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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141066	ENR	Christine A Turner	1987-04-04	UHC-86075-96	5108439347	1696 Indian School Rd, Sacramento, CA, 95820	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113991	ENR	Mateo Gordon	2000-03-20	UHC-32351-59	5628462515	9341 Ocean Ave, Scottsdale, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107016	ENR	Shirley B Morris	1942-12-21	UHC-34000-41	2588865895	4454 Camelback Rd, Sacramento, CA, 95880	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-132446	ENR	Gerald Burns	1959-06-14	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102479	ENR	Mason U Guzman	1969-02-21	UHC-87047-02	8863982756	9598 Palm Dr, San Antonio, TX, 78219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140676	ENR	Gregory Wagner	1954-11-15	UHC-65090-67	2355182610	8662 Sunset Blvd, Tucson, AZ, 85708	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128268	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135894	ENR	Sophia Garrett	1981-08-05	UHC-49634-55	7502807067	85 Elm St, Charlotte, NC, 28212	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128337	ENR	Sarah H Richards	1969-07-06	UHC-37745-14	8643960585	5747 Palm Dr, Scottsdale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104546	ENR	Emma Q Stewart	1964-11-26	UHC-29859-33	4797112391	1300 Central Ave, Eden Prairie, MN, 55346	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101876	ENR	Dylan Stewart	1972-07-12	UHC-95616-14	7909925023	527 Central Ave # 382, Chandler, AZ, 85229	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118173	ENR	Dylan Lynch	1946-09-12	UHC-50578-24	8556854066	3680 Indian School Rd, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114986	ENR	Ahmed Kelly	1938-03-15	UHC-46484-37	3582293492	7320 Forest Ave, Minneapolis, MN, 55471	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112219	ENR	Gloria Dominguez	1951-06-11	UHC-62154-95	3779975546	426 Willow Ct # 215, Glendale, AZ, 85320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125578	ENR	Philp G Garza	—	UHC-12274-17	8223167821	9889 River Rd, Phoenix, AZ, 85000	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119810	ENR	Mei SJunk	1985-04-19	UHC-52374-70	9858983921	2393 Cedar Ln, Nashville, TN, 37212	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120661	ENR	Charlotte Edwards	1957-08-28	UHC-40823-79	4816309695	2399 Pine Dr, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129727	ENR	Alex U Sims	1956-04-04	UHC-73870-63	8804560097	8247 Grand Ave, Columbus, OH, 43208	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111381	ENR	Ruth L Robertson	—	UHC-18376-75	9714784272	9595 Ridge Rd, Phoenix, AZ, 85049	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123206	ENR	Patrick Y Estrada	1985-11-12	UHC-35894-99	2396364800	9608 Oak St, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115873	ENR	Keith R Ross	1996-07-22	UHC-52260-11	4175293226	7356 Maple Ave, Houston, TX, 77015	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103242	ENR	Anthony J Chen	1999-12-01	UHC-39314-93	—	8278 Desert Sky Blvd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134208	ENR	Yuki I Daniels	1971-03-02	UHC-57335-08	4663844831	1842 Maple Ave, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113121	ENR	Mariana R Jones	2004-04-06	UHC-02793-47	2643367260	4073 Union St, Tucson, AZ, 85753	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116396	ENR	Samuel U Mendoza	1960-09-17	UHC-57129-50	5202192748	508 Washington St, Tempe, AZ, 85283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112605	ENR	Linda E Parker	1947-11-06	UHC-76252-18	9578532982	5542 Sunset Blvd, Minneapolis, MN, 55455	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132770	ENR	Amy Q Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-108183	ENR	Emma Bowman	1943-07-08	UHC-81705-08	7294158304	554 Hillcrest Rd, Tempe, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103790	ENR	James F Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121268	ENR	Kim Powell	1978-12-05	UHC-84492-43	4835748222	2043 Spring St, Gilbert, AZ, 85205	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106724	ENR	Hannah U Burke	1957-05-28	UHC-89677-50	6138132791	3542 Bayshore Dr, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128483	ENR	Ramirez Jean	2005-03-05	UHC-02634-12	—	6452 Pine Dr, Houston, TX, 77072	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128611	ENR	Ralph G Pierce	—	UHC-06360-93	2376351761	313 Meadow Ln, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-126594	ENR	Lawrence N Welch	1975-10-15	UHC-78016-26	4765231544	124 Forest Ave, Tucson, AZ, 85730	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134245	ENR	Amanda Lawwson	1970-05-26	UHC-41813-77	5695892242	2019 Highland Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127008	ENR	Yuki U Aguilar	1948-08-07	UHC-15243-44	2806802898	1365 Ridge Rd, Los Angeles, CA, 90076	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122914	ENR	Ahmed Hudson	1963-04-04	UHC-89402-89	2272459308	6882 Sage Ct, Dallas, TX, 75259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110757	ENR	Carolyn V Lane	1982-03-16	UHC-62433-43	6503042761	9521 Highland Ave, Glendale, AZ, 85367	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123364	ENR	Bryan S Simmons	1947-11-10	UHC-87202-79	—	67 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109307	ENR	Joan P Fremean	1970-09-20	UHC-15252-34	3788202786	8417 Spring St # 291, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141166	ENR	Jon Holmes	1983-10-10	UHC-68789-09	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101495	ENR	Theresa J Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd Apt 19, Atlanta, GA, 30371	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102555	ENR	Walter Allen	1948-12-07	UHC-54700-81	7756458847	6101 Hillcrest Rd, Nashville, TN, 37294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139295	ENR	Alexis E Duncan	1970-08-21	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104961	ENR	Lauren C Clark	1959-11-19	UHC-28407-27	8786097401	4118 Main St, Jacksonville, FL, 32240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119947	ENR	Tricia M Robertson	1997-07-11	UHC-21505-88	5882219616	5703 River Rd, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117190	ENR	Dennis F Allen	1959-08-20	UHC-10949-85	9352526003	5454 Ocean Ave, Plano, TX, 75065	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110217	ENR	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL, 33693	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120327	ENR	Shirley Burton	1979-04-27	UHC-79252-08	6028966728	9840 Ocean Ave, San Antonio, TX, 78265	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-109492	ENR	Carlos Ruiz	2005-04-19	UHC-41536-90	4923701850	7823 Highland Ave, Fresno, CA, 93704	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more

26,564 rows, page 186 of 532Previous Next