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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113375	ENR	Carol S Kim	2007-10-18	UHC-04642-40	3627918851	565 Meadow Ln # 962, Tucson, AZ, 85728	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111527	ENR	Carolyn Bryant	1990-06-16	UHC-09342-45	7735473261	9240 Park Pl Apt 17, San Diego, CA	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-122950	ENR	Kimberly X Mejia	1985-02-21	UHC-36570-17	6294855846	5419 Park Pl # 913, Seattle, WA, 98113	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-110727	ENR	Charlotte Simmons	1961-05-14	UHC-98486-13	7835153357	1245 Ridge Rd # 702, Fresno, CA, 93702	0.48	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-139642	ENR	Teresa A Anderson	1956-03-17	UHC-79731-73	5457376239	3024 Meadow Ln # 952, Seattle, WA, 98117	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107241	ENR	Rachel Wheeler	1968-04-06	UHC-03328-76	7983935087	3159 River Rd Apt 32, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-103999	ENR	Judith Brown	2002-05-09	UHC-51197-10	9838068975	3207 Maple Ave Apt 15, Scottsdale, AZ, 85295	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-128036	ENR	Carlos M Hughes	1955-05-05	UHC-29904-36	3896114765	516 Sunset Blvd Apt 37, Plano, TX, 75047	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118684	ENR	Bradley L Henry	2003-04-13	UHC-31206-71	6406003977	7362 Park Pl # 878, Chandler, AZ, 85294	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120651	ENR	Karen Lucas	1956-07-02	UHC-43243-09	5065661046	6460 Bayshore Dr Apt 23, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141381	ENR	Beverly Henry	1938-07-18	UHC-07701-78	8819876074	4245 Lake View Rd Apt 29, Scottsdale, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142354	ENR	Judy M Lynch	1966-09-04	UHC-41671-34	—	5926 Mesa Dr # 463, Austin, TX, 78718	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-136554	ENR	Bradley McDonald	2006-02-04	UHC-28129-65	6422931965	5167 Main St Apt 30, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142745	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St # 946, Columbus, OH, 43251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114825	ENR	Daniel X Austin	1967-05-16	UHC-34567-10	8624741477	1430 Pine Dr # 733, Denver, CO, 80262	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-106784	ENR	Denise L Morgan	1995-12-27	UHC-49964-55	5346232496	5211 Harbor Blvd Apt 36, Houston, TX, 77085	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-138278	ENR	Sophia Stone	1985-10-25	UHC-25297-93	9769077903	7630 Mesa Dr # 889, Columbus, OH, 43240	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103405	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr # 119, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-123354	ENR	Wayne T Garza	1990-11-24	UHC-17167-67	—	7840 Forest Ave # 508, Jacksonville, FL, 32295	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109075	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-109076	ENR	Dorothy S Nunez	1975-01-16	UHC-27583-32	7503396160	5049 Spring St Apt 28, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-125951	ENR	Marilyn James	1969-10-05	UHC-34608-53	4304165070	4451 Forest Ave Apt 23, Scottsdale, AZ, 85265	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
ENR-119565	ENR	Nicole Padilla	—	UHC-62109-38	6594167735	6464 Highland Ave # 838, Eden Prairie, MN, 55304	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120207	ENR	Thomas I Hamilton	2001-12-07	UHC-44880-96	—	7449 Baseline Rd Apt 12, Fresno, CA, 93741	0.50	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136381	ENR	Doris Stevens	1967-10-25	UHC-63515-46	4045173201	3446 Apache Blvd # 441, Nashville, TN, 37222	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111143	ENR	Roy Jimenez	2000-04-02	—	6695175320	9219 Apache Blvd Apt 30, Glendale, AZ, 85382	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136318	ENR	Katherine B West	2001-01-25	UHC-33223-95	6707918648	798 Central Ave Apt 4, Dallas, TX, 75213	0.50	Name re-cased Date of birth reformatted Unit split from street State name converted to code+3 more
ENR-122364	ENR	Janice Wilson	1947-01-19	UHC-63240-67	4846281626	3994 Ocean Ave # 412, Austin, TX, 78798	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-127716	ENR	Amber Reed	1938-03-05	UHC-77622-29	8459438609	4076 Canyon Rd # 248, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-117953	ENR	Laura E Mendez	—	UHC-60316-23	2995950017	5085 Bayshore Dr # 518, Phoenix, AZ, 85046	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
ENR-114781	ENR	Kathy Q West	1968-04-18	UHC-48148-99	6683475901	3928 Camelback Rd # 253, Glendale, AZ, 85339	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120723	ENR	Gloria M Thompson	1946-03-06	UHC-34983-11	5739634179	9524 Apache Blvd # 938, Phoenix, AZ, 85080	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-112195	ENR	Vincent Griffin	1956-01-01	UHC-47620-31	7414986730	2128 River Rd # 430, Scottsdale, AZ, 85204	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141298	ENR	Terry Z Aguilar	1967-10-18	UHC-05876-64	5812783833	5644 Camelback Rd Apt 37, Tucson, AZ, 85723	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106172	ENR	Ashley Bowman	1978-06-17	UHC-45993-85	5493713290	6982 Mountain View Dr Apt 25, Glendale, AZ, 85371	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-103316	ENR	Eric W Wright	1939-06-11	UHC-72315-78	9046175509	5338 Main St Apt 14, Mesa, AZ, 85239	0.50	Unit split from street City re-cased State name converted to code Email lower-cased+3 more
ENR-121102	ENR	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	1384 Meadow Ln # 293, Scottsdale, AZ, 85293	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-140484	ENR	Mark G Phillips	1983-11-26	UHC-10262-11	9655214060	7082 Camelback Rd Apt 38, Plano, TX, 75032	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-100827	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	6463306441	2079 Meadow Ln Apt 16, Mesa, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116158	ENR	Walter L Mitchell	1982-09-11	UHC-14812-10	8143449306	909 Washington St Apt 8, Dallas, TX, 75274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120326	ENR	Julie D Thomas	1980-10-02	UHC-72071-18	7663789857	1788 Oak St Apt 3, Scottsdale, AZ, 85220	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140438	ENR	Carol A Jordan	—	UHC-04959-09	2436162008	4129 Lincoln Way # 700, Eden Prairie, MN, 55358	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128121	ENR	Cheryl Knight	1961-08-03	UHC-48893-14	2702108459	7882 Lake View Rd Apt 9, San Diego, CA, 92128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132861	ENR	Mray P Olson	1959-05-05	UHC-41659-11	4605878102	853 Forest Ave # 785, Orlando, FL, 32830	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-100557	ENR	Joohn Gardner	1947-11-06	UHC-45824-49	7044809229	6299 Desert Sky Blvd Apt 3, Austin, TX, 78722	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-117607	ENR	Abigail O Walker	1944-08-21	UHC-24452-04	8683317783	9062 Ridge Rd Apt 36, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141676	ENR	Brenda Gilbert	1964-04-10	UHC-88402-76	7834110707	5169 Spring St Apt 6, Nashville, TN, 37209	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109977	ENR	Christina I Perez	1944-11-01	—	9453053626	4757 Ridge Rd Apt 5, Glendale, AZ, 85331	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115846	ENR	Deborah Z Little	1946-06-28	—	3958958773	2259 Jefferson Ave # 907, Charlotte, NC, 28225	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126930	ENR	Kelly Burns	1941-07-07	UHC-13674-77	2583046592	5638 Park Pl Apt 13, Chandler, AZ, 85286	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more

3,345 rows, page 13 of 67Previous Next