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-23083	PRV	Bobby Henderson	1995-04-15	UHC-70285-55	5709873670	9539 Mesa Dr, Los Angeles, CA, 90027	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22131	PRV	Henry Roberts	1969-10-21	—	6856078523	7955 Sage Ct # 199, Chandler, AZ, 85285	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21478	PRV	Justin Wong	1960-01-10	—	5583050718	4253 Forest Ave, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28105	PRV	Hiroshi Nichols	1940-10-19	—	2245412449	3716 Camelback Rd, Denver, CO, 80219	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22360	PRV	Ryan Howell	1982-04-25	UHC-91148-66	—	4377 Forest Ave, Miami, FL, 33176	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-20581	PRV	Omar Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-25832	PRV	Kimberly W Henderson	1980-02-01	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26331	PRV	Ronald Guerrero	1953-09-22	—	—	8347 Market St, Scottsdale, AZ, 85262	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28761	PRV	Charlotte X Ramos	1996-05-05	UHC-26786-04	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20678	PRV	Betty Lucaas	1984-12-10	UHC-91442-85	6316599428	8176 Mesa Dr, Nashville, TN, 37212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28912	PRV	Hannah Morrison	1983-07-12	UHC-56979-48	4438803052	3111 Grand Ave, Austin, TX, 78728	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
PRV-22829	PRV	Aisha Mason	2002-10-17	UHC-99034-92	4116705178	5568 Hillcrest Rd, San Diego, CA, 92148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20538	PRV	Madison J Welch	1946-12-10	UHC-40299-97	5966626268	2397 Hillcrest Rd, Phoenix, AZ, 85076	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27510	PRV	Virginia Graham	1965-09-01	UHC-41763-34	2764573892	4219 Mesa Dr, Austin, TX, 78789	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29258	PRV	Jonathan Meyer	1993-07-27	UHC-33815-73	9179306798	5475 Baseline Rd, Atlanta, GA, 30368	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24622	PRV	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX, 75217	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-24809	PRV	Stephen Weber	1987-01-28	—	6874491291	8952 Sage Ct, Charlotte, NC, 28253	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26735	PRV	Vincent Russll	1998-07-01	—	7283810394	1656 Maple Ave, Eden Prairie, MN, 55319	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26736	PRV	Vincent Russll	1998-07-01	—	7283810394	1656 Maple Ave, Eden Prairie, MN, 55319	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28148	PRV	Mark Lopez	1954-09-19	UHC-01657-31	2959574362	810 Mesa Dr Apt 13, Sacramento, CA, 95812	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25018	PRV	Philip Mejia	1940-07-22	—	3108702256	6716 Central Ave, Plano, TX, 75019	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-21562	PRV	Judith Cooper	1957-01-28	—	—	6211 Palm Dr, Eden Prairie, MN, 55331	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21561	PRV	Judith Cooper	1957-01-28	—	—	6211 Palm Dr, Eden Prairie, MN, 55331	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27101	PRV	Doris Thomas	1984-12-15	UHC-73006-67	5944511673	1951 Union St, San Diego, CA, 92188	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22414	PRV	Camla Sandoval	1983-09-18	UHC-60824-59	4592179167	5221 Broadway # 109, Seattle, WA, 98142	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-24244	PRV	Carolyn I Herrera	1965-07-04	UHC-83872-65	—	7974 Washington St, Gilbert, AZ, 85261	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29287	PRV	Anna Guzman	1968-06-28	UHC-10311-67	7833335104	8017 Washington St, Scottsdale, AZ, 85252	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23237	PRV	Mei Ellis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20947	PRV	Justin I Palmer	1950-09-24	—	8417209064	7502 Pine Dr, Phoenix, AZ, 85043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22092	PRV	Stephen Parker	1996-08-10	UHC-23565-74	—	272 Church St, Tucson, AZ, 85744	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24961	PRV	Juan Richards	1968-07-12	—	2722861777	5895 Church St, Glendale, AZ, 85384	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21769	PRV	Kathleen Daneils	1939-03-11	UHC-48830-22	7426086699	5667 Lake View Rd, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21986	PRV	Janice K Alexander	2008-05-23	UHC-43589-03	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26982	PRV	Ashley Wong	1981-05-08	UHC-65191-42	4245107653	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20787	PRV	Jeff Rice	1986-06-14	UHC-50934-22	2398195243	788 Washington St, Mesa, AZ, 85261	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-29134	PRV	Joshua Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27179	PRV	Billy M Burns	1994-09-28	UHC-06095-01	6327330132	1909 River Rd, Columbus, OH, 43251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21347	PRV	Mason Bowman	1979-01-19	—	4143894502	1815 Sunset Blvd, Atlanta, GA, 30348	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24041	PRV	Fatima James	1988-09-04	—	2188143101	5401 Market St, Fresno, CA, 93774	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21201	PRV	Julie M Garza	1973-01-15	—	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
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-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-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-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-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

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