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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-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-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-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-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-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
PRV-25176	PRV	Joyce K Snyder	1961-01-07	UHC-38342-05	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26199	PRV	Santiago Patterson	1978-05-19	—	7479540450	6551 Mesa Dr, Charlotte, NC, 28248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28483	PRV	Alice Parker	1952-11-01	—	9078456046	6250 Camelback Rd, Dallas, TX, 75234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28884	PRV	Theresa Munoz	1962-04-06	—	—	2470 Camelback Rd, Atlanta, GA, 30364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25602	PRV	Dorothy Hughes	1980-03-27	—	7649083664	7079 Main St, Atlanta, GA, 30332	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22636	PRV	Miike S Murphy	1985-10-03	UHC-63081-80	2512166136	4930 Central Ave, Plano, TX, 75039	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25576	PRV	Raymond Herrera	1954-06-02	—	—	9418 Indian School Rd, Columbus, OH, 43290	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23051	PRV	Stephen Singh	1957-03-12	—	6419956674	3712 Grand Ave, Atlanta, GA, 30350	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27783	PRV	Anna F Murray	1999-08-04	—	5719060986	7304 Highland Ave, Atlanta, GA, 30376	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25767	PRV	Evvelyn Vargas	1969-01-18	—	5484943332	9477 Forest Ave, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28803	PRV	Donald Freeman	1947-02-17	UHC-62334-11	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20920	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr Apt 33, Denver, CO, 80256	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22283	PRV	Grace D Santiago	2002-12-09	—	8919238749	776 Forest Ave, Seattle, WA, 98118	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27710	PRV	Timothy Stevens	2003-10-25	UHC-96853-72	8963075838	6676 River Rd, Miami, FL, 33103	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26378	PRV	Deb Arnold	1957-02-20	—	6174488317	4570 Willow Ct, Mesa, AZ, 85228	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-23940	PRV	David Shaw	1953-04-17	—	5983859369	8652 Main St, Miami, FL, 33165	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25388	PRV	Maria P Allen	1981-07-03	UHC-99806-87	—	5825 Mountain View Dr, Austin, TX, 78742	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23115	PRV	Mason Hunter	2003-09-27	UHC-81262-82	4919230308	5611 Church St, Eden Prairie, MN, 55316	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22703	PRV	Arjun R Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21168	PRV	Betty Padilla	1979-09-12	UHC-00259-16	7648372199	7491 Canyon Rd, Tampa, FL, 33609	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25708	PRV	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26073	PRV	Diego H Patel	1946-05-27	—	6766297575	4558 Sage Ct, Plano, TX, 75023	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22848	PRV	Mei Johnson	1978-02-23	—	3637610823	4634 River Rd, Plano, TX, 75089	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26989	PRV	Jacqueline V Cook	1960-06-10	UHC-56396-26	—	4684 Elm St, Scottsdale, AZ, 85203	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-24685	PRV	Sara Little	1981-10-12	UHC-34139-98	7209361742	5850 Jefferson Ave # 409, Plano, TX, 75086	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20124	PRV	Jacqueline Chen	1997-08-07	—	7032478775	5143 Grand Ave, Los Angeles, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-21129	PRV	Noah Ross	2000-02-10	—	5739479009	7804 Maple Ave Apt 32, Los Angeles, CA, 90050	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21275	PRV	Lucia Wood	1943-05-22	UHC-17073-62	—	8150 Pine Dr, Fresno, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

5,467 rows, page 25 of 110Previous Next