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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24810	PRV	Hannah Valdez	1981-05-11	—	7794830431	5846 Canyon Rd, Nashville, TN, 37202	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29024	PRV	Ronald Silva	1946-07-18	—	8405450144	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29025	PRV	Ronald Silva	1946-07-18	—	8405450144	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29012	PRV	Catherine L Marshall	1999-12-18	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-24540	PRV	Kathryn N Stephens	1977-02-28	—	—	9830 Sage Ct, Seattle, WA, 98147	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25809	PRV	Charles Alvarez	1994-01-24	—	5325968481	4176 Meadow Ln, Tempe, AZ, 85264	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21117	PRV	Lucia Adams	1959-08-01	UHC-55025-65	—	9384 Broadway, Fresno, CA, 93769	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-23296	PRV	Angela King	1988-12-23	UHC-91366-31	5689376706	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23745	PRV	Billy X Herrera	1962-09-18	—	8506769542	4332 Grand Ave, San Diego, CA, 92140	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25053	PRV	Lawrence Greene	1987-01-10	—	2909195527	2538 Sage Ct, Austin, TX, 78736	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24206	PRV	Rebecca Lewis	1967-03-26	—	8059327399	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27112	PRV	Sarah Reed	1945-11-23	UHC-93227-26	4773336920	5662 Oak St, Los Angeles, CA, 90052	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28233	PRV	Janice L Hamilton	1977-02-23	—	3966720156	6541 Cedar Ln, Las Vegas, NV, 89137	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28742	PRV	Alan Olson	1953-01-19	UHC-34288-51	—	9036 Ridge Rd, San Antonio, TX, 78201	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24083	PRV	Sophia Hart	1944-01-04	UHC-60761-45	6904705630	4177 Grand Ave, Las Vegas, NV, 89109	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27321	PRV	Willie Rivera	1997-04-28	UHC-34561-90	6753114765	3895 Meadow Ln, Los Angeles, CA, 90067	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27814	PRV	Paul Marshall	1962-10-12	—	5663160388	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22960	PRV	Teresa Yang	1939-07-03	UHC-95957-35	5948036884	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28310	PRV	Michelle Harrison	2000-04-28	—	—	2767 Indian School Rd, Jacksonville, FL, 32204	0.94	Name re-cased State code upper-cased Placeholder values cleared
PRV-21931	PRV	Maria Y Dean	1956-04-23	UHC-74698-76	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-24322	PRV	Sandra Y Obrien	1985-10-07	UHC-52659-90	—	7731 Spring St, Atlanta, GA, 30320	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29515	PRV	Cheryl Carr	1981-12-11	—	6254293747	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27696	PRV	James N Bishop	1953-11-23	UHC-85304-86	8999219614	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20059	PRV	Laura Wood	2002-09-06	—	7196073533	2088 Union St, Seattle, WA, 98145	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-25970	PRV	Diane Hughes	2002-11-27	UHC-73105-62	5644713161	5255 River Rd, Seattle, WA, 98134	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21234	PRV	Raymond H Hanson	1990-05-20	UHC-40217-49	—	3321 Grand Ave, Atlanta, GA, 30388	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-20367	PRV	Emma Vasquez	1986-08-05	UHC-95934-32	9193075499	1098 Market St, Dallas, TX, 75249	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29150	PRV	Stephen Butler	2000-08-09	—	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27778	PRV	Diana Conntreras	1973-04-08	—	5289202590	9178 Lake View Rd, Miami, FL, 33199	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22124	PRV	Wallace Ahmed	1970-07-11	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26867	PRV	Sean S James	1978-05-06	—	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26866	PRV	Sean S James	1978-05-06	—	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23653	PRV	Shirley Coleman	1954-03-14	—	—	6553 Lake View Rd, Austin, TX, 78755	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25167	PRV	Seen Carpenter	1954-10-05	UHC-27165-58	3493704324	4917 Lake View Rd, Seattle, WA, 98103	0.94	Name re-cased Phone reformatted Member ID reformatted
PRV-20113	PRV	Aaron U Harper	2008-11-02	UHC-06862-81	2896341496	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-22305	PRV	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-25487	PRV	Ruth Bell	1991-06-20	—	6492200725	5894 Central Ave, Scottsdale, AZ, 85240	0.94	Name re-cased City re-cased Placeholder values cleared
PRV-26558	PRV	Jonathan B Alvarado	1956-01-03	—	6736043356	2769 Desert Sky Blvd, San Diego, CA, 92185	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26169	PRV	Sarah Morris	1994-05-08	—	4496500273	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23084	PRV	Sofiia Wabb	1956-09-14	UHC-71462-42	—	3993 Highland Ave, Orlando, FL, 32802	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23781	PRV	Deborah O Gordon	1941-05-26	—	3398306272	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-20266	PRV	Jeffrey Carr	1983-06-15	—	—	9717 Jefferson Ave, Dallas, TX, 75267	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
PRV-26265	PRV	Sean J Le	1995-05-23	UHC-51623-66	9585624543	465 Willow Ct, Austin, TX, 78743	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21885	PRV	Heather Estrada	1964-12-10	—	9808767200	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23273	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27755	PRV	Frank Fernandez	1987-09-07	—	4216293411	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29111	PRV	Chris Meyer	1997-06-28	—	5812426596	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-24593	PRV	Samantha N Harris	1987-07-06	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29103	PRV	Betty S Woods	1992-04-01	—	9419857185	3963 Lincoln Way, Gilbert, AZ, 85214	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20743	PRV	Jason Garza	2003-03-24	—	9378799145	—	0.94	Name re-cased Phone reformatted Placeholder values cleared

3,816 rows, page 73 of 77Previous Next