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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127467	ENR	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128912	ENR	Terry N Lawson	1974-04-04	UHC-03302-69	4487968474	3688 Hillcrest Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102075	ENR	Nancy E Harper	1959-06-26	—	5077890554	7991 Apache Blvd, Scottsdale, AZ, 85223	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-113251	ENR	Willie G Espinoza	—	UHC-99098-64	3943371897	6665 Harbor Blvd, Chandler, AZ, 85275	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-109964	ENR	Debra Burke	1991-04-23	UHC-64755-30	8818232393	3712 Bayshore Dr, Tampa, FL, 33619	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-118555	ENR	Betty K Larson	1944-06-06	UHC-50271-71	6958636190	304 Baseline Rd, Orlando, FL, 32814	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100045	ENR	Ruth J Price	1978-12-03	UHC-48375-18	—	5458 Canyon Rd, Seattle, WA, 98144	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-105416	ENR	Betty Padilla	1979-09-12	UHC-00259-16	—	7491 Canyon Rd, Tampa, FL, 33609	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-124854	ENR	Ethan T Mitchell	1954-08-17	UHC-64818-21	2938524806	4533 Valley View Dr, Atlanta, GA, 30372	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127103	ENR	Benjamin B Weaver	1996-08-10	UHC-20232-99	—	3047 Willow Ct, Columbus, OH, 43204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-138746	ENR	Mei Robertson	1987-02-22	UHC-47647-46	7328625172	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102158	ENR	Philip T Hall	1945-11-02	UHC-71742-64	2372809330	3728 Hillcrest Rd, San Diego, CA, 92177	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137589	ENR	Kevin Howard	1967-09-16	UHC-68679-39	4834384719	5866 Sunset Blvd, Chandler, AZ, 85212	0.48	Name re-cased Date of birth reformatted Phone reformatted 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-117107	ENR	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-131811	ENR	Luis G Perry	1946-06-14	UHC-22698-52	—	8902 Park Pl, Tucson, AZ, 85755	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133959	ENR	Jennier K Graham	1962-09-18	UHC-93558-25	8744961988	8552 Highland Ave, Houston, TX, 77064	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136504	ENR	Ruh C Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113152	ENR	Tler Sullivan	1992-07-06	UHC-70041-90	9603215648	1500 Meadow Ln, Miami, FL, 33115	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117997	ENR	Elizabeth N Contreras	1965-06-13	UHC-92452-26	7145030138	5143 Elm St, Nashville, TN, 37247	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-102993	ENR	Jesse C Peters	1982-04-06	UHC-85390-38	5203892262	6712 Ridge Rd, Glendale, AZ, 85361	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-117697	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-117698	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-124505	ENR	John T Ramos	1994-07-07	UHC-05969-13	2086278814	3869 Baseline Rd, Fresno, CA, 93712	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116910	ENR	Judy Y Ward	1976-07-26	UHC-72375-15	9225331442	398 Main St, Atlanta, GA, 30320	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140462	ENR	Martha Z Ruiz	1948-04-01	UHC-79278-09	4729198527	5670 Main St, Eden Prairie, MN, 55372	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-134655	ENR	Dennis N Patterson	1969-03-28	UHC-31263-30	9535198192	3295 Market St, Eden Prairie, MN, 55374	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106083	ENR	Bruce Matthews	1948-10-15	UHC-70940-82	3564878906	9500 Church St, Eden Prairie, MN, 55362	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125746	ENR	Bradley Brery	1994-07-25	UHC-89119-30	9077518680	302 Canyon Rd, Tempe, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100233	ENR	Marcus Schmidt	2006-12-12	UHC-74913-88	6997328017	1781 Apache Blvd, Dallas, TX, 75246	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-124309	ENR	Joshua Warren	1949-05-13	UHC-33579-29	—	497 Baseline Rd, Orlando, FL, 32831	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-116180	ENR	Gregory U Campbell	1992-07-05	UHC-86806-04	9623334720	1084 Lake View Rd, Los Angeles, CA, 90033	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+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-140800	ENR	Aleexander C Reed	2007-01-17	UHC-71496-81	6415556224	3769 Meadow Ln, Columbus, OH, 43221	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-110922	ENR	Shirley Butler	1993-09-06	UHC-47514-26	—	218 Canyon Rd, Phoenix, AZ, 85006	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+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-134669	ENR	Stephen K Garza	1982-04-22	UHC-48291-25	9456965287	1800 Central Ave, Minneapolis, MN, 55417	0.50	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+3 more
ENR-112374	ENR	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct, Tucson, AZ, 85722	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101628	ENR	Kimberly Harris	1959-04-24	UHC-10041-73	8328681033	4215 Cedar Ln, Columbus, OH, 43229	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101629	ENR	Kimberly Harris	1959-04-24	UHC-10041-73	8328681033	4215 Cedar Ln, Columbus, OH, 43229	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134293	ENR	Helen G Simmons	1950-06-12	UHC-26724-97	—	8767 Grand Ave, Charlotte, NC, 28297	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-134525	ENR	Nicole U Lopez	1973-08-28	UHC-36882-50	4587507035	4900 Mountain View Dr, Eden Prairie, MN, 55366	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-132757	ENR	Debra N Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135818	ENR	Sara L Frreeman	1986-06-22	UHC-04806-77	8309973647	2306 Cedar Ln, Dallas, TX, 75256	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-111331	ENR	Steven Holmes	1938-02-13	UHC-19554-84	—	6670 Washington St, Tempe, AZ, 85245	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-100961	ENR	Mark G Hicks	1942-08-10	UHC-78075-81	7555104467	9003 Grand Ave, Nashville, TN, 37240	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-137547	ENR	David P Simmons	1980-07-07	UHC-57111-04	3589680219	741 Lincoln Way, Sacramento, CA, 95884	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

3,951 rows, page 13 of 80Previous Next