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-140139	ENR	Diane L Fisher	1984-02-16	UHC-53365-30	2767398459	4157 Church St Apt 9, Columbus, OH, 43285	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123413	ENR	Kyle B Oslon	1998-06-26	UHC-89184-73	4578211779	774 Harbor Blvd, Orlando, FL, 32898	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-118309	ENR	Sarah Burns	1957-05-23	UHC-70818-69	9627167220	2920 Hillcrest Rd, Sacramento, CA, 95834	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112703	ENR	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123589	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114629	ENR	Valentina Marshall	—	UHC-34628-13	5736138237	6701 Mountain View Dr, Austin, TX, 78717	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-119610	ENR	Ahmed F Edwards	1997-12-19	UHC-35674-54	6274661495	9550 Palm Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107447	ENR	Ruth Williams	1945-02-14	UHC-57933-77	3666020616	4734 Pine Dr, Tempe, AZ, 85250	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127116	ENR	Sandra H Bell	1952-11-28	UHC-70265-57	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-130860	ENR	Ethan K Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106337	ENR	Thomas Q Hart	2004-09-01	UHC-88572-81	—	3114 Sage Ct, Seattle, WA, 98128	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-130846	ENR	Bruce T Graham	1938-04-24	UHC-62566-62	7747627572	5761 Elm St, Tampa, FL, 33641	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122649	ENR	Joshua O Turner	2006-01-21	UHC-52997-64	5898925828	1947 Grand Ave, Houston, TX, 77024	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-116895	ENR	Beverly Z Austin	2000-02-11	UHC-48975-69	4548622635	1700 Broadway, Houston, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133126	ENR	Benjamin V Stone	1986-11-28	UHC-33045-31	8237057406	8811 Palm Dr, Tampa, FL, 33645	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105533	ENR	Anna Willis	1963-11-06	UHC-02375-50	7695472625	7346 Grand Ave, Seattle, WA, 98119	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115302	ENR	George Day	1963-09-28	UHC-52847-57	3234607260	6255 River Rd, Phoenix, AZ, 85095	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102329	ENR	Bobby Kelly	1975-04-25	UHC-98988-55	3875832552	5505 Washington St # 655, Columbus, OH, 43298	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134123	ENR	Brandon Hayes	1971-06-09	—	2987445210	8682 Ridge Rd # 257, Nashville, TN, 37287	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-105713	ENR	Catherine A Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St Apt 20, Seattle, WA, 98189	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137475	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-131624	ENR	Santiago J Lawrence	1983-05-25	UHC-56649-87	—	4938 Bayshore Dr, Fresno, CA, 93722	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-109078	ENR	Jesse Alexander	2007-02-13	UHC-98335-18	3156531933	7579 Canyon Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142126	ENR	Catherine O Allen	1954-03-19	UHC-76664-88	2056882186	9190 Harbor Blvd, San Antonio, TX, 78235	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-132322	ENR	Scott M Singh	2006-10-16	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-106893	ENR	Emma G Willis	1954-08-24	UHC-58209-41	3946726890	5090 Forest Ave, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101941	ENR	Soffia J Chen	1996-09-25	UHC-18452-22	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-106864	ENR	Ryan Green	1995-12-03	UHC-87774-30	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119616	ENR	Karen E Reid	2007-11-19	UHC-85538-22	9656575043	8686 Bayshore Dr, Sacramento, CA, 95851	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-130927	ENR	Virginia Burton	1994-09-10	UHC-53335-75	2067410784	210 River Rd, Dallas, TX, 75267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100388	ENR	Jeremy I Harrison	1957-08-11	UHC-54876-15	5879606942	6148 Church St, Nashville, TN, 37262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124459	ENR	Doris G Hernandez	1957-01-06	UHC-83598-54	2619738857	677 Willow Ct, Tempe, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111085	ENR	Cynthia Gonzalez	2004-10-16	UHC-20910-26	8008834771	9167 Church St, Austin, TX	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-109614	ENR	Andy O Grant	1990-01-28	UHC-42515-76	4023618029	3319 Camelback Rd, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140623	ENR	Jaocb Sandoval	1999-07-07	UHC-89969-12	3937201192	1111 Mesa Dr, Atlanta, GA, 30330	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-136275	ENR	Saan F Richards	1989-11-17	UHC-18538-26	7137346385	7133 Apache Blvd, Nashville, TN, 37244	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101970	ENR	Karen Harrison	1982-01-07	UHC-95685-99	2615664410	4512 Harbor Blvd, Mesa, AZ, 85228	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103707	ENR	Douglas Y Henderson	1973-03-09	UHC-73129-84	6752727486	5324 Central Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-131557	ENR	Jean D Black	1959-10-05	UHC-94600-18	8908104685	1446 Ocean Ave, Dallas, TX, 75218	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117008	ENR	Nicholas V Fller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-132619	ENR	Nancy Z Rios	1977-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-136744	ENR	Karen Fowler	1978-08-06	UHC-87943-29	6973129340	2630 Sunset Blvd, Tucson, AZ, 85737	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138742	ENR	Frances N Bryant	1943-02-02	UHC-29333-35	8047377186	1254 Jefferson Ave, Tampa, FL, 33688	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123187	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106568	ENR	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123436	ENR	Sandra A Fields	1971-01-01	UHC-89039-66	9254557532	7649 Valley View Dr, Jacksonville, FL, 32256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118652	ENR	Helen Griffin	1980-06-25	UHC-02984-29	4259373808	543 Mesa Dr, Houston, TX, 77091	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-125122	ENR	Jesse K Wood	1995-03-01	UHC-53279-40	2524971008	6327 Indian School Rd, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100206	ENR	Cheryl J Miller	1961-12-23	UHC-60441-39	7742229884	4059 Harbor Blvd, Denver, CO, 80273	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106916	ENR	Kate Daniels	1993-12-04	UHC-46531-41	7475710519	4170 Market St, Glendale, AZ, 85319	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

8,423 rows, page 58 of 169Previous Next