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-25493	PRV	Wayne Bishop	1999-10-26	UHC-11867-64	7338562727	8020 Spring St, Scottsdale, AZ, 85252	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28660	PRV	Stevens Zachary	1983-11-03	—	2497305113	6105 Park Pl, Chandler, AZ, 85270	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24662	PRV	Mary James	1951-07-02	—	8399511799	4017 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-28543	PRV	Jonathan Mendoza	1997-01-20	—	6033249527	5911 Meadow Ln # 921, Dallas, TX, 75203	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22625	PRV	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25635	PRV	Joe Sullivan	1976-08-10	UHC-21823-12	5595949883	6632 Baseline Rd, Miami, FL, 33142	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-23622	PRV	Carlos Guerrero	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29143	PRV	Christine Murray	1955-07-07	UHC-07405-48	3613998351	894 Elm St, Orlando, FL, 32823	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24397	PRV	Alexander D Welch	1986-01-05	—	7666300088	2046 Palm Dr, Fresno, CA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-23772	PRV	Marilyn Peterson	1942-12-11	—	—	2853 River Rd, Phoenix, AZ, 85070	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-23121	PRV	Josh Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St Apt 8, Denver, CO, 80285	0.62	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
PRV-26698	PRV	Hiroshi G Rivera	—	UHC-30776-85	8885005013	5321 River Rd, Orlando, FL, 32859	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20752	PRV	Teresa C McCoy	1976-08-20	UHC-16722-55	2045096146	5413 Market St, Los Angeles, CA, 90000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21184	PRV	Jeremy D Campbell	1971-01-02	—	7257764765	5454 Market St, Fresno, CA, 93733	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-29172	PRV	Heather N Reid	1993-03-26	—	7059972860	5533 Maple Ave, Fresno, CA, 93711	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20914	PRV	Vncent Brooks	1946-11-09	UHC-04330-68	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20719	PRV	Alexis Nguyen	1960-09-04	—	4247615077	9279 Forest Ave # 208, Houston, TX, 77040	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20954	PRV	Lawrence Burke	1951-03-07	—	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22451	PRV	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	8583 Sage Ct, Fresno, CA, 93784	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-20106	PRV	Natalie Martinez	1991-06-18	—	5957803152	5785 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26939	PRV	Ryan Howard	1976-12-22	—	4484202585	6625 Market St, Dallas, TX, 75230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28220	PRV	Jack Chen	1959-04-17	—	9696147099	1301 Apache Blvd, Gilbert, AZ, 85206	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28052	PRV	Henry V Obrien	1954-02-08	UHC-71537-80	2409165120	1614 Camelback Rd, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22539	PRV	Timothy George	1951-04-03	—	6778141778	397 Sage Ct, Denver, CO, 80240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25853	PRV	David Ward	—	—	4603592942	1937 Baseline Rd, Mesa, AZ, 85232	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
PRV-25800	PRV	Gerald E Fisher	1943-06-08	—	6159272625	268 Indian School Rd, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22376	PRV	Samuel Wheeler	1959-09-23	UHC-12175-52	5544616356	9508 Ridge Rd, Fresno, CA, 93758	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29516	PRV	Brittany Jackson	1956-01-05	UHC-56213-21	—	2035 Oak St, Mesa, AZ, 85281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23892	PRV	Lauren H Shaw	1997-08-15	UHC-70188-66	6014169084	2823 Spring St, Los Angeles, CA, 90095	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28498	PRV	Kathryyn Coopre	2000-07-27	UHC-35430-35	2757043925	2987 Spring St, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-22733	PRV	Jose Y Campbell	1993-11-18	—	6243263156	8087 Market St, Tempe, AZ, 85238	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-22688	PRV	Lawrence Adams	1971-01-08	—	6979426797	529 Sunset Blvd, Charlotte, NC, 28238	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26290	PRV	Abbby Cunningham	1938-09-28	—	8772953074	4046 Oak St, Tampa, FL, 33663	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24677	PRV	Aan Ramos	1999-04-02	UHC-76630-85	7625368976	3586 Bayshore Dr, Chandler, AZ, 85255	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27358	PRV	Mrak O Johnson	1989-09-14	—	8887023078	3957 Willow Ct # 625, Scottsdale, AZ, 85265	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29318	PRV	Michael X McDonald	1982-07-05	—	2312030340	6489 Camelback Rd, Gilbert, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25817	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-22681	PRV	Mariana Wheeler	1959-10-23	—	—	9891 Washington St, Columbus, OH, 43204	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21585	PRV	Marilyn Fisher	1985-04-16	—	6327881364	4815 Sage Ct, San Antonio, TX, 78201	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25011	PRV	Carol Wheeler	1943-02-08	—	2182566087	6835 Maple Ave, Denver, CO, 80242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28463	PRV	Ralph Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL, 32832	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-29113	PRV	Patrick Morales	1966-05-01	UHC-01065-38	8953673611	1729 Central Ave, Sacramento, CA, 95803	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20093	PRV	Jessica Meyer	2009-11-21	UHC-28846-42	7746369717	1685 Indian School Rd # 692, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27310	PRV	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	5146 Jefferson Ave, Miami, FL, 33166	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23934	PRV	Luis Gray	2007-11-12	—	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20714	PRV	Karen Little	1959-03-03	—	7352192983	7996 Willow Ct, Orlando, FL, 32830	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25303	PRV	Charlie Mitchell	2008-12-26	UHC-47452-54	8942419102	4323 Oak St, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21266	PRV	Gloria Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-28419	PRV	Patricia S Davis	2002-01-17	—	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21007	PRV	CarolynJunk	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more

9,344 rows, page 35 of 187Previous Next