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

Claims, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403203	CLM	Anthony Knight	1973-06-22	—	4469839018	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-418509	CLM	Steven R Bowman	1941-09-01	UHC-95679-56	—	8216 Cedar Ln, Orlando, FL, 32899	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-431114	CLM	David V Armstrong	2003-07-06	UHC-36225-03	—	6241 Hillcrest Rd # 245, Glendale, AZ, 85369	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-412048	CLM	Larry Lawson	1976-03-23	—	—	4261 Apache Blvd, Phoenix, AZ, 85063	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-410880	CLM	Abigail Gray	1998-07-12	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421925	CLM	Brenda Henry	1982-05-17	UHC-49567-69	—	62 Ridge Rd, Los Angeles, CA, 90069	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
CLM-410737	CLM	Carol Banks	1999-02-17	UHC-53162-58	6282900092	7354 Mesa Dr, Scottsdale, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-401108	CLM	Kathryn Holmes	1939-02-10	UHC-21580-23	—	1223 Canyon Rd, Austin, TX, 78717	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
CLM-409232	CLM	Olivia Ramos	1998-07-18	UHC-74736-34	—	6004 Harbor Blvd, Los Angeles, CA, 90046	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-430057	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd, Gilbert, AZ	0.68	Name re-cased Two-digit birth year ZIP missing Placeholder values cleared
CLM-413315	CLM	Paul Garza	1996-02-09	UHC-07864-19	—	—	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-401208	CLM	Ana Knigth	1991-03-25	—	—	3627 Lincoln Way # 531, Gilbert, AZ, 85236	0.68	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed
CLM-422403	CLM	Abigail L Soto	1953-03-27	UHC-46807-97	—	3268 Lake View Rd, Mesa, AZ, 85252	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430014	CLM	Diane E Ruiz	1948-05-15	UHC-80079-74	—	6629 Spring St, Seattle, WA, 98155	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-407377	CLM	Joe Harvey	1956-09-20	—	—	6432 Hillcrest Rd, Atlanta, GA, 30357	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-429411	CLM	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL	0.68	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed
CLM-406855	CLM	Nancy Spencer	2008-09-06	UHC-62462-17	6803761098	6931 Ocean Ave, Charlotte, NC, 28255	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409016	CLM	Michelle Kennedy	1967-01-05	—	—	4335 Sunset Blvd, Miami, FL, 33141	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-424644	CLM	Vincent Sullivan	1973-06-20	—	—	8234 Jefferson Ave, San Antonio, TX, 78246	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
CLM-400756	CLM	Michelle C Roemro	1977-06-07	—	2656413121	923 Church St, Tampa, FL, 33681	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418898	CLM	Wei Willys	1967-01-27	UHC-15137-52	—	4703 Indian School Rd, Eden Prairie, MN	0.68	Two-digit birth year City re-cased ZIP missing Whitespace trimmed
CLM-416400	CLM	Jeremy O Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-426635	CLM	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA, 90033	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-430588	CLM	Janet Grrant	1991-05-18	UHC-09003-41	—	7089 Willow Ct, Los Angeles, CA, 90080	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408913	CLM	Theresa Morrison	1942-12-17	—	—	9222 Baseline Rd, Las Vegas, NV, 89165	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420192	CLM	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd # 466, Tempe, AZ, 85223	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-413751	CLM	Gregory Mendez	1947-05-15	UHC-93422-08	—	3586 Harbor Blvd, Houston, TX, 77003	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-424865	CLM	Ashley Cox	1973-08-17	UHC-39698-83	—	4384 Spring St, Denver, CO, 80234	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-404441	CLM	Gregory Ward	1981-01-22	UHC-42600-61	—	886 Bayshore Dr, Miami, FL, 33159	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-414263	CLM	Judith X Gomez	1944-02-18	UHC-71940-96	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422932	CLM	Douglas Kim	1940-07-09	UHC-49616-13	—	5295 Market St, Fresno, CA, 93711	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410618	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-402765	CLM	Lori V Santos	1944-01-14	UHC-54330-79	—	5363 Union St, San Antonio, TX, 78287	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-409442	CLM	Timothy Roberts	2003-12-25	UHC-57913-02	—	5853 Church St, Mesa, AZ, 85238	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-411162	CLM	Becky George	1977-02-07	UHC-12353-35	—	7053 Maple Ave, Eden Prairie, MN, 55377	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-431032	CLM	Lauren Snyder	1956-08-01	—	—	4984 Lincoln Way, Chandler, AZ, 85266	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-409787	CLM	Cheryl Welch	1938-01-06	UHC-07157-28	4148287096	6366 Hillcrest Rd, Miami, FL, 33154	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-424087	CLM	Tyler Silva	1993-01-21	UHC-89750-63	—	3953 Maple Ave, Denver, CO, 80234	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-427593	CLM	Sofia Price	1970-08-23	UHC-91931-96	7288038801	2370 Spring St, Phoenix, AZ, 85001	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-410454	CLM	—Junk	1962-07-15	UHC-95184-37	—	—	0.70	Two-digit birth year Placeholder values cleared No usable name (quarantined)
CLM-417370	CLM	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.70	Two-digit birth year State name converted to code Placeholder values cleared
CLM-414121	CLM	Henry Reynolds	2002-08-03	UHC-89188-18	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-428483	CLM	Keith Graham	1954-04-20	UHC-75505-45	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-421035	CLM	Lori Ruiz	2004-02-12	UHC-96459-94	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-401832	CLM	Ryan Brooks	2008-12-27	—	—	3718 Main St, Fresno, CA, 93773	0.70	Two-digit birth year State name converted to code Placeholder values cleared
CLM-401643	CLM	Donna G Perez	2005-06-03	UHC-15786-23	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
CLM-401644	CLM	Donna G Perez	2005-06-03	UHC-15786-23	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
CLM-428600	CLM	Dvid P Simmons	1980-07-07	UHC-57111-04	3589680219	741 Lincoln Way, Sacramento, CA, 95884	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-425550	CLM	Jean N Martin	1946-02-06	UHC-91488-52	—	6665 Broadway # 825, Gilbert, AZ, 85261	0.70	Two-digit birth year Unit split from street Placeholder values cleared
CLM-424491	CLM	Fatima Stephens	1995-07-04	UHC-06221-64	—	1103 Main St, Sacramento, CA, 95862	0.70	Two-digit birth year Gender normalised Placeholder values cleared

2,168 rows, page 30 of 44Previous Next