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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106773	ENR	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123081	ENR	Eric V Freeman	1979-11-06	UHC-06917-70	8084558536	2593 Canyon Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129410	ENR	Wayne S Thomas	1954-02-10	UHC-60306-66	7714630083	4016 Jefferson Ave, Seattle, WA, 98168	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107088	ENR	Ryan Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-109843	ENR	Andrea Q Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110186	ENR	Deborah Pyane	1953-11-09	UHC-76162-47	7892267417	3013 Grand Ave, Phoenix, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-136082	ENR	Albert Flores	1987-06-26	UHC-98167-09	4664958764	7327 Palm Dr, Denver, CO, 80275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112545	ENR	Camila Nelson	1997-01-14	UHC-20801-64	6132771924	5213 Valley View Dr, San Antonio, TX, 78231	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-109959	ENR	Helen F Smth	2001-08-18	—	—	1063 Forest Ave, Austin, TX, 78704	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104092	ENR	Luis Johnston	1953-02-17	UHC-78938-09	8338888123	5175 Washington St, Los Angeles, CA, 90092	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-113164	ENR	Danielle G Parker	1944-05-13	UHC-32190-08	7346661270	8373 Church St, Tampa, FL, 33691	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130514	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	6353 Jefferson Ave, Atlanta, GA, 30338	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-123338	ENR	Diane Meyer	1984-01-08	UHC-37316-71	8974579450	6924 Apache Blvd, Las Vegas, NV, 89182	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120100	ENR	Tyler Gomez	1972-04-01	UHC-20079-30	2977448220	33 Main St, Atlanta, GA, 30370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133898	ENR	Christopher C Thomas	2003-09-08	UHC-20607-60	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-108457	ENR	Samantha Hicks	1955-07-24	UHC-27558-25	—	3610 Valley View Dr, Eden Prairie, MN, 55346	0.64	Name split from “Last, First”Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-108119	ENR	Betty Rmirez	1972-05-04	UHC-87818-53	8738369970	4761 Desert Sky Blvd, Gilbert, AZ, 85204	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100355	ENR	Carol Arnold	1977-02-16	UHC-08800-13	9288508202	958 Pine Dr, Seattle, WA, 98169	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-125609	ENR	Pamela Vazquez	1951-08-15	UHC-47650-66	6745164540	2911 Sunset Blvd, Nashville, TN, 37236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122748	ENR	Patrcik Ellis	1975-04-06	UHC-52459-13	7134396493	1833 Ridge Rd, Eden Prairie, MN, 55326	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106151	ENR	Natalie L Adams	1980-11-12	UHC-15911-63	3315723361	6511 Pine Dr, San Diego, CA, 92159	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139458	ENR	Eugene Stewart	1971-08-05	UHC-98811-01	8689815464	9429 Mountain View Dr, San Antonio, TX, 78244	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138944	ENR	Roger Greene	1994-06-19	UHC-35717-11	9328488808	1194 Central Ave, Seattle, WA, 98114	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138945	ENR	Roger Greene	1994-06-19	UHC-35717-11	9328488808	1194 Central Ave, Seattle, WA, 98114	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141916	ENR	Ruth V Foler	1993-07-10	UHC-12243-12	4293891465	6716 Sage Ct, Columbus, OH, 43267	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115927	ENR	Hiroshi X Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110735	ENR	Sofia I Porter	2002-07-04	UHC-53417-68	2304349910	1396 Apache Blvd, Austin, TX, 78708	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135911	ENR	Frank Y Wilson	2001-08-26	UHC-42985-12	4735034402	7791 Highland Ave, Fresno, CA, 93799	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142956	ENR	Ommar A Larson	2003-05-23	UHC-53047-48	4615989729	8646 Sunset Blvd, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124437	ENR	Ruth V Watson	1963-01-03	UHC-13000-42	4468974507	2307 Sunset Blvd, Jacksonville, FL, 32283	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138665	ENR	Ruth Nguyen	1959-06-20	UHC-10388-58	7839885285	7673 Spring St, Charlotte, NC, 28243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115790	ENR	Hannah Flores	1941-11-18	UHC-63078-53	4103919225	9304 Lake View Rd, Plano, TX, 75040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121077	ENR	Aaron B Hoffman	2008-10-12	UHC-55595-67	—	9350 Market St, Tucson, AZ, 85758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120299	ENR	Bryan Q Harrison	2007-11-10	UHC-33879-78	7333506085	2725 Indian School Rd, Dallas, TX, 75215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105775	ENR	Anthony B Kennedy	1982-05-09	UHC-68806-30	6745269662	621 Forest Ave, Fresno, CA, 93749	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109367	ENR	Beverly E Burns	1955-03-05	UHC-65357-91	5922748806	6077 Mesa Dr, San Antonio, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122082	ENR	David S Woods	1945-04-11	UHC-14405-97	2977679145	6472 Cedar Ln, Minneapolis, MN, 55493	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128278	ENR	Brittany C Richardson	1992-04-08	UHC-85550-72	3652940002	4591 Lincoln Way, Tucson, AZ, 85731	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-125428	ENR	Sara Gibson	1955-12-02	UHC-40430-01	9592943473	5461 Sunset Blvd, Las Vegas, NV, 89119	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121642	ENR	Judith J Salazar	1938-02-17	UHC-63958-44	2699514154	3981 Harbor Blvd, Las Vegas, NV, 89197	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105893	ENR	Jesse Santos	1981-06-19	UHC-21978-49	3377739768	8431 Palm Dr, Phoenix, AZ, 85086	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-111082	ENR	Anthony Henderson	1989-01-09	UHC-92935-47	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115252	ENR	Laura A Ramirez	1953-01-09	UHC-52343-50	3184484349	2889 Pine Dr, Miami, FL, 33194	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132217	ENR	Mei Alexander	1941-04-04	UHC-21643-14	9242715819	9152 Camelback Rd, Jacksonville, FL, 32279	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131962	ENR	Alexander Y Meyer	1985-05-24	UHC-60817-83	9144369142	6475 Main St, Glendale, AZ, 85327	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135242	ENR	Richard Vega	2002-06-22	UHC-70100-40	9814598868	6662 Union St, Columbus, OH, 43200	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104579	ENR	Patricia Bowman	1989-02-14	UHC-82448-60	4585137889	201 Hillcrest Rd, Columbus, OH	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+2 more
ENR-108989	ENR	Maria I Wang	1985-07-12	UHC-73454-26	2064639828	483 Ocean Ave, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119792	ENR	Kathy C Mason	1960-02-27	UHC-94661-33	3305979501	8572 Valley View Dr, Tampa, FL, 33620	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118415	ENR	Russell G Le	1946-09-18	UHC-78818-18	9612759075	509 Central Ave, Dallas, TX, 75275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

4,309 rows, page 48 of 87Previous Next