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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401882	CLM	Carl Boyd	1943-03-19	UHC-14674-10	8078821043	8732 Jefferson Ave, Fresno, CA, 93797	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-427582	CLM	Ralph Peterson	1995-08-04	—	4588571984	1958 Market St, Sacramento, CA, 95883	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428352	CLM	Dennis Sims	1988-04-12	UHC-61431-40	—	1106 Jefferson Ave, Gilbert, AZ, 85240	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-417200	CLM	Russell Lucas	1973-06-11	—	—	8307 Indian School Rd, Seattle, WA, 98174	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412870	CLM	Nancy L Tran	1967-05-04	—	9308262631	3686 Union St, Phoenix, AZ, 85010	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425783	CLM	Philip Graham	1968-07-26	—	—	9561 Grand Ave, Phoenix, AZ, 85028	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-424642	CLM	Vincent Sullivan	1973-06-20	UHC-26763-55	2977589648	8234 Jefferson Ave, San Antonio, TX, 78246	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412423	CLM	Kenneth George	1945-10-13	UHC-44938-15	—	8887 Pine Dr, Tucson, AZ, 85749	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420441	CLM	Omar Allen	1997-07-16	—	7754676155	5570 Lincoln Way, Charlotte, NC, 28298	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428006	CLM	Joan Young	1941-11-21	—	—	6406 Baseline Rd, Las Vegas, NV, 89128	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402726	CLM	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431125	CLM	Philip Day	1968-03-15	—	7288814564	6956 Washington St, Miami, FL, 33119	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-409838	CLM	Raymond Payne	1976-06-01	UHC-06240-95	3808478937	7626 Broadway, Denver, CO, 80272	0.80	Address re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-403853	CLM	Margaret M Torres	1995-06-22	UHC-34210-05	8554497827	1549 Ridge Rd, Jacksonville, FL, 32292	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-430052	CLM	Julia Coleman	1958-12-01	—	—	5276 Meadow Ln, Austin, TX, 78780	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-404980	CLM	Linda Sanchez	1970-03-22	UHC-89911-60	—	1796 Baseline Rd, Fresno, CA, 93732	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412386	CLM	Kyle Park	1987-07-17	UHC-98992-53	6656685396	1344 Central Ave, Tempe, AZ, 85221	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-400015	CLM	Bell K Margaret	2007-07-25	UHC-39574-66	9864893045	4859 Elm St, Tampa, FL, 33618	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-415082	CLM	Jordan Ellis	2004-09-04	UHC-92342-99	—	9877 Mesa Dr, Houston, TX, 77026	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428126	CLM	Isabella Bell	1965-01-17	UHC-68295-82	—	8002 Cedar Ln, Eden Prairie, MN, 55383	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405751	CLM	Keeith Long	1947-10-25	—	6159738489	7989 Maple Ave, Miami, FL, 33196	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411365	CLM	Elizabeth Ray	1991-01-25	—	—	7416 Oak St, Las Vegas, NV, 89186	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414032	CLM	Alexander D Guzman	1954-02-08	UHC-51864-50	8114401953	6252 Pine Dr, Dallas, TX, 75250	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409591	CLM	Olivia Thomas	1966-01-14	UHC-31622-35	—	9328 Sage Ct, Plano, TX, 75006	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-406974	CLM	Nikk Bradley	1954-07-23	UHC-38925-57	9808934958	9694 Broadway, Las Vegas, NV, 89112	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406973	CLM	Nikk Bradley	1954-07-23	UHC-38925-57	9808934958	9694 Broadway, Las Vegas, NV, 89112	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425701	CLM	Betty Willis	1958-07-17	UHC-87716-71	9513124114	2735 Cedar Ln, Houston, TX, 77086	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428209	CLM	Kyle Jimenez	1971-03-11	UHC-69540-42	—	5206 Broadway, Chandler, AZ, 85244	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408973	CLM	Nicole Sullivan	1960-08-09	—	4922062641	6031 River Rd, Phoenix, AZ, 85079	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400414	CLM	John Gardner	1947-11-06	UHC-45824-49	—	6299 Desert Sky Blvd, Austin, TX, 78722	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
CLM-420647	CLM	Ralph Nichols	1962-06-14	—	4305989682	5689 Lincoln Way, Chandler, AZ, 85269	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425210	CLM	Helen Patel	1995-03-27	—	—	3185 Valley View Dr, Nashville, TN, 37228	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-404926	CLM	Jonathna McCoy	2006-02-22	—	6152772005	6840 Ridge Rd, Phoenix, AZ, 85056	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-400292	CLM	Emma Hill	1974-02-09	UHC-72136-54	9835648155	5231 Central Ave, Tempe, AZ, 85242	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-429862	CLM	Sara Murphy	1953-07-01	—	—	8753 Palm Dr, Plano, TX, 75082	0.80	Date of birth reformatted ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
CLM-422924	CLM	Ahmed Murray	1969-10-08	—	—	8022 Lincoln Way, Atlanta, GA, 30353	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405743	CLM	Victoria Y Knight	1988-03-18	—	—	3173 Bayshore Dr, Chandler, AZ, 85264	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425292	CLM	Patrick Parker	1986-09-01	UHC-14708-32	4863249088	5982 Bayshore Dr, Tempe, AZ, 85211	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428455	CLM	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL, 33112	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431789	CLM	Donald Silva	1940-01-23	UHC-12940-18	6514403019	7928 Union St, Las Vegas, NV, 89128	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-423283	CLM	Elijah Medina	1950-10-18	—	3752726270	7269 Mesa Dr, Denver, CO, 80298	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-403804	CLM	Maria Cruz	1949-10-22	UHC-56006-43	6458067548	2274 Baseline Rd, Atlanta, GA, 30336	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-407556	CLM	Laura Gonzales	1955-03-11	—	3362313576	2608 Washington St, Fresno, CA, 93729	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425474	CLM	Sean Young	1974-01-19	—	—	1139 Broadway, Eden Prairie, MN, 55384	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-409493	CLM	Nathan Cunningham	1938-05-08	—	—	8203 Lake View Rd, Atlanta, GA, 30399	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-402971	CLM	Yuki White	1954-11-15	UHC-76332-15	—	4932 Maple Ave, Denver, CO, 80255	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-424814	CLM	Zachary Wright	2006-12-17	UHC-82374-48	—	1489 Broadway, Gilbert, AZ, 85278	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-407518	CLM	Melissa P Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.82	Phone reformatted ZIP+4 trimmed 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-420051	CLM	Joyce Garza	1970-06-04	UHC-40324-56	—	750 Forest Ave, Nashville, TN, 37243	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

2,352 rows, page 44 of 48Previous Next