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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117992	ENR	Bradley U Fowlr	1996-12-25	UHC-39855-06	—	9853 Lake View Rd, Gilbert, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared
ENR-135463	ENR	Rebecca Garcia	2001-03-24	UHC-03053-87	5029387613	3630 Baseline Rd, San Diego, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-115855	ENR	Scott D Bryant	2004-04-28	UHC-18362-92	7316249967	6789 Hillcrest Rd, Atlanta, GA	0.80	Phone reformatted Member ID reformatted ZIP missing Plan code upper-cased
ENR-112714	ENR	Christina Gratn	1979-12-28	UHC-88985-87	8279600121	9068 Central Ave, Las Vegas, NV	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-101143	ENR	Yuki V Knight	1961-10-06	UHC-53826-47	2636080778	631 Park Pl, Glendale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-101790	ENR	Fatima K Ramos	2001-02-12	UHC-91608-71	7762664557	6517 Central Ave, Plano, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-137193	ENR	Cheryl Gardner	1950-05-23	UHC-63153-67	7788819708	8161 Ocean Ave, Minneapolis, MN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-125409	ENR	Jesse Valdez	1980-02-13	UHC-62374-36	8658959878	8047 Sage Ct, San Diego, CA	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-133402	ENR	William Welch	1957-06-18	UHC-69551-40	3028901048	6116 Apache Blvd, Las Vegas, NV	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-108869	ENR	Laura A Holmes	1948-07-28	UHC-29275-38	—	3945 Lincoln Way, Plano, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-110810	ENR	Theresa P Torres	1990-03-18	UHC-55258-87	3989496320	4431 Highland Ave, San Antonio, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-121483	ENR	Theresa Herrera	1945-04-08	UHC-63529-87	2345997335	4862 Indian School Rd, Tempe, AZ	0.80	City re-cased ZIP missing Email lower-cased Whitespace trimmed
ENR-116628	ENR	Eugene Martin	1959-08-03	UHC-81837-40	9015821768	7056 Oak St, Dallas, TX	0.80	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing
ENR-106797	ENR	Yuki H Hunt	1957-05-23	UHC-13167-79	7316717973	1761 Baseline Rd, Tucson, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-101353	ENR	Ronald Sandoval	2004-01-26	UHC-92908-51	7277352193	1135 Ridge Rd, Denver, CO	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-128680	ENR	Kyle M Simmons	1973-03-27	UHC-42794-25	9327858780	9573 Broadway, Denver, CO	0.80	Name re-cased Address re-cased ZIP missing Whitespace trimmed
ENR-109502	ENR	Daniels C Gregory	1969-10-06	UHC-35145-84	4238048898	3460 Ridge Rd, Mesa, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-134479	ENR	Olivia L Bailey	1953-08-06	UHC-51764-25	9328446998	5702 Canyon Rd, Jacksonville, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-127958	ENR	Joshua R Patel	2004-06-14	UHC-70657-78	7384051949	6986 Sage Ct, Mesa, AZ	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-105511	ENR	Amanda Palmer	1965-03-27	UHC-99145-09	4743022783	5293 Lake View Rd, Gilbert, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-107200	ENR	Alice Bailey	1988-07-02	UHC-77231-18	3477219032	5898 Forest Ave, Tempe, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-135817	ENR	Sara L Freeman	1986-06-22	UHC-04806-77	8309973647	2306 Cedar Ln, Dallas, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-114476	ENR	Adaam Mendez	1974-12-26	UHC-06210-34	4866742353	2377 Ridge Rd, Orlando, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-137415	ENR	Nicole Willis	1997-02-08	UHC-86882-04	7408018267	1520 Highland Ave, Gilbert, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-125918	ENR	Thomas I Marquez	1972-05-15	UHC-65360-18	—	473 Ocean Ave, Jacksonville, FL	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-107522	ENR	Kimberly Y Andrews	1985-05-15	UHC-51086-25	—	4231 Harbor Blvd, San Antonio, TX	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-111603	ENR	Susan V Torres	1948-07-23	UHC-43424-68	4319310485	7638 Spring St, San Diego, CA	0.80	Date of birth reformatted Member ID reformatted City re-cased ZIP missing
ENR-106574	ENR	Charles Lane	1953-12-13	UHC-26831-50	—	2643 Washington St, Seattle, WA	0.80	City re-cased ZIP missing Email lower-cased Placeholder values cleared
ENR-131813	ENR	Willie M Rodriguez	1977-10-06	UHC-98614-26	8967325628	79 Market St, Plano, TX	0.80	Member ID reformatted City re-cased ZIP missing Whitespace trimmed
ENR-123736	ENR	Susan L Murphy	1969-07-25	UHC-30065-10	3835492958	6103 Meadow Ln, Eden Prairie, MN	0.80	Name re-cased City re-cased ZIP missing Whitespace trimmed
ENR-142731	ENR	Betty U Wang	1985-06-11	UHC-31162-20	2119771209	8453 Washington St, Minneapolis, MN	0.80	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed
ENR-115633	ENR	Eugene Freeman	1940-02-19	UHC-45352-36	8984501490	8536 Oak St, Austin, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-103071	ENR	Beth W Jimenez	1945-05-25	UHC-65211-83	4728965656	8362 Hillcrest Rd, Columbus, OH	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100167	ENR	Bobby Silva	1966-06-25	UHC-38822-20	5197957190	2830 Main St, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-136080	ENR	Valentina J Sanders	1978-10-26	UHC-31727-34	5092234847	8277 Indian School Rd, Scottsdale, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-121195	ENR	Bruce Stevens	2003-02-23	UHC-19250-74	8658387604	4915 Broadway, Tucson, AZ	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-138320	ENR	Amber Rodriguez	1971-04-02	UHC-59530-84	2028869631	3020 Church St, Tampa, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-109271	ENR	Emma L Harrison	1966-03-10	UHC-63140-98	8904115652	344 Grand Ave, Tampa, FL	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
ENR-133273	ENR	Donna Hicks	1952-04-13	UHC-61983-32	2439311212	2177 Highland Ave, Tempe, AZ	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
ENR-133729	ENR	Sraah Medina	1971-12-14	UHC-08978-41	8102627525	6277 Elm St, Gilbert, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-142172	ENR	Christopher Hawkins	1939-10-19	UHC-20509-49	2455172144	3342 Harbor Blvd, Sacramento, CA	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-129891	ENR	Randy Perry	1952-04-09	UHC-46301-79	5014890272	9687 Lincoln Way, Tucson, AZ	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-140002	ENR	Kathryn D Welch	1940-12-08	UHC-25311-18	9099340100	5983 Indian School Rd, Denver, CO	0.80	Phone reformatted State code upper-cased ZIP missing Whitespace trimmed
ENR-117283	ENR	Samuel Q Lynch	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
ENR-122351	ENR	Diane R Maldonado	1965-07-17	UHC-17511-15	6149673335	3768 Cedar Ln, Gilbert, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Email lower-cased
ENR-140446	ENR	Reecca J Jacobs	1971-06-11	UHC-14819-53	9242309194	6100 Spring St, Glendale, AZ	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP missing
ENR-117452	ENR	Diana W Perry	1986-06-07	UHC-40741-22	8472709172	4891 Valley View Dr, Plano, TX	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
ENR-117410	ENR	Joan Hamilton	2005-09-16	UHC-96999-97	3224209838	9063 Central Ave, Columbus, OH	0.80	Name re-cased Phone reformatted ZIP missing Email lower-cased
ENR-100913	ENR	Hannah P Rice	1989-09-19	UHC-84078-38	6585834280	5589 Camelback Rd, Orlando, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased
ENR-119892	ENR	Dylan Jenkins	2002-08-14	UHC-26712-50	—	4438 Park Pl, Dallas, TX	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared

3,340 rows, page 60 of 67Previous Next