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

Third-party administrator, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62263	TPA	Jason Harris	2004-06-27	—	—	8576 Lake View Rd, San Diego, CA, 92116	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-54729	TPA	Kathryn Little	1995-03-05	—	—	7695 Park Pl, Miami, FL, 33129	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55576	TPA	Janet Carpenter	1987-05-09	—	—	9345 Sunset Blvd, Atlanta, GA, 30390	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55140	TPA	Mason Murphy	1956-11-11	—	—	3805 Pine Dr, Eden Prairie, MN, 55300	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57153	TPA	Jerry Watkins	1957-07-07	—	—	2207 Washington St Apt 39, Los Angeles, CA, 90098	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-50146	TPA	Diana H Fields	1967-06-06	—	—	8127 Spring St, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
TPA-51020	TPA	Patrick Carter	1986-11-22	—	—	9383 Washington St, San Diego, CA, 92101	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51741	TPA	Kate Dean	1958-12-09	—	5045412694	2022 Canyon Rd, Denver, CO, 80279	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-59267	TPA	Lori Johnston	1998-12-05	—	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-53518	TPA	Ryan Howell	1982-04-25	—	6725480855	4377 Forest Ave # 571, Miami, FL, 33176	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-50278	TPA	Gary J Gutierrez	1992-12-06	—	3813418968	2995 Market St, Eden Prairie, MN, 55325	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52059	TPA	Yuki Espinoza	1951-06-16	—	—	387 Harbor Blvd, Charlotte, NC, 28206	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53912	TPA	Elizabeth Clark	1991-06-26	—	4893974558	878 Pine Dr, San Diego, CA, 92120	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63540	TPA	Sharon Davis	1995-09-05	—	—	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63893	TPA	Isabella Sims	1954-11-28	UHC-25234-77	2386406617	6026 Baseline Rd, Dallas, TX, 75260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59812	TPA	Heather Cox	1957-09-25	—	—	613 Ridge Rd, Los Angeles, CA, 90008	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57235	TPA	Kenneth Montgomery	1985-06-02	—	—	476 Harbor Blvd, Tucson, AZ, 85704	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52821	TPA	Stephanie X Burns	1963-07-07	—	5295353964	2406 Indian School Rd, Charlotte, NC, 28231	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60445	TPA	Fatima Gardner	1950-06-01	—	2346900062	7090 Ocean Ave, Glendale, AZ, 85318	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59957	TPA	Edward Duncan	1961-06-25	—	—	619 Market St, Denver, CO, 80280	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59939	TPA	Stephanie F Day	1968-05-02	—	—	5173 Highland Ave, Atlanta, GA, 30361	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57966	TPA	Jennifer Santos	1944-02-16	—	—	4465 Hillcrest Rd, Seattle, WA, 98130	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
TPA-64096	TPA	Kimberly Ferguson	2005-09-06	—	—	9024 Mesa Dr, Scottsdale, AZ, 85247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50054	TPA	Aaron R Medina	1978-11-05	—	—	1917 Sage Ct, Austin, TX, 78739	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58413	TPA	Sharon M Ortega	1972-05-08	—	—	9011 Willow Ct, Atlanta, GA, 30306	0.66	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-62985	TPA	Brandon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55089	TPA	Carolyn Fowler	1993-06-10	—	—	4224 Union St, Seattle, WA, 98190	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62995	TPA	Alexis Price	1997-10-10	—	—	300 Bayshore Dr, Atlanta, GA, 30358	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50342	TPA	Shirley W Bell	1971-11-04	—	—	8891 Washington St, Houston, TX, 77050	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52873	TPA	Carl Pena	1953-07-21	—	7453018369	4429 Baseline Rd, Tucson, AZ, 85709	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51555	TPA	Denny Powell	1977-07-24	—	—	8141 Main St, Tucson, AZ, 85765	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-61075	TPA	Marcus Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL, 33162	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-51629	TPA	Arjun Knight	1956-03-05	UHC-04978-07	9668557643	2859 Ridge Rd, Minneapolis, MN, 55498	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63941	TPA	Linda Y Coopar	1950-12-07	—	—	9108 Washington St, Eden Prairie, MN, 55307	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52647	TPA	Mary Garrett	1997-05-15	UHC-41408-06	—	5195 Maple Ave, Tempe, AZ, 85265	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62380	TPA	Andrea Q Garcia	1952-09-28	—	—	7817 Washington St, Houston, TX, 77059	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55877	TPA	Albert Hayes	1993-09-23	—	—	1017 Willow Ct, Tempe, AZ, 85201	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58398	TPA	Helen Jimenez	1975-09-22	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-56082	TPA	Carlos Fields	2005-11-05	—	—	9541 Ridge Rd, Jacksonville, FL, 32278	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-60887	TPA	Joseph Murray	1957-08-06	—	—	3641 Union St, Eden Prairie, MN, 55350	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54758	TPA	Carolyn Wong	1977-01-09	—	—	2259 Highland Ave, Sacramento, CA, 95840	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63159	TPA	Sandra G Hart	1957-12-16	—	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-58425	TPA	Katherine Perry	1973-08-28	—	—	9316 Sage Ct, Tampa, FL, 33668	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51659	TPA	Luis Hguhes	1987-03-13	—	—	8374 Sunset Blvd, Seattle, WA, 98119	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55469	TPA	Foster Andrew	1955-10-12	—	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50803	TPA	Hiroshi I Reynolds	1965-06-21	UHC-14204-71	—	2054 Sunset Blvd, Sacramento, CA, 95897	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
TPA-55395	TPA	Karen Young	2008-03-15	—	2904451047	7441 Bayshore Dr Apt 14, Glendale, AZ, 85324	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-56787	TPA	Jack Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60708	TPA	Omar Obrien	1953-12-16	—	—	8422 Washington St, San Diego, CA, 92135	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60349	TPA	Alan Simmons	1995-04-25	UHC-07767-31	—	4788 Indian School Rd, Gilbert, AZ, 85260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

1,145 rows, page 16 of 23Previous Next