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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418635	CLM	Sopphia Tran	1957-12-07	—	4529664935	5582 Ocean Ave, Glendale, AZ, 85303	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-423646	CLM	Emily C Padilla	1963-05-21	—	7352798111	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-428580	CLM	Henry Mariana	1946-04-24	UHC-62911-98	2368291588	5769 Desert Sky Blvd, Glendale, AZ, 85360	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422047	CLM	Carlos Campbell	1961-06-18	—	5482126607	1159 Bayshore Dr, Austin, TX, 78762	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421871	CLM	Maria Mejia	1995-03-27	—	5916611923	5526 Spring St, Mesa, AZ, 85227	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-404858	CLM	Arthur Harris	1984-02-13	—	8566058465	6027 Church St, Scottsdale, AZ, 85262	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405408	CLM	Charlotte Chen	1981-08-15	—	3137938123	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416098	CLM	Jeremy Z Aguilar	1979-11-21	—	9342961966	7625 Palm Dr, Jacksonville, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-418309	CLM	Emma Berry	—	—	2518961167	—	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427417	CLM	Karen Fowler	1990-05-23	—	4298398474	1888 Forest Ave, Tampa, FL, 33646	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416558	CLM	JackJunk	1940-04-17	UHC-69037-54	3062909753	8293 Washington St, Gilbert, AZ, 85205	0.80	Date of birth reformatted Phone reformatted Placeholder values cleared No usable name (quarantined)
CLM-410223	CLM	Lauren Butler	1948-12-06	UHC-02287-46	4685095279	204 Forest Ave, Orlando, FL, 32873	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403175	CLM	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-414523	CLM	Mariana Walker	1961-05-06	—	7009690386	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411646	CLM	Jonathan O Ortega	1993-09-14	UHC-09877-57	7463874433	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-410957	CLM	Fatima Harris	1993-07-21	—	8727874024	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407032	CLM	Joyce Y Santos	1955-10-19	—	8255946871	6973 Mesa Dr, Denver, CO, 80237	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-415848	CLM	Camila Marshall	1956-12-09	—	3347020523	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409170	CLM	Sophia Patterson	1968-12-23	—	2327194960	6635 Church St, Jacksonville, FL, 32284	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-427643	CLM	Gary Ross	1970-06-13	—	8015340747	6125 Sunset Blvd, Columbus, OH, 43268	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413206	CLM	Daneille Peterson	1989-06-24	—	4604764356	5530 Harbor Blvd, San Antonio, TX, 78236	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-404579	CLM	Amber White	1962-10-21	—	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-410863	CLM	Susan Turner	1978-10-05	UHC-41608-99	2694856509	8534 Main St, Scottsdale, AZ, 85209	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-404215	CLM	Janice Clark	1988-06-25	UHC-78491-23	5189904977	2719 River Rd, Orlando, FL, 32817	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410275	CLM	Amber Wong	1996-09-06	UHC-10320-64	5239431836	2507 Harbor Blvd, Scottsdale, AZ, 85284	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427446	CLM	Michelle Carr	1968-12-25	UHC-88441-75	3277298800	3407 Mountain View Dr, Glendale, AZ, 85366	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414832	CLM	Raymond Chen	1983-06-10	UHC-81169-12	4628434943	992 Main St, Jacksonville, FL, 32215	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401791	CLM	Walter Harris	1955-10-03	—	4837588665	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-400807	CLM	Debra Simmons	2005-06-27	UHC-13215-75	2443327255	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-420404	CLM	Lauren Martin	1969-10-25	UHC-08305-01	5286187478	7667 Willow Ct, Sacramento, CA, 95898	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411358	CLM	Rebecca J Armstrong	1938-03-22	UHC-19886-09	3043019958	5018 River Rd, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-413886	CLM	Jonathan Evans	1938-10-24	UHC-49583-74	8563434896	1311 Palm Dr, Austin, TX, 78722	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-403052	CLM	Richard Wright	1965-07-20	—	8265194705	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422196	CLM	Heather Morris	1949-06-10	UHC-15441-17	4399367405	1309 Willow Ct, Austin, TX, 78751	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-407233	CLM	Sean Bowman	1957-05-18	UHC-27509-22	5437941543	4985 Canyon Rd, Austin, TX, 78724	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404893	CLM	Wei Harrison	1954-03-02	UHC-67650-36	4509689142	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416521	CLM	Grace V Fisher	1971-03-01	UHC-44389-91	3313736736	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-415005	CLM	Laura Watkins	1961-02-15	—	2947284413	2762 Willow Ct, Mesa, AZ, 85231	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405908	CLM	Steven Salazar	1950-05-26	—	4385852568	694 Bayshore Dr, Fresno, CA, 93798	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427559	CLM	Willie Valdez	1988-02-17	UHC-39473-35	6848812897	5816 Washington St, Charlotte, NC, 28254	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406998	CLM	Carol R Clark	1989-01-03	UHC-30064-04	8272257839	6078 Lincoln Way, Columbus, OH, 43226	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-402884	CLM	Emily Robertson	1947-08-02	UHC-80611-21	5042978872	5836 Union St, Minneapolis, MN, 55491	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-409148	CLM	Zachary Nichos	1973-09-11	—	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420610	CLM	Albert Ramos	1944-03-19	—	4332356686	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408704	CLM	Amanda Larson	1948-12-20	—	6463650878	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429716	CLM	Laura Torres	1978-04-10	—	4328771091	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408578	CLM	Joshua Holmse	1977-04-20	UHC-28099-06	7197086582	2964 Bayshore Dr, Mesa, AZ, 85270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409709	CLM	Donna Coleman	1942-10-15	—	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413290	CLM	Carl Park	1963-01-14	UHC-65013-19	6372563393	9297 Ocean Ave, Fresno, CA, 93741	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-408773	CLM	Joyce Gibson	1999-11-15	—	6918799287	7972 Valley View Dr, Houston, TX, 77035	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed

11,960 rows, page 149 of 240Previous Next