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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24620	PRV	Bradley X Vazquez	1989-07-07	UHC-39551-61	3979479721	1527 Cedar Ln, Plano, TX, 75044	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
CLM-400888	CLM	Fatima L Kennedy	1989-05-07	UHC-77591-05	—	8239 Central Ave, San Antonio, TX, 78293	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-408385	CLM	Denise Olson	1951-05-11	UHC-65886-44	2374533779	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-127220	ENR	Juan Z Hunter	2000-02-24	UHC-89743-30	—	7276 Lake View Rd, Mesa, AZ, 85266	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-102709	ENR	Gabriel V Rodriguez	2006-11-18	UHC-52278-06	5755675053	9042 Sunset Blvd # 445, Miami, FL, 33110	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
TPA-63093	TPA	Richard Carpenter	1973-01-14	UHC-63811-16	—	1751 Elm St, Fresno, CA, 93766	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-22056	PRV	Carol R Clark	1989-01-03	—	—	6078 Lincoln Way, Columbus, OH, 43226	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-28365	PRV	Dinaa Freemna	2005-02-21	UHC-59043-73	—	8283 Ocean Ave, San Diego, CA, 92171	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-121939	ENR	Camila Romero	1941-04-20	UHC-45685-14	3968047708	6264 Forest Ave, Tampa, FL, 33674	0.68	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed
ENR-122907	ENR	Sean J Allen	1945-02-02	UHC-01959-63	—	9540 Lake View Rd, Denver, CO, 80293	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-101352	ENR	Christine T Boyd	1993-03-06	UHC-02045-60	6484391037	1953 Forest Ave, Houston, TX, 77073	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-116582	ENR	Luis Kelly	1947-01-27	UHC-99509-08	2166030304	7567 Highland Ave, Glendale, AZ, 85317	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
PRV-25069	PRV	Mei Wilson	1978-03-11	UHC-28950-12	—	3147 Lincoln Way, Charlotte, NC	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407160	CLM	Dylan Stewart	1969-11-13	UHC-17496-87	—	1139 Willow Ct, Mesa, AZ, 85254	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-412149	CLM	Roger Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-427689	CLM	Timothy Pena	1965-11-13	—	—	1439 Park Pl, Sacramento, CA, 95887	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-111597	ENR	Kevn Cooper	1959-01-02	UHC-07697-89	7615965965	2403 Lincoln Way, Eden Prairie, MN, 55371	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-126901	ENR	Hannah Garcia	1983-05-16	UHC-57173-47	4014271897	8769 Apache Blvd, Columbus, OH, 43229	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-408012	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-408011	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
ENR-108814	ENR	Janice Alexander	2008-05-23	UHC-43589-03	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-416412	CLM	Amber B Bryant	1989-11-09	UHC-16604-78	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-24191	PRV	Stephen B Hayes	1945-03-09	—	—	5994 Willow Ct, Scottsdale, AZ, 85264	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
ENR-122445	ENR	Lori Nunez	2002-06-18	UHC-64875-75	2807529601	5216 Meadow Ln, Plano, TX, 75053	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed
CLM-402921	CLM	Gerald Hudson	1950-12-20	—	2025100902	1693 Market St, Tampa, FL, 33674	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-23544	PRV	Kathleen Bryant	1993-08-19	—	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-430535	CLM	Ethan T Ramos	1996-07-20	UHC-82654-90	5419892694	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-115783	ENR	Edwrd H Lee	1978-01-04	UHC-45832-94	5792690376	8832 Palm Dr, Mesa, AZ, 85240	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-126043	ENR	Noah Washington	1978-09-03	UHC-11037-22	7812192738	4831 Apache Blvd, Nashville, TN, 37255	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-102092	ENR	Brandon E Porter	1947-04-22	UHC-21240-90	7575976324	7764 Pine Dr # 656, Miami, FL, 33165	0.68	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed
ENR-102457	ENR	Peter Sullivan	1953-07-23	—	6849106239	178 Desert Sky Blvd, San Antonio, TX, 78259	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-52236	TPA	Arthur Greene	2006-06-20	—	—	—	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
PRV-24102	PRV	Mary Owens	1943-01-19	—	—	726 Sunset Blvd, Atlanta, GA, 30394	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-419639	CLM	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-126299	ENR	Bryan F Jenkins	1960-03-11	UHC-86921-29	4164526987	9780 Union St, Nashville, TN, 37242	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-138587	ENR	Jack N Hudson	1957-02-25	UHC-09237-41	9497529591	4318 Spring St, Miami, FL, 33181	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
ENR-135568	ENR	Lisa K Graham	1956-08-06	UHC-69384-55	2669411647	6089 Apache Blvd, Eden Prairie, MN, 55377	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
TPA-55980	TPA	Terry Schmidt	1993-06-16	—	—	4118 Pine Dr, Miami, FL, 33196	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-424681	CLM	Danielle Graham	1985-10-18	UHC-01900-59	3775011977	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-107346	ENR	Alice T Walker	1947-06-05	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.68	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased
PRV-24843	PRV	Willie G Mreno	1965-07-25	—	2845322100	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-102276	ENR	Cynthia W Nichols	1963-03-16	UHC-36208-79	9597012319	7549 Main St, Mesa, AZ, 85292	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-413887	CLM	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25624	PRV	Peter Cunningham	1965-02-27	UHC-99835-78	7143207399	7919 Union St, Plano, TX, 75005	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-427162	CLM	Alexander Hudson	1964-03-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-111642	ENR	Keith J Brooks	2005-04-21	UHC-41430-75	3716807862	2003 Grand Ave, Miami, FL, 33158	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-138768	ENR	Nicole Anderson	1977-12-08	UHC-27498-17	2676246973	7951 Sage Ct, Minneapolis, MN, 55465	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-132072	ENR	Jesse Fernandez	1954-03-09	UHC-88309-60	8075922637	4226 Jefferson Ave, Plano, TX, 75088	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-61049	TPA	Danielle Henry	1950-11-16	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121101	ENR	Lori Z Gibson	1960-08-15	UHC-03400-57	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased

6,661 rows, page 92 of 134Previous Next