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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63353	TPA	Stephen Armstrong	1947-08-05	—	—	6996 Spring St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-59265	TPA	Jeremy O Barnes	1995-11-25	—	6485252563	8573 Ocean Ave # 464, Chandler, AZ, 85261	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59339	TPA	Nathan Nelson	1980-02-19	UHC-05465-76	—	2023 Park Pl, Tampa, FL, 33608	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52811	TPA	Glorria Elliott	1962-09-06	—	—	9566 Hillcrest Rd, Houston, TX, 77008	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53610	TPA	Isabella Fernandez	—	—	—	4521 Jefferson Ave, Orlando, FL, 32843	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-54333	TPA	Alexis Ruiz	1973-05-05	—	—	3858 Harbor Blvd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58397	TPA	Theresa Thompson	1998-04-21	—	3065372127	7858 Palm Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53074	TPA	Charles Bryant	1995-10-01	—	—	8292 Hillcrest Rd # 683, Las Vegas, NV, 89106	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63041	TPA	Patricia Wilson	1962-09-25	—	—	7558 Mesa Dr, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-55553	TPA	Mark Cllark	1939-01-17	—	3398161429	5557 Meadow Ln, Sacramento, CA, 95837	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-52364	TPA	Kathleen Torres	1993-09-19	—	—	6571 Desert Sky Blvd, Scottsdale, AZ, 85200	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57483	TPA	Jacob Smith	1974-05-08	—	—	4760 Canyon Rd, Atlanta, GA, 30361	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57366	TPA	Sandra Vega	1949-12-23	UHC-13934-86	4785925746	2681 Lake View Rd, Glendale, AZ, 85370	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-51407	TPA	Ruth Hill	1985-12-12	—	3805349906	557 Jefferson Ave # 720, Plano, TX, 75028	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59206	TPA	Jason Murray	1983-04-12	—	—	532 Baseline Rd, Los Angeles, CA, 90080	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60821	TPA	Clark Elijah	1945-08-06	—	—	1361 Desert Sky Blvd, Eden Prairie, MN, 55362	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-56740	TPA	Jacqueline McCoy	1939-11-01	—	9819756254	4927 Church St, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61807	TPA	Jason Wang	1984-12-16	—	—	7758 Lincoln Way # 350, Mesa, AZ, 85288	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51441	TPA	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC, 28221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-52432	TPA	Brenda Richards	1981-09-18	UHC-59898-63	—	9371 Apache Blvd, Scottsdale, AZ, 85253	0.66	Street suffix standardised Address re-cased State name converted to code 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-59516	TPA	Heather Duncan	1946-05-05	—	—	7012 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace 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-55320	TPA	Julia Wells	1952-11-04	—	—	1572 Jefferson Ave, Scottsdale, AZ, 85210	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56432	TPA	Joan Gutierrez	2006-05-28	UHC-02943-57	—	3674 Harbor Blvd, Tampa, FL, 33683	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58471	TPA	Karen P Kim	1993-01-13	—	—	8068 Mountain View Dr, Dallas, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58470	TPA	Karen P Kim	1993-01-13	—	—	8068 Mountain View Dr, Dallas, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-50334	TPA	Patrick R Robinson	1977-04-11	UHC-78696-43	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50333	TPA	Patrick R Robinson	1977-04-11	UHC-78696-43	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58011	TPA	Walter Guzman	1980-07-20	—	9268843798	9478 Washington St, Tucson, AZ, 85787	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-63925	TPA	Sophia R Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58547	TPA	Frank Miller	1990-12-09	—	—	310 River Rd, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54493	TPA	Omar Estrada	1956-07-13	—	3688103781	5347 Sunset Blvd, Minneapolis, MN, 55405	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-50678	TPA	Jordan Rice	2007-11-12	—	—	6869 Ridge Rd, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-60079	TPA	Isabella Freeman	1965-09-13	UHC-53754-47	—	2072 Market St, Los Angeles, CA, 90059	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-56394	TPA	Nicole Perry	1952-01-17	—	5883150375	7253 Ocean Ave Apt 37, Tampa, FL, 33614	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-51207	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51206	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50881	TPA	Jeffrey King	1951-04-08	—	2994665423	8238 Camelback Rd, Los Angeles, CA, 90090	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-51811	TPA	Mendez Ryan	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA, 93714	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50184	TPA	Emma Cox	1996-05-09	—	—	4137 Canyon Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-53735	TPA	Judy Wells	2007-04-08	UHC-19437-72	4138302099	7975 Elm St # 313, Eden Prairie, MN, 55372	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-60409	TPA	Elijah Hoffman	1974-10-18	—	7838701525	1333 Spring St, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-62596	TPA	David Elliott	1955-05-20	—	—	4394 Main St, Nashville, TN, 37200	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51785	TPA	Nacny Palmer	1975-12-11	—	—	4573 Elm St, Dallas, TX, 75273	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+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-55010	TPA	Jacob Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX, 78705	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

7,767 rows, page 75 of 156Previous Next