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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29569	PRV	Stephen Ruiz	1952-07-01	UHC-29193-51	—	2175 Highland Ave, Tampa, FL, 33605	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27738	PRV	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23721	PRV	Natalie H Fowler	1939-10-01	—	6028297759	1112 Willow Ct, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22325	PRV	Ronald Espinoza	1981-09-20	UHC-88715-46	—	763 Oak St, Atlanta, GA, 30355	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-22738	PRV	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23398	PRV	Marilyn Gonzales	1966-11-14	—	—	5305 Forest Ave, Sacramento, CA, 95848	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25663	PRV	Marcus Rodriguez	—	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX, 75295	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more
PRV-24920	PRV	Helen V Mejia	1987-01-20	—	9608719395	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28054	PRV	Christopher Tucker	1938-10-15	—	2714892637	6081 Mountain View Dr, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-26473	PRV	Noah Clark	1959-02-15	UHC-79330-67	9502449281	1599 Central Ave, Las Vegas, NV, 89117	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-20605	PRV	Walter Ortega	1960-11-18	UHC-32319-15	7589864166	3191 Elm St, San Antonio, TX, 78296	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27465	PRV	Lucia Williams	1996-04-13	—	—	7236 Central Ave, San Antonio, TX, 78247	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-24101	PRV	David Y Garcia	2002-10-28	—	2729215703	4316 Church St, Sacramento, CA, 95817	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
PRV-20579	PRV	Nathan Brooks	—	—	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
PRV-23160	PRV	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-21765	PRV	Ahmed X Harper	1954-11-08	UHC-87526-51	4263598581	1661 Central Ave, Tampa, FL, 33665	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29080	PRV	Angela L Morriis	1957-05-17	—	—	610 Grand Ave, Dallas, TX, 75219	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29576	PRV	Maria D Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-22785	PRV	Angela Wang	1967-03-01	UHC-43079-70	6679889966	8641 Valley View Dr, Orlando, FL, 32887	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27669	PRV	Christopher Mendoza	1986-10-10	—	3393631130	1970 Central Ave, Nashville, TN, 37268	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27135	PRV	Stephanie B Porter	1974-01-20	UHC-82341-82	8525836360	3850 Jefferson Ave, Los Angeles, CA, 90086	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21424	PRV	Austin Wong	1961-03-19	UHC-52819-86	7579956047	7229 Cedar Ln, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20436	PRV	Mark Gomez	1959-12-09	UHC-95727-77	5138700456	5174 Meadow Ln, Seattle, WA, 98159	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-20247	PRV	Laurra A Sullivan	1974-11-11	—	6567179083	1021 Highland Ave, Atlanta, GA, 30378	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28268	PRV	Randy D Ward	1966-08-21	UHC-18923-49	—	5264 Sage Ct, Mesa, AZ, 85277	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27078	PRV	Mark Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St, San Diego, CA, 92127	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22228	PRV	Kelley Abgail	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29065	PRV	Sarah Dunn	1966-04-16	—	2545140687	4136 Grand Ave, Dallas, TX, 75268	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-21898	PRV	Virginia N Greene	2005-06-22	—	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25587	PRV	Donald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-29309	PRV	Roy James	2008-11-12	—	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27827	PRV	Judith Grant	1968-06-16	UHC-73698-48	5394379731	7974 Ridge Rd, Sacramento, CA, 95824	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23033	PRV	Kayla Bailey	—	—	6419740117	5758 Pine Dr, Columbus, OH, 43256	0.64	Date of birth missing Phone reformatted State name converted to code Email lower-cased+2 more
PRV-20273	PRV	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22521	PRV	Alan O Howell	1999-05-27	—	7982510452	8558 Valley View Dr, Tucson, AZ, 85736	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24341	PRV	Denise Stephens	1988-01-26	UHC-00197-62	—	538 Bayshore Dr, Atlanta, GA, 30320	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21393	PRV	Billly Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21106	PRV	Mark Fox	1993-04-05	—	7479183905	1877 Indian School Rd, Atlanta, GA, 30302	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-20242	PRV	Mark Y Freeman	2006-04-11	—	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-27697	PRV	Mateo Sims	1959-11-11	—	—	7841 Bayshore Dr, Phoenix, AZ, 85007	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23608	PRV	Gloria Meyer	1997-04-17	—	7262763795	1137 Pine Dr, Houston, TX, 77008	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22499	PRV	Kayla D Robinson	1970-05-04	UHC-81146-87	4834625711	9260 Canyon Rd, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23649	PRV	Juan Crawford	1988-02-23	—	3945071908	5169 Valley View Dr, Sacramento, CA, 95858	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23930	PRV	Eugene Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-27641	PRV	Ruth Ross	1970-04-21	UHC-60558-56	—	3071 Canyon Rd, Phoenix, AZ, 85096	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27133	PRV	Micahel Porter	2003-09-12	UHC-50791-32	4312582237	5538 Elm St, Houston, TX, 77079	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20669	PRV	Sofia Day	1938-07-28	—	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-25144	PRV	Paul I Woods	2007-09-24	—	—	8824 Spring St, Scottsdale, AZ, 85296	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27840	PRV	Joe Payne	1996-08-03	—	—	6313 Central Ave, Scottsdale, AZ, 85221	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
PRV-20505	PRV	Amy Castillo	1959-02-15	UHC-48609-92	—	3513 Lincoln Way, Scottsdale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more

926 rows, page 12 of 19Previous Next