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

All sources, 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-54742	TPA	DJunk	1958-05-15	UHC-96374-15	5299698703	4017 Main St, Las Vegas, NV, 89161	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414132	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St, Plano, TX, 75096	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109454	ENR	Sofiia Robertson	1956-08-16	UHC-53644-18	—	1630 Mesa Dr, Minneapolis, MN, 55468	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400449	CLM	Margaret Cavez	1951-03-19	UHC-92419-11	—	5663 Spring St # 869, Minneapolis, MN, 55457	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-105205	ENR	Emma Jimenez	1947-03-08	UHC-12284-50	2597680633	6157 Palm Dr, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114808	ENR	Deborah Romero	1954-12-26	UHC-22670-89	8426149390	8812 Lincoln Way, Los Angeles, CA, 90076	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417337	CLM	Judy Z Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 11, San Antonio, TX	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112221	ENR	Rachel W Elliott	1995-11-25	UHC-94005-32	9612852033	9231 River Rd, San Antonio, TX, 78241	0.38	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-425686	CLM	Austin Robertson	1968-10-16	UHC-45622-09	—	7410 Ocean Ave Apt 39, Jacksonville, FL, 32222	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-400130	CLM	Margaret Reyes	—	UHC-72818-46	—	2556 Lake View Rd, Tampa, FL	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-103110	ENR	Gary Price	1976-10-01	UHC-09967-57	9218690091	8120 Bayshore Dr # 842, Chandler, AZ, 85219	0.38	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-51745	TPA	Sam Estrada	1976-06-12	—	2128189582	1665 Palm Dr Apt 10, Dallas, TX, 75266	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429414	CLM	Douglas X Lewis	1967-09-08	UHC-76690-56	—	560 Spring St Apt 6, Dallas, TX, 75254	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133097	ENR	Ralph R Grreen	1994-02-21	UHC-95379-38	—	831 Ridge Rd Apt 33, Mesa, AZ	0.38	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
TPA-57049	TPA	Nathan Burns	1951-06-09	—	—	9807 Mesa Dr # 200, Austin, TX, 78779	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103508	ENR	Jeffrey R Rice	1986-06-14	UHC-50934-22	—	788 Washington St # 129, Mesa, AZ, 85261	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25043	PRV	Joyce G Price	1964-01-27	—	—	3725 Jefferson Ave, Columbus, OH	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422304	CLM	Omar Arnold	1976-04-22	UHC-09544-10	—	1974 Baseline Rd, Jacksonville, FL, 32254	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63037	TPA	Steve King	1969-01-20	—	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-120588	ENR	Diana P Ruiz	—	UHC-17013-52	4843639569	6684 Indian School Rd, Tucson, AZ, 85771	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-105526	ENR	Willie N Gonzalez	1938-08-11	UHC-09367-68	4997564927	8463 Indian School Rd Apt 10, Seattle, WA, 98160	0.38	Middle initial moved out of first name Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-118274	ENR	Emma A Rios	1960-01-12	UHC-40743-44	—	1383 Willow Ct, Denver, CO, 80297	0.38	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141838	ENR	Ana P Lewis	1951-03-11	—	3924669478	7077 Palm Dr # 323, Austin, TX, 78718	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104799	ENR	Bradley W Hart	1967-02-21	UHC-04020-53	2396698415	1900 Sunset Blvd Apt 4, Las Vegas, NV, 89125	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423373	CLM	Brandon Halll	1997-08-11	UHC-21070-59	—	1192 Union St Apt 7, Chandler, AZ, 85280	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-425900	CLM	Ashley Castro	1970-04-21	—	—	1834 Jefferson Ave, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-403736	CLM	Adam Singh	2002-01-12	UHC-60218-20	—	5610 Camelback Rd, Nashville, TN, 37217	0.38	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-140280	ENR	Jessica V Wood	2004-05-24	UHC-42569-57	5596342608	3017 Camelback Rd, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120825	ENR	Gerald Hunter	—	UHC-11413-03	4457338803	5105 Sunset Blvd, Columbus, OH	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108073	ENR	Emily Lopez	2004-08-12	UHC-26356-08	4127016275	3277 Forest Ave, Seattle, WA, 98153	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106341	ENR	Diego S Espinoza	1992-02-11	UHC-74540-68	4636196016	6172 Willow Ct, Houston, TX, 77062	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
TPA-56725	TPA	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr Apt 20, Denver, CO, 80247	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63933	TPA	Mary Freeman	1989-10-16	—	—	2156 Highland Ave Apt 8, Sacramento, CA, 95892	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107594	ENR	Ahmed Munoz	1980-06-16	UHC-44111-09	3827764197	2523 Bayshore Dr Apt 31, Austin, TX, 78708	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-425804	CLM	Stephanie Chapman	1961-10-04	—	6256883610	7839 Main St # 781, Gilbert, AZ, 85262	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24130	PRV	Beth R Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105245	ENR	Richard J Thompson	1994-09-10	UHC-33481-11	5334679114	4153 Jefferson Ave, Houston, TX, 77063	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429987	CLM	Rymond Wood	1988-01-25	—	—	1485 Apache Blvd Apt 11, Glendale, AZ, 85381	0.38	Name split from “Last, First”SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-408996	CLM	Margaret Ramirez	1942-07-20	—	—	9566 Bayshore Dr, Austin, TX	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
TPA-54888	TPA	Kenneth Fuller	—	—	—	7076 Lake View Rd, Seattle, WA, 98176	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-119735	ENR	Amber T Berry	1995-05-11	UHC-99791-82	2294123039	5315 Palm Dr # 310, Atlanta, GA, 30369	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114647	ENR	Roy U Kim	1972-11-02	UHC-44848-39	6483736751	1602 Church St # 795, Nashville, TN	0.38	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141206	ENR	Terry Tucker	1978-04-18	UHC-71283-35	7739769186	525 Meadow Ln, Minneapolis, MN, 55459	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422342	CLM	Dorothy Richards	1979-02-07	—	8163835314	987 Willow Ct, San Antonio, TX, 78280	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-53079	TPA	David Henry	—	—	4593083073	4431 Harbor Blvd, Charlotte, NC	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56774	TPA	Hiroshi Gilbert	1958-01-09	—	—	1631 Sunset Blvd Apt 3, San Antonio, TX, 78207	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-122676	ENR	George E Porter	1959-02-20	UHC-03769-51	7276286905	1997 Elm St, Eden Prairie, MN, 55328	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50464	TPA	Janet Gibson	1966-08-04	—	—	8053 Mesa Dr, Jacksonville, FL	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-425333	CLM	Teresa Y Davis	1962-01-25	UHC-40343-67	7034364160	2133 Lake View Rd, Orlando, FL, 32841	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104139	ENR	Brenda R Estrada	1963-12-15	UHC-89999-03	—	8397 Canyon Rd, Tucson, AZ, 85738	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more

55,824 rows, page 31 of 1,117Previous Next