte, NC, 28284	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-133504	ENR	Rachel Griffin	—	UHC-00904-38	7128265386	3033 Camelback Rd, Tampa, FL, 33643	0.70	Name re-cased Date of birth unreadable Gender normalised
ENR-137981	ENR	Madison S Mendoza	1979-10-28	UHC-78916-73	—	7638 Lake View Rd Apt 3, Dallas, TX, 75215	0.70	Name re-cased Phone missing area code Unit split from street
ENR-133272	ENR	Logan Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.70	Name re-cased Two-digit birth year Phone missing area code
ENR-133612	ENR	Cynthia Porter	1983-10-11	UHC-55361-65	—	—	0.70	Name re-cased Phone missing area code SSN last four extracted
ENR-138700	ENR	Angela Simpson	1941-03-28	UHC-88361-45	5523173174	7681 Spring St Apt 39, Tucson, AZ, 85740	0.70	Name re-cased Two-digit birth year Unit split from street
ENR-123815	ENR	Steven Henry	2005-04-14	UHC-49734-04	9624875932	2583 Elm St, Tempe, AZ, 85209	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-142719	ENR	Carlos G Ruiz	1986-04-23	UHC-41194-02	8483815644	4033 Maple Ave, Glendale, AZ, 85316	0.70	Name re-cased State name converted to code Gender normalised
ENR-131883	ENR	Mariana V Stewart	1984-05-09	UHC-55215-31	6614925969	4958 Indian School Rd, Houston, TX, 77056	0.70	Middle initial moved out of first name Name re-cased ZIP+4 trimmed
ENR-138296	ENR	Eric Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105278	ENR	Patrick I Young	1938-04-20	UHC-68875-92	4995962742	9865 Church St, Plano, TX	0.70	Name re-cased ZIP missing Gender normalised
ENR-132403	ENR	Ann X Murphy	1939-06-17	UHC-58244-17	—	5847 Park Pl # 549, Eden Prairie, MN, 55381	0.70	Name re-cased Two-digit birth year Unit split from street
ENR-129063	ENR	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-115896	ENR	Kevin Z Mejia	1989-03-13	UHC-05080-57	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.70	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-111607	ENR	Mary Y Stephens	—	UHC-92975-55	8759095517	2369 Hillcrest Rd, Houston, TX, 77010	0.70	Name re-cased Date of birth missing State name converted to code
ENR-122046	ENR	Fatima I Bryant	2001-06-19	UHC-81628-53	3768483094	5830 Willow Ct, Fresno, CA, 93700	0.70	Name re-cased Two-digit birth year Gender normalised
ENR-126552	ENR	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130931	ENR	Kathleen Z Sanchez	1970-02-17	UHC-39770-60	9827322068	2706 Bayshore Dr, Seattle, WA, 98162	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-106687	ENR	Sofia Fuller	1956-08-14	UHC-83296-48	5945145848	9744 Cedar Ln # 698, Tucson, AZ	0.70	Name re-cased Unit split from street ZIP missing
ENR-116417	ENR	Jake J Tran	1948-02-01	UHC-65412-57	7828222632	6797 Highland Ave, Seattle, WA, 98133	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-126644	ENR	Sam E Beiley	1979-06-20	UHC-79455-80	3525582651	1831 Spring St, Mesa, AZ, 85284	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105157	ENR	Virginia F Howard	—	UHC-72367-06	7043075351	9844 Sunset Blvd, Glendale, AZ, 85383	0.70	Name re-cased Date of birth unreadable State name converted to code
ENR-121056	ENR	Patrick Fisher	1985-08-03	UHC-27825-83	7773295953	7715 Baseline Rd, Mesa, AZ, 85289	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117895	ENR	Josh Yang	2006-08-04	UHC-41387-41	5506881599	463 Palm Dr, Plano, TX, 75040	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116221	ENR	Carolyn Garrett	1989-07-02	UHC-02947-44	2928452722	1944 Main St, Atlanta, GA	0.70	Name re-cased ZIP missing Gender normalised
ENR-131435	ENR	Mason Schultz	1953-01-26	UHC-06517-82	4609188267	8463 Willow Ct, Chandler, AZ, 85202	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120217	ENR	Laura Rogers	1941-06-08	UHC-88922-66	9744165646	2821 River Rd Apt 20, Tempe, AZ	0.70	Name re-cased Unit split from street ZIP missing
ENR-106325	ENR	Timothy W Daniels	1950-02-21	—	4942080186	9644 River Rd, Orlando, FL, 32863	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130539	ENR	Jordan Lucas	1941-06-17	UHC-43274-14	8999350181	3269 Apache Blvd, Phoenix, AZ, 85068	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-142591	ENR	Kayla Y James	1961-06-15	UHC-27390-20	6164409509	3880 Park Pl, Minneapolis, MN, 55421	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-140929	ENR	Btsy Myers	1981-12-18	UHC-25672-92	—	9332 Ridge Rd Apt 40, Dallas, TX, 75292	0.70	Name re-cased Phone missing area code Unit split from street
ENR-132084	ENR	Keith Vargas	1955-03-05	UHC-17529-71	6193209775	720 Meadow Ln, Seattle, WA, 98111	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132372	ENR	Camila Q Coleman	1960-01-21	UHC-30287-02	8105710688	2961 Cedar Ln, Tampa, FL, 33609	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124034	ENR	Jacob Vaazquez	1972-07-14	UHC-80829-54	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108779	ENR	Philip B Tran	1938-01-16	UHC-84025-19	8524581889	8182 Cedar Ln, Miami, FL, 33173	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,310 rows, page 133 of 347Previous Next