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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23442	PRV	Gloria Holmes	1985-08-04	UHC-47269-70	8878901218	606 Jefferson Ave, Seattle, WA, 98123	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21272	PRV	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr, Miami, FL, 33159	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21273	PRV	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr, Miami, FL, 33159	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26895	PRV	Jeffrey S Gutyerrez	2001-02-05	—	5304506803	8454 Forest Ave, Dallas, TX, 75288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24001	PRV	Jerry Vasquez	1939-08-13	—	6389572398	6965 Camelback Rd, Tampa, FL, 33681	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23038	PRV	Ahmed Burke	1958-06-22	UHC-38144-72	3877647745	2720 Spring St, Minneapolis, MN, 55435	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26216	PRV	David Ray	2006-09-26	—	5379777346	8279 Mountain View Dr, Phoenix, AZ, 85014	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26896	PRV	Jeffrey Gutierrez	2001-02-05	UHC-79792-52	5304506803	8454 Forest Ave, Dallas, TX, 75288	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28397	PRV	Jack Warren	1966-02-10	—	8407697979	7172 Mountain View Dr, Los Angeles, CA, 90037	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23684	PRV	Jack W Ryan	1945-08-05	—	8276886418	6718 Church St, Scottsdale, AZ, 85251	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23019	PRV	Nicole Munoz	2006-06-19	—	4447610655	9023 Church St, Nashville, TN, 37248	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28008	PRV	Ronald R Hicks	1976-02-20	—	3463455568	8513 Union St, Tampa, FL, 33671	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25462	PRV	Barbara F James	1988-06-23	—	6589504207	2480 Ocean Ave, Miami, FL, 33103	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27113	PRV	Sarah Reed	1945-11-23	—	4773336920	5662 Oak St, Los Angeles, CA, 90052	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22706	PRV	Terry E Rivera	1993-04-10	—	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25355	PRV	William Ryan	1991-12-16	—	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24288	PRV	Kevin Morris	1938-05-10	UHC-09232-82	3923878287	2441 Forest Ave, Tucson, AZ, 85707	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27730	PRV	Heather Rios	1960-07-24	UHC-67463-23	6472954779	6475 Desert Sky Blvd, Sacramento, CA, 95827	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21253	PRV	Alexis Edwards	1976-03-25	—	2863973708	561 Indian School Rd, San Antonio, TX, 78201	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28735	PRV	Karen Hayes	1944-09-06	UHC-95889-23	4973406912	6714 Union St, Eden Prairie, MN, 55386	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26758	PRV	Rachel X Daniels	1952-07-18	—	2017855360	6715 Cedar Ln, Glendale, AZ, 85312	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28068	PRV	Janet Dixon	1983-02-25	—	3052815865	6872 Palm Dr, Seattle, WA, 98184	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21105	PRV	Charyl Montgomery	1991-03-14	UHC-59035-49	2064742682	3629 Elm St, Dallas, TX, 75207	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26191	PRV	Gerald Larson	1986-02-15	—	4435153502	8163 Valley View Dr, Atlanta, GA, 30381	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24655	PRV	Jose Green	1998-10-12	—	7353054363	6617 Ocean Ave, Los Angeles, CA, 90002	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25274	PRV	Amy N Larson	2005-06-02	UHC-16715-78	9346058373	1811 Canyon Rd, Scottsdale, AZ, 85207	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21167	PRV	Juile Contreras	1939-10-28	—	2788724238	7644 Hillcrest Rd, Phoenix, AZ, 85039	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25852	PRV	Maria Morgan	2007-02-11	—	—	6055 Willow Ct, Mesa, AZ, 85273	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27205	PRV	Bobby Dixon	1984-11-06	—	9475334176	9367 Grand Ave, Las Vegas, NV, 89112	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24386	PRV	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27728	PRV	Helen N Wagner	1999-06-21	—	5417787587	7248 Union St, Atlanta, GA, 30341	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21042	PRV	Michelle A Lane	1940-12-15	UHC-28177-51	5816174089	7817 Lake View Rd, Phoenix, AZ, 85050	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24331	PRV	Jacob K Carr	1995-12-25	UHC-36540-95	7363781750	473 Grand Ave, San Antonio, TX, 78203	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20414	PRV	Christian Welch	1975-07-15	UHC-53208-60	4503146399	4593 Elm St, Jacksonville, FL, 32299	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26385	PRV	Emma Barnes	1960-10-15	UHC-43601-62	4779654838	3633 Desert Sky Blvd, Tucson, AZ, 85724	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26641	PRV	Haamilton Joseph	1978-12-24	—	—	6887 Hillcrest Rd, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28668	PRV	Austin I Parker	1952-07-03	UHC-47167-07	3268066971	3166 Spring St, Miami, FL, 33123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23362	PRV	Ann Williamson	1963-04-10	—	5353523822	402 Elm St, Miami, FL, 33107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26044	PRV	Natalie Fields	1991-03-02	UHC-40274-76	9393577098	8410 Desert Sky Blvd, Tucson, AZ, 85720	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29384	PRV	Dennis Ferguson	1954-09-28	—	2343626613	3009 Desert Sky Blvd, Eden Prairie, MN, 55396	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24025	PRV	Julia X Cunningam	1954-05-28	—	—	3668 Spring St, Austin, TX, 78725	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28818	PRV	Emily K Sanders	1986-01-07	UHC-00963-32	8853812859	261 Park Pl, Plano, TX, 75086	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29433	PRV	Jesse Hill	1960-10-07	UHC-84855-30	9426064653	9848 Indian School Rd, Jacksonville, FL, 32219	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20483	PRV	Mark Ryan	1964-07-12	UHC-13819-28	9753254922	3174 Harbor Blvd, Los Angeles, CA, 90047	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24756	PRV	Lori Z Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20568	PRV	Sara Holmes	1940-12-28	—	4394379229	31 Cedar Ln, Fresno, CA, 93736	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27694	PRV	Anna Vega	1982-11-17	—	4439452931	3495 Mountain View Dr, Phoenix, AZ, 85097	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29231	PRV	Yukki Simpson	1964-09-27	UHC-06184-67	2542366654	3800 Ridge Rd, Charlotte, NC, 28212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27920	PRV	Maria Obren	1962-09-02	—	—	432 Elm St, Miami, FL, 33149	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21698	PRV	Omar Wood	1986-11-02	UHC-49107-09	6787691835	5185 Pine Dr, Las Vegas, NV, 89146	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,405 rows, page 79 of 109Previous Next