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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21463	PRV	Diana O Harrison	1966-08-06	—	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28840	PRV	Chris Ortega	1970-12-12	UHC-45995-18	7923763304	3105 Oak St, Charlotte, NC, 28278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27044	PRV	Banks W Angela	1989-12-03	UHC-53594-04	7295688487	6844 Oak St, Fresno, CA, 93778	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29388	PRV	Margaret M Stone	1939-12-20	UHC-82602-39	9749293907	854 River Rd, Phoenix, AZ	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20286	PRV	Carl W Sandoval	1998-04-01	—	8959073972	1075 Elm St, Plano, TX, 75032	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24316	PRV	Benjamin U Hansen	1939-12-09	—	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-29164	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28155	PRV	Donna Ramos	1995-10-06	UHC-64152-85	7827236431	7499 Baseline Rd, Tempe, AZ, 85278	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-27483	PRV	Donald Q Kelly	2007-12-04	UHC-24828-97	—	7800 Meadow Ln, San Antonio, TX, 78266	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
PRV-20908	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr, Scottsdale, AZ, 85213	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-23680	PRV	Jack Z Arnold	2007-11-16	—	7019661203	2516 Central Ave, Denver, CO, 80212	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-26822	PRV	Arthur Jimenez	2001-02-01	UHC-75581-43	7044303301	4586 Lake View Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29133	PRV	Digo Moreno	1957-09-05	—	5869119057	8878 Central Ave, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29167	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29166	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-21605	PRV	Sara Y Carr	2001-07-14	UHC-62944-73	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27855	PRV	Sandra Martin	—	—	9778538341	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-20496	PRV	Sandra K Boyd	1973-03-18	UHC-29823-55	7297898421	1044 Spring St, Tucson, AZ, 85737	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29490	PRV	Diego Lawrence	1978-11-27	UHC-74911-24	8476469423	4864 River Rd, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20716	PRV	Keith M Price	1986-07-18	UHC-04874-92	4895728598	9495 Palm Dr, Austin, TX, 78749	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27379	PRV	Christine V White	1945-10-20	—	6519930768	9707 Bayshore Dr, Gilbert, AZ, 85269	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22756	PRV	Brandon P Mejia	1994-12-12	—	3879324177	3682 Cedar Ln, Minneapolis, MN, 55463	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20697	PRV	Jacob Black	1992-12-02	—	3687801602	8159 Canyon Rd, Sacramento, CA, 95831	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20698	PRV	Jacob Black	1992-12-02	—	3687801602	8159 Canyon Rd, Sacramento, CA, 95831	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22180	PRV	Daniel M Garcia	1961-06-10	—	4136142747	7755 Washington St, Mesa, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22748	PRV	Elizabeth Carr	1986-10-18	—	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21434	PRV	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-29272	PRV	Kevin Washington	2008-09-28	—	4967725739	7626 Ridge Rd Apt 10, Plano, TX, 75046	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-28485	PRV	Arthur R Johnson	1954-04-15	—	8954334474	8934 Forest Ave, Los Angeles, CA, 90099	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25010	PRV	Amber T Hudson	1941-01-09	—	5118964922	1218 Willow Ct, San Diego, CA, 92119	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26790	PRV	Jordan Oliver	1981-11-21	—	3197505190	4263 Spring St Apt 35, Las Vegas, NV, 89178	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-25763	PRV	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22715	PRV	Rachel W Elliott	1995-11-25	—	9612852033	9231 River Rd, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20921	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr, Denver, CO	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22969	PRV	Sarh Wright	2007-07-09	UHC-88130-96	—	3671 Sunset Blvd, Nashville, TN, 37271	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24359	PRV	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29197	PRV	Denise Pena	2001-09-06	—	6838444648	5007 Pine Dr, Miami, FL, 33107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27802	PRV	Weaver F Margaret	—	—	3792112495	3370 Mountain View Dr, Phoenix, AZ, 85092	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-24840	PRV	Deborah Maldonado	1958-04-28	—	8394392191	904 Canyon Rd, Fresno, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28248	PRV	SarahJunk	1953-06-09	UHC-91177-68	6255821797	6005 Cedar Ln, Phoenix, AZ, 85018	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27209	PRV	Kelly Munoz	1971-07-06	—	6109535292	997 Bayshore Dr, Tempe, AZ, 85247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27455	PRV	Arthur P Carter	1953-09-20	—	5048582651	7582 Washington St, Chandler, AZ, 85272	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25681	PRV	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL, 32874	0.60	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
PRV-26833	PRV	Dylan Martin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd # 279, Tampa, FL, 33622	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-28161	PRV	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV, 89150	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23788	PRV	Anthony Lawson	1994-06-11	—	7758864925	4179 Sunset Blvd, Jacksonville, FL, 32288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26259	PRV	Brittany Mendez	1946-05-27	UHC-75234-10	9825017689	5701 Baseline Rd, Columbus, OH, 43234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22565	PRV	Willie Webb	2006-09-24	—	3536897247	7251 Willow Ct, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27735	PRV	Ahmed B Lewis	1971-06-27	UHC-60945-08	9306282183	6845 Indian School Rd, Columbus, OH, 43216	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

9,344 rows, page 24 of 187Previous Next