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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29132	PRV	Roger Rice	1952-04-07	—	7835099873	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-28655	PRV	Julia Luna	1971-02-15	—	4034715948	8584 Main St, Tampa, FL, 33678	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-21480	PRV	Diane Knight	1942-11-18	UHC-54183-65	2424683030	2976 Market St, Tucson, AZ, 85760	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-25527	PRV	Bradley U Weaver	1982-07-14	UHC-09294-02	4022615401	7945 Grand Ave, Atlanta, GA, 30318	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
PRV-20079	PRV	Arthur Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-20186	PRV	Emily Lewis	1993-11-02	UHC-88929-09	4795943555	8519 Willow Ct, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-23487	PRV	Ralph Cox	2006-05-21	UHC-01981-81	9835644071	7355 Cedar Ln, Phoenix, AZ, 85038	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-20411	PRV	Joan Nunez	2001-10-23	—	6507798099	6137 Mountain View Dr, Las Vegas, NV, 89168	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-25006	PRV	Kayla Ellis	1953-06-22	—	6007909574	3107 Union St, Atlanta, GA, 30353	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-28599	PRV	Raymond Richards	1962-10-21	UHC-30938-76	5183840984	4610 Union St, Charlotte, NC, 28270	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
PRV-28319	PRV	Michael Nunez	1991-12-07	UHC-34718-24	3704988608	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-25074	PRV	Ashley Fields	1986-05-25	UHC-74750-45	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-22811	PRV	Brian Reid	1972-04-13	—	2792120513	7920 Valley View Dr, Orlando, FL, 32843	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
PRV-24006	PRV	Sean Andrews	1961-10-20	UHC-41599-44	5742116430	6743 Highland Ave, Denver, CO, 80239	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-26452	PRV	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24888	PRV	Catherine Robinson	1952-06-07	—	5067668750	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-21573	PRV	Walter X Espinoza	1976-05-06	—	5095932183	9590 Bayshore Dr, Gilbert, AZ, 85229	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-29100	PRV	Lawrence Berry	1995-06-24	—	4672041352	4585 Canyon Rd, Miami, FL, 33162	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24131	PRV	Dorothy Boyd	1945-09-27	—	9676789974	7813 Lincoln Way, Sacramento, CA, 95894	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-24791	PRV	Omar Williamson	1954-08-11	—	3753342692	3803 Willow Ct, Scottsdale, AZ, 85267	0.76	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+2 more
PRV-21131	PRV	Sharon Vasquez	1943-08-14	UHC-15996-02	8429882868	2682 Broadway, Phoenix, AZ, 85078	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24786	PRV	Melissa Henderson	1956-08-04	UHC-06487-05	4466595844	3872 Highland Ave, Los Angeles, CA, 90021	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25494	PRV	Miller S Santiago	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
PRV-21421	PRV	Linda Murray	1958-10-15	UHC-87160-20	4236600658	9085 Washington St, Mesa, AZ, 85250	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-26818	PRV	Karen Y Warren	1996-05-10	UHC-86315-08	8798498790	4669 Church St, Houston, TX, 77071	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
PRV-23205	PRV	Wei H Gardner	1966-07-12	—	5825679306	7036 Central Ave, San Diego, CA, 92132	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-23728	PRV	Logan Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-20432	PRV	Daniel Stephens	1991-01-12	UHC-83301-02	9824255742	3320 Sunset Blvd, Denver, CO, 80259	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-21635	PRV	Jack Ortiz	1957-12-15	UHC-23081-51	9454820627	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-26061	PRV	Catherine Contreras	1972-02-12	UHC-37529-48	3605769314	8879 Grand Ave, Dallas, TX, 75291	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
PRV-23123	PRV	Mark T Harvey	1969-12-23	UHC-89999-98	—	7633 Bayshore Dr, Los Angeles, CA, 90094	0.76	Name re-cased Member ID reformatted City re-cased Gender normalised+2 more
PRV-26509	PRV	Jason Barnes	1942-02-25	UHC-10046-01	3638638695	8995 Indian School Rd, Fresno, CA, 93781	0.76	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
PRV-23426	PRV	Henry H Chapman	2003-09-18	UHC-23775-12	3826187785	1764 Canyon Rd, Glendale, AZ, 85371	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24052	PRV	Ray Gilbert	1995-07-08	UHC-47520-61	4154560807	6778 Sage Ct, Plano, TX, 75054	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-26449	PRV	Eric Walsh	1948-09-23	UHC-81765-07	4749535319	2093 Indian School Rd, Tucson, AZ, 85756	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-23486	PRV	Daniel Palmer	1976-01-03	—	7207690680	5385 Broadway, Eden Prairie, MN, 55313	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-24365	PRV	Logan Lawson	1941-11-21	UHC-25158-41	6088774393	3174 Lincoln Way, Jacksonville, FL, 32204	0.76	Phone reformatted Member ID reformatted City re-cased Gender normalised+2 more
PRV-27651	PRV	Ethan Sancehz	1971-12-04	—	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Phone reformatted State code upper-cased Email lower-cased Gender normalised+2 more
PRV-25949	PRV	Madison Henderson	1985-12-16	UHC-63607-78	5004203551	2197 Highland Ave, San Diego, CA, 92140	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-22792	PRV	Priya West	1999-03-13	UHC-77568-76	2489756166	1090 Broadway, Eden Prairie, MN, 55382	0.76	Name re-cased Phone reformatted Address re-cased Gender normalised+2 more
PRV-25588	PRV	Brian Warren	1987-04-15	—	6757865821	3951 Central Ave, Chandler, AZ, 85206	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24039	PRV	Bruce Banks	1983-06-21	—	3515860335	5040 Harbor Blvd, Atlanta, GA, 30334	0.76	Phone reformatted City re-cased Email lower-cased Gender normalised+2 more
PRV-22518	PRV	Larry Spencer	1961-04-01	UHC-08518-76	—	3145 Sunset Blvd, Austin, TX, 78795	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
PRV-28234	PRV	Cheryl Richards	1997-05-27	UHC-37478-59	4355715397	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22024	PRV	Steve Meyer	1999-09-17	—	7189393961	226 Indian School Rd, Tucson, AZ, 85773	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27593	PRV	Jesse Fields	1949-08-24	—	3619781581	2531 Mountain View Dr, Denver, CO, 80255	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-21063	PRV	Cheryl Colilns	1973-08-10	—	9049643456	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20986	PRV	Camila Olson	1938-06-17	—	7345417864	5990 Camelback Rd, Denver, CO, 80272	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-21053	PRV	Mei A Griffin	1958-01-25	—	—	7654 Mesa Dr, Sacramento, CA, 95860	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-22784	PRV	Elizabeth F Greene	1950-01-08	—	2412458741	4344 Central Ave, Atlanta, GA, 30336	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more

1,602 rows, page 25 of 33Previous Next