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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121440	ENR	Mei Turner	1941-10-09	UHC-49851-73	3912678899	9888 Sunset Blvd, Scottsdale, AZ, 85219	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127121	ENR	Jonathan Z Snyder	—	UHC-01722-15	9414694853	8015 Oak St, Tampa, FL, 33683	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-126017	ENR	Mei Moreno	1945-09-16	UHC-60887-74	3096666398	4287 Mountain View Dr, Denver, CO, 80286	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115221	ENR	Joseph Prie	2002-11-10	UHC-20155-94	5697032602	2777 Hillcrest Rd, Denver, CO, 80250	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-118366	ENR	Dennis K Carroll	1961-09-16	UHC-40495-60	8469663744	2244 Indian School Rd, Eden Prairie, MN, 55334	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-140897	ENR	Michelle Rodriguez	1972-06-16	UHC-00229-95	6906439463	7685 Desert Sky Blvd, Glendale, AZ, 85328	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-138658	ENR	Jonathan Green	2005-09-06	UHC-90939-16	—	43 Desert Sky Blvd, Orlando, FL, 32851	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-110904	ENR	Sandra R Armstrong	2002-10-02	UHC-91700-78	8517128635	1394 Baseline Rd, Glendale, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
ENR-140747	ENR	Amanda G Gibson	1938-02-15	UHC-89438-32	7508292181	6501 Meadow Ln, Plano, TX, 75094	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-121227	ENR	Frances Z Rogers	1953-05-25	UHC-18099-21	8117742862	131 Lake View Rd, Sacramento, CA, 95868	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139047	ENR	Daniele Stevens	1944-02-13	UHC-46226-50	9558861612	4873 Ocean Ave, Chandler, AZ, 85215	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-116223	ENR	Keith McDonald	1941-01-01	UHC-82124-06	—	1076 Apache Blvd, Sacramento, CA, 95814	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127772	ENR	Mary D Shaw	1949-10-03	UHC-02636-81	4666966525	8227 Jefferson Ave, Eden Prairie, MN, 55310	0.78	Name re-cased City re-cased Gender normalised Plan code upper-cased+1 more
ENR-137916	ENR	Susan Diaz	1963-09-01	UHC-72659-15	3115621473	9143 Desert Sky Blvd, Phoenix, AZ, 85009	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-141633	ENR	Yuki X Williamson	2000-03-19	UHC-67835-34	2598489270	4914 Sage Ct, Jacksonville, FL, 32270	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-106213	ENR	Samuel Johnston	1978-02-08	UHC-27674-38	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126520	ENR	Denise Nichols	1980-04-27	UHC-02735-29	2663074740	5768 Sunset Blvd, Orlando, FL, 32875	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128581	ENR	Gerald O Bell	1972-01-17	UHC-54686-84	7545231201	581 Oak St, Mesa, AZ, 85264	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132405	ENR	Charles W Reeid	1969-06-14	UHC-11944-53	3702182011	3202 Lincoln Way, Tempe, AZ, 85211	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106714	ENR	Walter S Wallace	1947-11-07	UHC-21909-81	6117535138	4602 Washington St, Tampa, FL, 33666	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109317	ENR	Christina Bowman	1976-04-24	UHC-36877-11	3469615209	5791 Meadow Ln, Denver, CO, 80286	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-138903	ENR	Joshua Campbell	1939-03-16	UHC-12728-30	6599837536	2377 Harbor Blvd, Fresno, CA, 93745	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-106587	ENR	Julia Meyer	1974-10-05	UHC-32929-28	4508333637	2629 Bayshore Dr, Sacramento, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-116742	ENR	Stephen Duncan	1963-01-07	UHC-52474-88	8456888882	2845 Market St, Tampa, FL, 33648	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-140797	ENR	Madison Johnson	1985-03-26	UHC-26396-77	—	1279 Broadway, Tucson, AZ, 85702	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
ENR-107757	ENR	Kathryn L Harvey	1999-12-05	UHC-42616-47	6838017576	1314 Main St, Mesa, AZ, 85254	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114652	ENR	Brian U Powell	1972-03-11	UHC-93282-35	6553298627	3245 Main St, Denver, CO, 80255	0.78	Phone reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-142914	ENR	Roger Knight	1977-11-15	UHC-48816-54	—	6386 River Rd, Chandler, AZ, 85280	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
ENR-115666	ENR	Jose X Johnson	1982-07-10	—	6836489848	791 Maple Ave, Las Vegas, NV, 89182	0.78	Date of birth reformatted City re-cased State name converted to code Plan code upper-cased+1 more
ENR-113967	ENR	Hiroshi Lynch	1965-10-25	UHC-75411-44	—	581 Cedar Ln, Tampa, FL, 33626	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-125999	ENR	Gerald Maldonado	1946-04-17	—	9844676267	336 Broadway, Chandler, AZ, 85223	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-103119	ENR	Margaret D Franklin	1941-10-02	UHC-75474-29	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-102969	ENR	Alan Rice	1989-01-27	UHC-29266-34	—	4973 Church St, Tucson, AZ, 85721	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-128131	ENR	Ahmed E Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.78	Name re-cased City re-cased ZIP+4 trimmed Plan code upper-cased+1 more
ENR-117690	ENR	Ralph X Alexander	1981-03-28	UHC-79617-45	6038183908	3489 Jefferson Ave, San Antonio, TX, 78255	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106321	ENR	Jeessica Warren	1965-07-28	UHC-69722-25	—	9732 Forest Ave, Los Angeles, CA, 90089	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-140791	ENR	Ashley Z Mendoza	1974-02-09	UHC-10098-84	5016939670	8058 Palm Dr, Chandler, AZ, 85235	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104642	ENR	Cynthia Rodriguez	1977-01-27	UHC-17553-20	5005479875	9288 Oak St, Austin, TX, 78757	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-136388	ENR	Daniel U Thompson	1954-07-13	UHC-93462-48	2454240458	3387 Baseline Rd, Las Vegas, NV, 89191	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-114290	ENR	Charles Dunn	1993-10-24	UHC-26801-85	9608153372	4956 Meadow Ln, Columbus, OH, 43288	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-126610	ENR	Thomas Berry	1994-08-14	UHC-80771-70	4312346579	9827 Mountain View Dr, San Antonio, TX, 78274	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-131545	ENR	Philip Z Sullivvan	1917-02-07	UHC-73279-50	6656348868	8009 Spring St, Charlotte, NC, 28236	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-133198	ENR	Gerald C Smith	1954-03-04	UHC-83009-18	7386078442	3232 Park Pl, Minneapolis, MN, 55441	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128239	ENR	Juan U Thomas	1987-02-21	UHC-43427-14	8797184660	3861 Central Ave, Phoenix, AZ, 85037	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-129312	ENR	Gerald Santiiago	1978-04-18	UHC-84916-50	—	7338 Broadway Apt 3, Gilbert, AZ, 85217	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
ENR-141918	ENR	Helen R Martin	1996-04-09	UHC-66521-88	7377639489	8841 Market St, Minneapolis, MN, 55498	0.78	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+1 more
ENR-127347	ENR	Elizabeth Bishop	1956-12-27	UHC-78286-67	9679944942	5904 Harbor Blvd, Plano, TX, 75067	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120997	ENR	Alexander E Hcks	1946-12-18	UHC-06333-47	7292394376	8706 Park Pl, Charlotte, NC, 28274	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115441	ENR	Janet Mills	1957-01-17	UHC-48399-82	9156178071	1764 Pine Dr, Phoenix, AZ, 85034	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125166	ENR	Theresa Little	1994-03-22	UHC-03947-55	3026793784	8899 Maple Ave, Charlotte, NC, 28210	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

8,423 rows, page 118 of 169Previous Next