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

All sources, 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
TPA-57277	TPA	Stephanie Lane	1941-06-10	—	—	7072 Baseline Rd, Atlanta, GA, 30315	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59011	TPA	Fatima Scott	1942-06-24	—	5987958688	7415 Lake View Rd, Plano, TX, 75091	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131864	ENR	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109249	ENR	Danielle N Pierce	1956-11-16	UHC-91432-68	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.64	Phone reformatted SSN last four extracted ZIP+4 trimmed Email lower-cased+2 more
ENR-102863	ENR	Marilyn B Rojas	1965-11-15	UHC-06321-35	8134084128	7257 Lake View Rd, Scottsdale, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407714	CLM	Amy O Elliott	1950-07-18	—	4656105196	7041 Elm St, Phoenix, AZ, 85070	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130394	ENR	Sean S James	1978-05-06	UHC-94412-75	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140356	ENR	Carolyn F Berry	2001-09-19	UHC-52201-71	6084389489	3056 Broadway, Tampa, FL, 33636	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
TPA-55196	TPA	Zachary Simpson	1964-12-08	—	—	5711 Church St, Miami, FL, 33183	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-135600	ENR	Marilyn R Sullivan	1952-05-20	UHC-59465-80	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-415636	CLM	Dylan Hudson	2005-07-01	UHC-06408-75	—	3085 Camelback Rd, Fresno, CA, 93777	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56075	TPA	Timothy Gonzalez	1941-09-16	—	—	9092 Willow Ct, Minneapolis, MN, 55494	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415120	CLM	Ana Webb	2001-09-28	—	3183860052	6431 Desert Sky Blvd, Tampa, FL, 33641	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59648	TPA	Sean Y Chen	1972-03-10	—	—	4854 Pine Dr, Las Vegas, NV, 89165	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125641	ENR	Jose Lane	1966-09-03	UHC-35015-77	7348032949	7622 Spring St, Sacramento, CA, 95800	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101308	ENR	Beverly X Dominguez	1963-06-01	UHC-31657-36	9233500104	2507 Cedar Ln, San Diego, CA, 92172	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
TPA-60587	TPA	Laura Q Jordan	1961-07-06	UHC-59863-10	—	7326 Elm St, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403548	CLM	Kelly Shaw	1994-12-10	UHC-70062-36	—	7662 Lake View Rd, Chandler, AZ, 85265	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404598	CLM	Brian McCoy	1948-03-27	UHC-41653-53	—	5981 Hillcrest Rd, Seattle, WA, 98102	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-409303	CLM	Isabella Carr	1944-10-15	UHC-90357-27	9414001802	9474 Church St, Scottsdale, AZ, 85289	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422803	CLM	Sims Sharon	1954-10-15	UHC-25011-43	—	6678 Canyon Rd, Atlanta, GA, 30349	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22689	PRV	Sophia Patterson	1968-12-23	—	2327194960	6635 Church St, Jacksonville, FL, 32284	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401509	CLM	Mary Murray	1979-11-05	—	—	4644 Indian School Rd, Atlanta, GA, 30358	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131211	ENR	Bryan I Fowler	1948-06-15	UHC-45894-30	3066782087	8770 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-423989	CLM	Randy Park	1976-06-27	—	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29408	PRV	Angela Riley	1991-01-03	UHC-71344-92	5287036211	1064 Main St, Houston, TX, 77099	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58022	TPA	Ronald Hoffman	1979-03-11	—	8652159800	4022 Park Pl, Austin, TX, 78792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431201	CLM	Bradley Jnes	1962-03-17	UHC-59050-84	—	6499 Bayshore Dr, Houston, TX, 77064	0.64	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-127174	ENR	Nathan Murray	1947-07-27	UHC-10822-60	—	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420837	CLM	Karen Martin	1984-04-01	UHC-08306-99	2415029347	3754 Main St, Miami, FL, 33149	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52134	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137301	ENR	Hannaah Taylor	1956-09-14	UHC-49582-39	4748538894	6227 Palm Dr, Sacramento, CA, 95872	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425021	CLM	Maria Henry	1981-02-04	—	—	4187 Central Ave, Plano, TX, 75053	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107247	ENR	Brenda O Ford	1973-10-01	UHC-27693-78	2043879970	7624 Camelback Rd, San Diego, CA, 92169	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138101	ENR	Sara I Mendoza	2008-09-04	UHC-25103-57	7414802615	8016 Camelback Rd, Gilbert, AZ, 85257	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125270	ENR	Bradley H Arnold	1982-06-07	UHC-81020-33	5115323711	112 Ocean Ave, Eden Prairie, MN, 55316	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55929	TPA	Noah Moreno	1950-01-19	—	6237746058	2347 Bayshore Dr, Charlotte, NC, 28283	0.64	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised+2 more
ENR-103645	ENR	Maria H Clark	1994-08-10	UHC-79357-13	4867624492	6838 Central Ave, Tempe, AZ, 85268	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-426083	CLM	Douglas R Woods	1940-01-07	UHC-42719-19	3723233546	2430 Elm St, Columbus, OH, 43293	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-119932	ENR	Samuel F Baker	1985-10-08	UHC-92641-95	8027236891	2871 Ocean Ave, Fresno, CA, 93758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57439	TPA	Ralph Vega	1993-05-04	—	—	627 Ridge Rd, Phoenix, AZ, 85094	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422177	CLM	Austin Tucker	1954-08-12	—	—	2721 Camelback Rd, Nashville, TN, 37206	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116954	ENR	Wei R Torres	1979-05-09	UHC-56088-15	6752806109	983 Desert Sky Blvd, Miami, FL, 33180	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-24729	PRV	Albert Johnston	1961-03-13	UHC-99093-54	9212037775	6902 Indian School Rd, Chandler, AZ, 85283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409329	CLM	Charlotte Nunez	1991-06-08	—	6996997536	3202 Meadow Ln, Phoenix, AZ, 85016	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406333	CLM	Betty A Richards	1964-11-14	UHC-44493-32	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417026	CLM	Gerald Hamilton	1986-10-02	—	—	6006 Spring St, San Antonio, TX, 78237	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60077	TPA	Barbara Collins	2004-05-17	UHC-85662-20	—	647 Market St, Minneapolis, MN, 55468	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106441	ENR	Jerry F Hawkins	1982-08-16	UHC-79567-63	9046466195	2004 Sunset Blvd, Dallas, TX, 75280	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114209	ENR	Justin Estrada	1999-10-01	UHC-08400-52	4545374322	6120 Maple Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

8,263 rows, page 94 of 166Previous Next