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-27087	PRV	Kathryn Holmes	1939-03-10	—	2668528374	8055 Desert Sky Blvd, Denver, CO, 80259	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21900	PRV	Judy Hughes	1983-06-14	UHC-26972-28	7409855473	2731 Forest Ave, Gilbert, AZ, 85239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28134	PRV	Kimberly Vega	1977-08-09	UHC-19644-11	9145563153	914 Camelback Rd, Glendale, AZ, 85367	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-27200	PRV	Amy Y Simpson	1940-12-05	—	—	7977 Bayshore Dr, Jacksonville, FL, 32260	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25623	PRV	Arjun Barnes	2000-11-01	—	2032452113	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-27900	PRV	Eugene Crawford	1954-05-05	—	9867989533	6267 Broadway, Scottsdale, AZ, 85277	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25400	PRV	Jean K Singh	1951-03-25	UHC-61363-09	4426005971	6624 Hillcrest Rd # 875, Phoenix, AZ, 85054	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
PRV-29242	PRV	Pat Fisher	2008-04-12	UHC-39580-82	—	799 Church St, Dallas, TX, 75206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20862	PRV	Ethan Vazquez	1990-01-23	UHC-36033-31	—	1776 Lake View Rd, Orlando, FL, 32853	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-24203	PRV	Henry Jeknins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
PRV-20679	PRV	Bruce Fisher	1991-10-14	UHC-07467-66	9866068988	1939 Pine Dr, Charlotte, NC, 28268	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-24488	PRV	Robert Knight	1974-11-08	UHC-63802-23	7698021759	7235 Spring St, Minneapolis, MN, 55483	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-25138	PRV	Anna Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24675	PRV	Roger Moreno	1987-02-24	—	8087692396	8883 Meadow Ln, Sacramento, CA, 95863	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27506	PRV	Carolyn Howard	1951-05-02	UHC-95418-97	9065647459	3359 Meadow Ln, Nashville, TN, 37262	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22462	PRV	Janet Holems	2001-05-05	—	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21847	PRV	Sara Carter	1945-03-08	—	—	4145 Lake View Rd, Phoenix, AZ, 85097	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27246	PRV	Charles P Griffin	2003-10-08	UHC-79368-12	3085847986	6431 Oak St, Eden Prairie, MN, 55384	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-24797	PRV	Brittany Ferguson	1990-09-21	UHC-84955-92	—	8269 Baseline Rd, Minneapolis, MN, 55433	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-20153	PRV	Evelyn Rodriguez	1946-12-04	UHC-93535-65	—	44 Palm Dr, Austin, TX, 78767	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25810	PRV	Anna Fowler	2001-05-23	UHC-90627-10	—	4001 Harbor Blvd, Nashville, TN, 37245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25846	PRV	Jesse Pena	1982-07-12	—	—	9522 Oak St, Las Vegas, NV, 89171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26028	PRV	Sean Young	2007-07-27	UHC-50316-40	—	3421 Indian School Rd, Phoenix, AZ, 85060	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23252	PRV	Kayla Olson	1988-07-18	UHC-13448-68	7559313985	1392 Grand Ave, Dallas, TX, 75297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27095	PRV	Grace Armstrong	1986-04-08	UHC-94830-93	5378844765	795 Broadway, San Antonio, TX	0.78	Name re-cased Date of birth reformatted Address re-cased ZIP missing+1 more
PRV-20321	PRV	Sharon Mejia	1995-04-14	UHC-94173-82	3199293736	1111 Camelback Rd, Phoenix, AZ, 85081	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26358	PRV	George X Robinson	1999-01-11	UHC-33174-40	9589138536	4700 Highland Ave, Miami, FL, 33160	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27726	PRV	Wei James	1987-05-16	UHC-53568-22	8928080751	7550 Sage Ct, Orlando, FL, 32822	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-22437	PRV	Aaron Chapman	1980-11-08	UHC-51747-57	8196567354	8489 Sunset Blvd, Orlando, FL, 32869	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29473	PRV	Sophhia Burns	1965-11-15	—	—	9399 Baseline Rd, Tempe, AZ, 85280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25827	PRV	Nicole Woods	1980-02-02	UHC-75934-69	8952114696	6428 Mesa Dr, Chandler, AZ, 85222	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
PRV-21917	PRV	Alan Montgomery	1979-04-12	—	—	8755 Jefferson Ave, Columbus, OH, 43287	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-27441	PRV	Roger Myers	2003-10-14	—	—	4575 Cedar Ln, Charlotte, NC, 28281	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27259	PRV	Danielle Grahaam	1985-10-18	UHC-01900-59	3775011977	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21640	PRV	Brenda Marquez	1974-03-24	—	7079907062	5518 Grand Ave, Las Vegas, NV, 89172	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26808	PRV	Ralph Washington	1977-07-06	—	4508913008	3498 Meadow Ln, Plano, TX, 75077	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20063	PRV	Alice Le	2005-09-17	—	2868574050	4656 Hillcrest Rd, Glendale, AZ, 85382	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21590	PRV	Nathan Obrien	1939-09-27	UHC-35857-33	9205194785	9887 Apache Blvd, Tempe, AZ, 85200	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-27093	PRV	Patricia Gibson	2002-06-06	—	3894389925	9178 Cedar Ln, Denver, CO	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-22058	PRV	Juan Burton	1964-08-28	UHC-41210-57	—	7543 Ridge Rd, Los Angeles, CA, 90005	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27069	PRV	Kelly Fox	1996-01-15	—	9012158914	4171 River Rd, Plano, TX, 75013	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21245	PRV	David Garza	1938-04-06	—	6429218121	4042 Canyon Rd, Plano, TX, 75098	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-21244	PRV	David Garza	1938-04-06	—	6429218121	4042 Canyon Rd, Plano, TX, 75098	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-25286	PRV	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20905	PRV	Joyce L Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-27700	PRV	Abigail Tran	2004-04-13	—	—	—	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
PRV-24087	PRV	Adam Ellis	1958-09-26	—	—	8930 Cedar Ln, Glendale, AZ, 85301	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22388	PRV	Shirlay Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
PRV-21373	PRV	Patriccia Simmons	1963-12-19	UHC-34156-49	6842935793	320 Sage Ct, Los Angeles, CA, 90029	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20056	PRV	Teresa Franklin	2006-09-27	UHC-79947-46	4965056080	4892 Broadway, Orlando, FL, 32896	0.78	Name re-cased Phone reformatted SSN last four extracted Address re-cased+1 more

3,816 rows, page 45 of 77Previous Next