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

Claims, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421167	CLM	Ashley Patterson	1989-04-24	UHC-07593-45	—	9026 Lake View Rd, Denver, CO, 80220	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-419554	CLM	Brittany Jensen	2006-05-17	UHC-37798-78	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-413816	CLM	Nancy J Wallace	1975-03-03	UHC-28795-61	—	556 Mesa Dr, Plano, TX, 75030	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415851	CLM	Sean Olson	1989-11-15	UHC-92464-20	—	9155 Broadway, Dallas, TX	0.80	Member ID reformatted Address re-cased ZIP missing Placeholder values cleared
CLM-409268	CLM	Hiroshi Miller	1978-09-12	UHC-76081-36	—	8858 Sage Ct, Gilbert, AZ, 85263	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424678	CLM	Ann Berry	2003-05-28	UHC-79552-37	—	7288 Broadway, Eden Prairie, MN, 55364	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-403661	CLM	Nathan Morrison	1976-10-19	UHC-32458-35	5257772917	1788 Valley View Dr, Seattle, WA, 98117	0.82	Phone reformatted Member ID reformatted Gender normalised
CLM-400549	CLM	Amy Wong	1972-07-16	UHC-19081-16	—	5871 Baseline Rd, Glendale, AZ, 85320	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-432182	CLM	Madison Allen	1995-10-23	UHC-41395-61	—	8889 Ocean Ave, Sacramento, CA, 95893	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-426391	CLM	Jsesica Sims	2004-08-08	UHC-47302-21	—	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
CLM-420473	CLM	Terry Ford	1994-10-01	UHC-24331-17	—	9719 Market St, Dallas, TX	0.82	Member ID reformatted ZIP missing Placeholder values cleared
CLM-425488	CLM	Kelly A Stephens	1994-10-12	UHC-33651-42	—	—	0.82	Middle initial moved out of first name Member ID reformatted Placeholder values cleared
CLM-427758	CLM	Denny Kelly	—	UHC-02487-95	5688398896	—	0.82	Date of birth missing Phone reformatted Member ID reformatted
CLM-422664	CLM	Ed C Duncan	1961-06-25	UHC-59797-84	8545193167	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
CLM-424490	CLM	Ann Schultz	1996-11-02	UHC-38883-83	—	6245 Union St, Chandler, AZ, 85287	0.82	Member ID reformatted Street suffix standardised Address re-cased
CLM-420040	CLM	Kayla Cole	1978-01-06	UHC-96523-84	—	1075 Sunset Blvd, San Antonio, TX, 78248	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-402416	CLM	Kayla Hart	1950-06-27	UHC-56881-49	8385126591	7021 Highland Ave, Mesa, AZ, 85211	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
CLM-427293	CLM	Christine R Valdez	1960-02-08	UHC-95611-79	8623587484	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
CLM-420011	CLM	Gloria X Torres	1991-11-21	UHC-65880-12	—	156 Sunset Blvd # 806, Charlotte, NC, 28268	0.82	Member ID reformatted Unit split from street Whitespace trimmed
CLM-417750	CLM	Gerald Sandoval	1994-01-28	UHC-41043-56	—	1877 Mesa Dr, Mesa, AZ, 85212	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-416757	CLM	Walter Blck	1952-02-19	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-404542	CLM	Susan K Rojas	1992-10-15	UHC-20787-07	—	8780 Central Ave, Tampa, FL, 33655	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-409593	CLM	Evelyn Olson	2005-11-27	UHC-46398-33	—	8984 Jefferson Ave, Jacksonville, FL	0.82	Member ID reformatted ZIP missing Placeholder values cleared
CLM-427266	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
CLM-428893	CLM	Jack C Espinoza	2001-01-19	UHC-29115-37	—	8268 Meadow Ln, Las Vegas, NV, 89109	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-428894	CLM	Jack C Espinoza	2001-01-19	UHC-29115-37	—	8268 Meadow Ln, Las Vegas, NV, 89109	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-414613	CLM	Mark Johnston	1965-11-10	UHC-67775-91	—	37 Park Pl, Columbus, OH, 43206	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-402303	CLM	Jordan Gardner	1961-01-26	UHC-08053-83	—	2247 Sage Ct, Las Vegas, NV, 89127	0.82	Member ID reformatted Street suffix standardised Address re-cased
CLM-411510	CLM	Linda Smith	1989-09-17	UHC-68199-20	—	—	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-400836	CLM	Helen Munoz	1983-02-20	UHC-59265-33	8249746784	1197 Lake View Rd, Las Vegas, NV, 89195	0.82	Phone reformatted Member ID reformatted ZIP+4 trimmed
CLM-418276	CLM	Karen Aguilar	1960-01-06	UHC-80528-02	—	552 Hillcrest Rd, Atlanta, GA, 30384	0.82	Phone missing area code Member ID reformatted Placeholder values cleared
CLM-419613	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-418221	CLM	Stephen Brown	1992-11-14	UHC-37752-51	—	2974 Baseline Rd, Austin, TX, 78743	0.82	Member ID reformatted Gender normalised Placeholder values cleared
CLM-423024	CLM	Kyle Smith	1983-12-24	UHC-64566-52	—	—	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-414597	CLM	Sean Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX	0.82	Phone reformatted Member ID reformatted ZIP missing
CLM-405973	CLM	Carl Bryant	1945-09-18	UHC-04665-45	—	60 Ridge Rd # 649, Minneapolis, MN, 55427	0.82	Member ID reformatted Unit split from street Placeholder values cleared
CLM-402250	CLM	Charlotte W Alvarez	—	UHC-27907-28	2463806005	5621 Pine Dr, Sacramento, CA, 95827	0.82	Date of birth unreadable Phone reformatted Member ID reformatted
CLM-419978	CLM	Kelly Q Lucas	1938-05-23	UHC-05461-94	5442390657	8835 Market St, Las Vegas, NV, 89106	0.82	Member ID reformatted State name converted to code Whitespace trimmed
CLM-411405	CLM	Pamela Rojas	1976-04-09	UHC-38278-60	—	2815 Elm St, Plano, TX, 75010	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-432582	CLM	Charlotte Ross	2004-10-21	UHC-74607-96	—	3803 Willow Ct Apt 38, Houston, TX, 77017	0.82	Member ID reformatted Unit split from street Placeholder values cleared
CLM-411868	CLM	Ronald P Vasquez	1941-12-01	UHC-38639-35	—	—	0.82	Member ID reformatted Gender normalised Placeholder values cleared
CLM-402052	CLM	Nancy Munoz	1947-05-03	UHC-50527-20	—	—	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-411479	CLM	Margaret Cruz	2001-01-09	UHC-61807-71	7919638151	—	0.82	Two-digit birth year Member ID reformatted Whitespace trimmed
CLM-410865	CLM	Jacqueline Flores	1939-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.82	Two-digit birth year Member ID reformatted Email lower-cased
CLM-419223	CLM	Amy Carroll	1993-12-13	UHC-63613-61	—	3972 River Rd, Atlanta, GA, 30398	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-421678	CLM	Yuki Gonzales	1983-06-23	UHC-45856-82	—	7979 Pine Dr, Charlotte, NC, 28244	0.82	Member ID reformatted State name converted to code Placeholder values cleared
CLM-429332	CLM	Maria Carlson	1955-09-12	UHC-01702-71	—	—	0.82	Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-417816	CLM	Karen H Bisop	1939-10-24	UHC-65250-19	—	1677 Lincoln Way, Atlanta, GA, 30360	0.82	Member ID reformatted Gender normalised Placeholder values cleared
CLM-404726	CLM	—Junk	1993-10-09	UHC-57400-21	—	509 Sunset Blvd, Tucson, AZ, 85751	0.82	Member ID reformatted Placeholder values cleared No usable name (quarantined)
CLM-400230	CLM	Austin Stone	1949-11-17	UHC-55219-48	—	4169 Jefferson Ave, Chandler, AZ, 85252	0.84	Member ID reformatted ZIP+4 trimmed

2,293 rows, page 34 of 46Previous Next