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-21914	PRV	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-20143	PRV	Santiago Peters	1999-11-21	UHC-16126-85	—	8248 Willow Ct, San Antonio, TX, 78210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22861	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-22862	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-23543	PRV	Jacob Campbell	1958-03-04	UHC-01919-31	—	9605 Park Pl, Jacksonville, FL, 32246	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23945	PRV	Natalie Bell	2005-03-27	UHC-15700-52	2149450989	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-20546	PRV	Hiroshi Reynolds	1965-06-21	—	3935296025	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-24582	PRV	Jacqueline L Parker	1994-11-17	UHC-11243-95	9465218534	4759 Mesa Dr, Mesa, AZ, 85254	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-27071	PRV	David Weber	1980-04-08	—	—	7188 Jefferson Ave, Denver, CO, 80211	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-21534	PRV	Logan Williams	1942-05-11	—	9233515901	9681 Jefferson Ave, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24657	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	9828990969	1848 Main St, Atlanta, GA, 30307	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
PRV-26459	PRV	Kayla Rice	1997-11-11	—	—	3442 Church St, Gilbert, AZ, 85272	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
PRV-26320	PRV	Keith Schultz	1940-01-23	UHC-59799-84	8369687185	3791 Sunset Blvd, Seattle, WA, 98127	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23361	PRV	Amy Woods	1998-06-08	UHC-57366-89	2328896648	5269 Canyon Rd, Plano, TX, 75013	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27668	PRV	Jason Ross	1952-10-22	—	7594240525	1716 Maple Ave # 669, Gilbert, AZ, 85278	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-20222	PRV	Pena O Janet	1944-10-07	—	—	3537 Valley View Dr, Minneapolis, MN, 55462	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-29570	PRV	Linda Bishop	1942-05-16	UHC-76949-11	4547007895	1478 Maple Ave # 884, Jacksonville, FL	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
PRV-24823	PRV	Ronald Q Brown	1964-02-24	—	—	758 Elm St, Mesa, AZ, 85204	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
PRV-21736	PRV	Michael Wells	1953-10-18	—	6285783924	4425 Mesa Dr, Charlotte, NC, 28254	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26901	PRV	Eric Bowman	1972-09-14	—	—	6475 Pine Dr, Orlando, FL, 32845	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-26981	PRV	Julia Walker	1973-07-13	UHC-38007-53	—	8617 Apache Blvd Apt 36, Plano, TX, 75077	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23749	PRV	Jennifer E Wattson	—	—	8907140389	9725 Harbor Blvd, Tucson, AZ, 85783	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
PRV-21817	PRV	Henry Snyder	1946-09-18	—	3918930872	4659 Church St, Houston, TX, 77029	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29013	PRV	Gary Walsh	1981-08-23	UHC-49344-04	2243017533	3763 Church St, Tampa, FL, 33670	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23202	PRV	Luis Clark	1983-08-07	UHC-84938-13	2014297624	8275 Church St, Columbus, OH, 43264	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
PRV-25232	PRV	Jack E Meyer	1996-06-12	—	8928493974	8203 Mesa Dr, San Diego, CA, 92140	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21563	PRV	Virginia Smith	2001-07-22	—	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-26543	PRV	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-29071	PRV	Janice Marshall	1985-02-22	—	9058664819	5578 Bayshore Dr # 980, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
PRV-25082	PRV	Danielle Q Peterson	1949-01-25	—	—	1519 Jefferson Ave, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-23698	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-20399	PRV	Maria Washngton	1968-08-24	—	6074832921	1478 Bayshore Dr, Sacramento, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24578	PRV	Charlotte Obrien	1944-12-04	—	8398329182	2619 Central Ave, San Diego, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27082	PRV	Jerry Martin	1994-11-16	—	3293310200	9420 Baseline Rd, Houston, TX, 77025	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22281	PRV	Mary M Waver	1981-06-07	—	2983848412	5061 Maple Ave, San Antonio, TX, 78281	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
PRV-25934	PRV	Wei Walker	1976-05-14	UHC-30724-80	7004052828	9780 River Rd, Dallas, TX, 75270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20306	PRV	Gilbert Josseph	1946-07-21	—	—	2818 Bayshore Dr, Tucson, AZ, 85738	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22731	PRV	Anna Thompson	1973-04-05	UHC-22617-58	6345069772	3663 Willow Ct, Sacramento, CA, 95859	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25185	PRV	Mark Larson	—	UHC-26773-88	4224014953	7442 Indian School Rd, Scottsdale, AZ, 85223	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
PRV-25880	PRV	Noeh Hunt	2004-06-14	UHC-24276-37	4369389818	3532 Highland Ave # 266, Seattle, WA, 98117	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21474	PRV	Janice Cox	1955-09-19	UHC-66627-67	4294239462	6590 Elm St, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-28974	PRV	Maria Alexander	1979-05-05	UHC-74312-70	—	7164 Camelback Rd, Houston, TX, 77037	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24828	PRV	Jonathan Weaver	—	—	8689333157	7790 Park Pl, Nashville, TN, 37221	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
PRV-20701	PRV	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-26879	PRV	Evans Vincent	2007-02-09	UHC-91535-79	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-28648	PRV	Natalie Weber	1966-08-06	—	—	3991 Hillcrest Rd, Fresno, CA, 93768	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-23627	PRV	Dennis X Silva	1974-02-09	UHC-33614-22	—	5392 Market St, Mesa, AZ, 85238	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-28686	PRV	Stephen Kelley	1976-11-11	—	6827089888	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-20403	PRV	Albert P Clrk	1977-05-15	—	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-29048	PRV	Patricia King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared

3,816 rows, page 26 of 77Previous Next