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

Provider network, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23549	PRV	Isabella Black	1988-09-02	—	8686574633	521 Spring St, San Diego, CA, 92104	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-20290	PRV	Christian I Williamson	1974-08-05	—	—	3455 Oak St, Chandler, AZ, 85285	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21096	PRV	Dot Clark	1989-03-13	—	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-20025	PRV	Mari Ortiz	1999-11-28	UHC-72125-46	2369092219	5555 Harbor Blvd, Jacksonville, FL, 32241	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-29095	PRV	Jean X McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21574	PRV	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr, Gilbert, AZ, 85229	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25398	PRV	Terry A Medina	—	—	5184330047	9633 Sage Ct, Eden Prairie, MN, 55316	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22169	PRV	Rachel Watson	—	UHC-77213-11	3512869184	1928 Camelback Rd, San Diego, CA, 92132	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24302	PRV	Frank Walker	1952-01-25	—	7333134220	9876 Spring St, Mesa, AZ, 85228	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-20019	PRV	Laura Hamilton	1957-01-17	UHC-53829-66	—	7386 River Rd, Las Vegas, NV, 89191	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-26245	PRV	Amy Bennett	1970-10-21	—	—	8477 Pine Dr, San Antonio, TX, 78201	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21369	PRV	Joshua Brown	1993-10-09	—	—	509 Sunset Blvd, Tucson, AZ, 85751	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21213	PRV	Alexander Morrison	1945-12-23	—	7628921689	7056 Cedar Ln, Chandler, AZ, 85200	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-29112	PRV	Brian Montgomery	1997-04-14	UHC-99370-99	2522811562	1387 Hillcrest Rd, Miami, FL, 33116	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-23509	PRV	Ben Shaw	1993-05-24	UHC-42535-60	—	2003 Central Ave, Jacksonville, FL, 32216	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-29592	PRV	Ryan George	2005-10-22	—	—	7634 Hillcrest Rd, Columbus, OH, 43289	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
PRV-27406	PRV	Mary Smith	1945-07-09	—	—	1344 Apache Blvd, Austin, TX, 78704	0.80	Date of birth reformatted Phone missing area code City re-cased Placeholder values cleared
PRV-26590	PRV	Hernandez William	2001-09-12	UHC-46931-84	—	7899 Cedar Ln, Dallas, TX, 75231	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-29471	PRV	Jacob K Rojas	1988-12-24	—	7539003351	4083 Elm St, Plano, TX, 75028	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-25857	PRV	Joshua Walker	1948-12-24	—	7144119642	1765 Lincoln Way, Orlando, FL, 32806	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27345	PRV	Maria P Henry	1981-02-04	UHC-39990-48	—	4187 Central Ave, Plano, TX, 75053	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
PRV-26076	PRV	Janet Mendoza	1998-11-26	—	—	5780 Mountain View Dr, San Diego, CA, 92101	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
PRV-25794	PRV	Victoria Howard	1961-09-20	UHC-87606-64	5888107099	9758 Oak St, San Diego, CA, 92142	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-24500	PRV	Betty Brooks	2002-03-14	—	—	8012 Baseline Rd, Denver, CO	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
PRV-24603	PRV	Jesse Torres	—	UHC-40675-77	2104466260	6930 Lincoln Way, Atlanta, GA, 30377	0.80	Date of birth missing Phone reformatted City re-cased Placeholder values cleared
PRV-27091	PRV	Marcus Thomas	1959-04-28	UHC-45703-19	7384551260	3707 Ocean Ave, Houston, TX, 77043	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-20344	PRV	Thomas V West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 15, Dallas, TX, 75211	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
PRV-25599	PRV	Carlos Young	1985-03-14	UHC-22068-37	7564710943	8579 Spring St, Tampa, FL, 33678	0.80	Name split from “Last, First”Member ID reformatted City re-cased Placeholder values cleared
PRV-25201	PRV	Jacob Fields	1996-01-20	—	—	4079 Pine Dr, Eden Prairie, MN, 55338	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-20688	PRV	Pamela Vazquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-27942	PRV	Aisha Cunningham	1996-12-02	UHC-04872-68	—	764 Valley View Dr, Tampa, FL, 33683	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
PRV-21336	PRV	Debra Merquez	1996-03-18	UHC-56584-90	5879686316	6543 Lincoln Way, Mesa, AZ, 85274	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-21337	PRV	Debra Merquez	1996-03-18	UHC-56584-90	5879686316	6543 Lincoln Way, Mesa, AZ, 85274	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-27400	PRV	Steve Coleman	1943-09-27	UHC-69122-85	8993892300	4640 Ocean Ave, Mesa, AZ, 85230	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-20194	PRV	Debra M Ortiz	1977-11-15	—	2466732668	2295 Highland Ave, San Antonio, TX, 78205	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-21849	PRV	Mason Wagner	1962-08-16	—	9143182055	1593 Church St, San Antonio, TX, 78215	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-23248	PRV	Betty Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-23345	PRV	Amanda Allen	1954-10-20	UHC-89738-84	4779035426	4736 Lake View Rd, San Diego, CA, 92196	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-23404	PRV	Zachary Simpson	1964-12-08	—	7648769980	5711 Church St, Miami, FL, 33183	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-21542	PRV	Albert Li	1973-10-24	—	9639072435	1364 Park Pl, Charlotte, NC, 28264	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-27905	PRV	Andrea Harper	1989-01-06	UHC-76420-19	—	8990 Spring St, Fresno, CA, 93771	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-23055	PRV	Tyler Russell	1958-12-09	UHC-38785-33	—	596 Hillcrest Rd, Orlando, FL, 32866	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-26682	PRV	Mateo Mason	1979-12-10	—	6164781290	8867 Forest Ave, Miami, FL, 33154	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-25625	PRV	Kevin Wheeler	1946-04-21	UHC-17930-18	8429192611	6231 Broadway, Plano, TX, 75022	0.80	Two-digit birth year Address re-cased City re-cased Placeholder values cleared
PRV-20018	PRV	Wayne Hamilton	1947-06-25	—	6065891337	4635 Forest Ave, Tucson, AZ, 85703	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-27648	PRV	Gracce Wong	1975-10-21	—	—	6636 Market St, Sacramento, CA, 95806	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-27954	PRV	Janet Fernanndez	1989-04-14	—	—	8060 Ridge Rd, San Diego, CA, 92189	0.80	Name split from “Last, First”City re-cased Email lower-cased Placeholder values cleared
PRV-25683	PRV	Austin Murray	1944-07-18	—	—	6579 Washington St, Austin, TX, 78760	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-25247	PRV	George Perez	1969-01-24	UHC-59062-50	9469226873	8873 Indian School Rd, Las Vegas, NV, 89190	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-21343	PRV	Sofia Lane	1964-08-03	—	—	5091 Sage Ct, Scottsdale, AZ, 85283	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared

1,737 rows, page 28 of 35Previous Next