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-131260	ENR	Keith Contreras	1964-12-24	UHC-96862-87	9154467784	4030 Palm Dr, Eden Prairie, MN, 55353	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104829	ENR	Mei Y Mendoza	—	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-123233	ENR	Adam Z Ruiz	2002-03-19	UHC-93885-30	5249089026	4394 Apache Blvd, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140159	ENR	Sophia J Patel	2007-09-07	UHC-74674-41	4509419466	6789 Apache Blvd, Denver, CO, 80206	0.64	Name re-cased Member ID reformatted State name converted to code Email lower-cased+2 more
ENR-130718	ENR	Nancy Grant	1979-11-04	UHC-48945-35	2933201428	8918 Ocean Ave, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104252	ENR	Heather B Santiago	1985-12-08	UHC-44859-83	6016645060	2706 Meadow Ln, Miami, FL, 33154	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122161	ENR	Sharon Q Garcia	1967-03-09	UHC-14104-82	2519499610	2941 Bayshore Dr, Columbus, OH, 43287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139454	ENR	Melissa Gonzales	1980-10-17	—	9075525780	6827 Oak St, Tucson, AZ, 85701	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117912	ENR	Andrea Patterson	1943-10-02	UHC-20066-43	4322989936	6818 Hillcrest Rd, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102629	ENR	Jacqueline Jensen	1938-01-19	UHC-53380-09	2775152666	6439 Oak St, Minneapolis, MN, 55465	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135856	ENR	Maria P Bryant	1966-11-22	UHC-26238-20	4338030541	756 Cedar Ln, Scottsdale, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110394	ENR	Joe Gardner	2002-05-07	UHC-79742-33	9053153067	520 Ocean Ave, San Diego, CA, 92120	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104737	ENR	Camila G Bennett	1948-01-16	UHC-13764-67	5517856968	5995 Ridge Rd, Denver, CO, 80242	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113666	ENR	Patrick Hlil	1944-02-18	UHC-12559-16	6039784586	2042 Central Ave, Atlanta, GA, 30355	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104015	ENR	Joan P Johnston	2008-05-11	UHC-22526-84	6824903204	7583 Elm St, Phoenix, AZ, 85002	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117041	ENR	Jeremy I Fernandez	1986-04-21	UHC-50658-84	9418675142	7181 Mesa Dr, Denver, CO, 80202	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138961	ENR	Douglas Banks	1982-01-06	UHC-51125-18	—	1901 Mountain View Dr, Sacramento, CA, 95895	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-104708	ENR	Jacob Brown	1984-09-17	UHC-55032-13	7687702487	2479 Camelback Rd, Dallas, TX, 75297	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141736	ENR	Beverly C Warren	1949-07-15	UHC-50109-81	6807195317	3744 River Rd, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120658	ENR	Michelle King	1974-07-25	UHC-13873-93	—	1773 Indian School Rd, Eden Prairie, MN, 55331	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-110417	ENR	Frances J Davis	1942-04-09	UHC-05286-73	4273631124	1926 Willow Ct, Austin, TX, 78742	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142950	ENR	Elijah Wood	1990-06-06	UHC-36510-96	7923404379	2449 Meadow Ln, Plano, TX, 75045	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129738	ENR	Danny Guerrero	1946-06-03	UHC-09188-37	3973018288	8195 Apache Blvd, Sacramento, CA, 95845	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-106811	ENR	Victoria T Santiago	1952-09-07	UHC-11021-88	3582205834	8172 Canyon Rd, San Antonio, TX, 78272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107161	ENR	Linda J Andrews	1977-03-23	UHC-12390-67	3909752658	822 Sage Ct, Gilbert, AZ, 85200	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-111924	ENR	Bobby W Ortiz	1951-11-28	UHC-28257-23	—	8007 Cedar Ln, Houston, TX, 77037	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140578	ENR	Ethan S Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118910	ENR	Diego Ross	1944-06-23	UHC-73403-26	3308562850	7329 Grand Ave, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108269	ENR	Nathan W Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134998	ENR	Eric Foster	1953-07-26	UHC-04955-08	3585718910	4997 Elm St, Tempe, AZ, 85241	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130860	ENR	Ethan K Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130846	ENR	Bruce T Graham	1938-04-24	UHC-62566-62	7747627572	5761 Elm St, Tampa, FL, 33641	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123180	ENR	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL, 33676	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112357	ENR	Jonathan G Gardner	1959-12-22	UHC-56406-57	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118935	ENR	Barbara J Brooks	2004-04-02	UHC-49696-28	7159973458	2534 Palm Dr, Scottsdale, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136654	ENR	Ahmed P Washington	1959-10-04	UHC-72011-30	3243472179	580 Maple Ave, Minneapolis, MN, 55437	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110354	ENR	Amber O Lucas	1947-09-14	UHC-43598-38	5268217032	5039 Sage Ct, Plano, TX, 75058	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106883	ENR	Brandon E Lane	1986-11-24	UHC-12070-15	—	8331 Maple Ave, Tampa, FL, 33653	0.64	Name re-cased SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-132322	ENR	Scott M Singh	2006-10-16	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-106991	ENR	Laura Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131302	ENR	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109614	ENR	Andy O Grant	1990-01-28	UHC-42515-76	4023618029	3319 Camelback Rd, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100653	ENR	Roobert Q Welch	1985-02-09	UHC-71028-83	4636892094	5032 Park Pl, Tempe, AZ, 85214	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110146	ENR	Gloria P Gomez	1941-11-24	UHC-96827-74	—	8179 Washington St, San Diego, CA, 92118	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136387	ENR	Melissa V Simmons	1993-10-05	UHC-31521-24	3114715238	3474 Sage Ct Apt 23, Atlanta, GA, 30381	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108621	ENR	Lawrence C McCoy	1942-02-13	UHC-01591-86	—	5429 Highland Ave, San Diego, CA, 92165	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131110	ENR	Grace Fox	1954-12-21	UHC-47709-74	2858574540	6789 River Rd, Mesa, AZ, 85287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133695	ENR	George P Walker	1972-09-24	UHC-24290-02	5023135191	6940 Valley View Dr, Scottsdale, AZ, 85207	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119571	ENR	Ryan M Daniels	1949-03-16	UHC-67026-83	—	2759 Bayshore Dr, Glendale, AZ, 85331	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109098	ENR	Jaen P Hudson	1964-09-02	UHC-23947-41	7814822206	2624 Elm St, Eden Prairie, MN, 55365	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

8,934 rows, page 58 of 179Previous Next