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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54026	TPA	Samuel R Hernandez	1980-10-22	—	—	6839 Jefferson Ave, Orlando, FL, 32889	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-50758	TPA	Juan Mills	1946-12-18	UHC-66910-63	—	8887 Lake View Rd Apt 6, Gilbert, AZ	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-54064	TPA	Kathryn Nichols	—	—	8517042478	3840 Union St, Minneapolis, MN	0.36	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-54922	TPA	Pter McCoy	2000-04-02	—	—	3108 Desert Sky Blvd Apt 34, Columbus, OH, 43270	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
TPA-57391	TPA	Julie Nunez	1944-02-08	—	3252738996	4354 Camelback Rd, Nashville, TN, 37287	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55191	TPA	Andrew Evans	1988-10-25	UHC-10411-09	—	4471 Desert Sky Blvd # 396, Nashville, TN, 37243	0.36	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-60767	TPA	DorisJunk	1962-04-27	—	—	3850 Bayshore Dr, Dallas, TX, 75270	0.36	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-50863	TPA	Vincent Salazar	1995-11-20	—	8403656368	5492 Meadow Ln, Eden Prairie, MN, 55335	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
TPA-54385	TPA	Harold Russell	1981-06-04	—	—	9253 Palm Dr, Sacramento, CA, 95870	0.36	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-63759	TPA	Paul Castillo	1988-01-11	—	7354933532	5161 Mountain View Dr, Tucson, AZ, 85794	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50402	TPA	Aaron Payne	—	—	—	9763 Indian School Rd, Glendale, AZ, 85375	0.36	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+4 more
TPA-55172	TPA	Tyler Welch	1965-03-01	UHC-94529-67	3354203089	2593 Spring St Apt 26, Gilbert, AZ, 85256	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-53810	TPA	Shirley Hunt	1958-09-01	—	—	1390 Indian School Rd # 884, Fresno, CA	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-57213	TPA	Cynthia Brooks	1971-07-03	—	4827556163	9713 Park Pl # 934, Minneapolis, MN, 55410	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-50001	TPA	Mark Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60805	TPA	Angela Henry	1969-08-26	—	—	8514 Desert Sky Blvd, San Antonio, TX, 78276	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56724	TPA	Hannah Carr	1943-07-10	—	—	8041 Cedar Ln, Sacramento, CA	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
TPA-55387	TPA	Adam Gordon	2008-07-18	—	—	2367 Meadow Ln, Glendale, AZ, 85331	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-54985	TPA	Billy Hanseen	1960-03-13	—	8119283330	8826 Grand Ave Apt 5, San Diego, CA	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-62314	TPA	Julie Watson	1982-03-02	—	2898935313	1294 Camelback Rd, Charlotte, NC, 28292	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51886	TPA	Emily Bell	2008-06-26	—	8886001377	1694 Harbor Blvd, Nashville, TN, 37238	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-56066	TPA	Moore Alice	1961-07-01	—	2615822785	6180 Lake View Rd, Denver, CO, 80227	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56488	TPA	Nancy Elliott	1990-02-03	UHC-42872-84	7172445407	9279 Oak St, Tampa, FL, 33607	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-55103	TPA	Gabriel T Nguyen	1949-04-25	—	—	5009 Jefferson Ave, Chandler, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-59012	TPA	Walter Patterson	—	—	—	3166 Mountain View Dr, Las Vegas, NV	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
TPA-62345	TPA	Dot Henderson	1972-05-25	—	—	894 Apache Blvd, Minneapolis, MN, 55449	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58414	TPA	Sarah Luna	1994-12-16	—	—	7313 Bayshore Dr, Sacramento, CA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-55621	TPA	Jose Perry	1957-01-22	—	—	332 Ocean Ave, Miami, FL	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50239	TPA	Mara Chavez	1999-10-15	—	—	3624 Union St Apt 29, Las Vegas, NV, 89105	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61936	TPA	Marilyn Guerrero	1997-05-12	—	9315663424	3267 Mesa Dr, Orlando, FL	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60054	TPA	Dorothy C Price	2007-01-05	—	—	1418 Sunset Blvd, San Diego, CA, 92153	0.38	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-63603	TPA	Douglas Sanders	—	UHC-15375-20	—	7638 Bayshore Dr, Atlanta, GA, 30371	0.38	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
TPA-56818	TPA	Jack Wallace	—	—	—	3117 River Rd Apt 28, Plano, TX, 75045	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52459	TPA	Brittany Simpson	1979-05-16	—	2507418190	1635 Spring St, San Diego, CA	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-54973	TPA	SamuelJunk	1967-07-12	UHC-19679-79	—	6855 Church St, Tucson, AZ	0.38	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-54426	TPA	Eugene T Wallace	1967-02-06	—	3775827333	804 Grand Ave, Charlotte, NC, 28291	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
TPA-54483	TPA	Mateo T Harrsi	1943-12-06	—	—	7925 Lincoln Way, Tucson, AZ, 85782	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-57958	TPA	Maria Stephens	1962-09-24	—	—	6297 Washington St, Plano, TX, 75044	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56748	TPA	Pamela Wilson	1942-07-21	UHC-01249-68	9678349119	175 Camelback Rd, San Antonio, TX	0.38	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
TPA-55834	TPA	Willie Hicks	1962-04-17	UHC-95705-04	—	5869 Lincoln Way, Los Angeles, CA, 90031	0.38	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+3 more
TPA-57994	TPA	Victoria I Peterson	2004-03-17	—	—	3004 Valley View Dr, Dallas, TX, 75229	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63461	TPA	Santiago Hansen	—	—	—	8566 Central Ave, San Antonio, TX, 78296	0.38	Name re-cased Date of birth missing State name converted to code ZIP+4 trimmed+3 more
TPA-51116	TPA	Mateo Day	1993-12-23	UHC-73777-46	—	9132 Main St Apt 24, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
TPA-53407	TPA	Gabriel Washington	1964-10-07	—	—	7013 Spring St Apt 7, Mesa, AZ, 85252	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62863	TPA	Donna Carpenter	1983-09-12	—	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-58741	TPA	Jordan Siims	1955-01-18	—	—	9287 Main St Apt 25, Austin, TX	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP missing+3 more
TPA-50224	TPA	Evelyn Rodriguez	1946-12-04	—	—	3046 Spring St, Nashville, TN, 37258	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-58985	TPA	Jerry XJunk	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN	0.38	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
TPA-61497	TPA	Dorothy Fisher	1990-08-05	—	—	9204 Apache Blvd # 379, Los Angeles, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-52519	TPA	Abigali Welch	1998-11-24	UHC-47178-19	—	1621 Union St, Nashville, TN, 37207	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

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