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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411417	CLM	Ashley Ryan	1968-11-18	UHC-36732-55	5507050464	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-402394	CLM	Randy Harrison	1985-11-20	UHC-93922-74	—	5559 Sage Ct, Chandler, AZ, 85226	0.92	Date of birth reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-431086	CLM	Natalie Thompson	1999-02-26	UHC-21601-34	3444885569	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-401783	CLM	Amy Rice	1991-06-04	—	—	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-421313	CLM	Vincent Diaz	1958-10-01	UHC-09083-91	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-401639	CLM	Charles Marquez	1991-05-09	—	5675652015	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-428004	CLM	Evelyn Robinson	1941-09-14	UHC-32766-97	2334245704	8735 Market St, Dallas, TX, 75297	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-402332	CLM	Hannah U Brooks	1987-10-13	UHC-92871-62	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-416271	CLM	Luis Gonzalez	1939-04-05	UHC-53033-91	9529602104	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-432204	CLM	Allen Marcus	1984-07-06	UHC-50145-65	—	474 Harbor Blvd, Eden Prairie, MN, 55391	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-415645	CLM	Austin Johnson	2008-01-03	UHC-23041-70	—	517 Mountain View Dr, Minneapolis, MN, 55440	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-404138	CLM	Willie V Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-427370	CLM	Sophia G Rivera	1983-06-15	UHC-90624-07	—	—	0.92	Name re-cased Member ID reformatted Plan code upper-cased Placeholder values cleared
CLM-408959	CLM	Andrea Carroll	1988-07-02	UHC-45950-02	—	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-410748	CLM	Hannah Rivera	1967-09-15	UHC-32282-46	3284146923	—	0.92	Date of birth reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-406953	CLM	David W Lee	1961-01-02	UHC-73882-26	5885345140	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-425305	CLM	Kayla Martin	1981-02-09	UHC-86306-82	7303882240	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-415890	CLM	Priay Hunter	1954-01-20	—	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-402335	CLM	Lori Olson	1972-04-21	UHC-57873-65	6896935371	—	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411768	CLM	Alice Price	1963-10-13	—	—	4590 Sunset Blvd, Atlanta, GA, 30315	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-427804	CLM	Benjamin Ward	1965-07-26	UHC-26457-96	—	4093 Broadway, Charlotte, NC, 28219	0.92	Name re-cased Address re-cased Plan code upper-cased Placeholder values cleared
CLM-415243	CLM	Ann Gonzalez	1960-10-27	UHC-34996-49	—	4617 Grand Ave, Sacramento, CA, 95855	0.92	Date of birth reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-402344	CLM	Ana Singh	1965-06-17	UHC-90751-15	2825572922	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422555	CLM	Randy Green	2005-06-07	—	2489980247	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-403086	CLM	Charlotte Rogers	1974-05-26	UHC-61741-31	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-402564	CLM	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.92	State code upper-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-408988	CLM	Grace Maldonado	1979-06-18	UHC-80617-85	4392760798	5716 Ridge Rd, Tucson, AZ, 85708	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-430472	CLM	Elijah Jensen	1939-08-12	UHC-95595-94	—	—	0.92	Name re-cased Email lower-cased Plan code upper-cased Placeholder values cleared
CLM-427992	CLM	Christina Rose	1999-01-02	UHC-21461-75	—	1652 Indian School Rd, Scottsdale, AZ, 85270	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429165	CLM	Nahan U Peters	1984-03-14	—	4543880965	7611 Spring St, Gilbert, AZ, 85263	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-407634	CLM	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-429722	CLM	Ann Chapman	1986-05-03	UHC-64581-18	3295190355	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-415172	CLM	Lori Matthews	2000-11-13	UHC-03231-10	—	6793 Market St, Mesa, AZ, 85218	0.92	City re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430187	CLM	Ronald Thomas	1999-03-07	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422693	CLM	Richard Santiago	1986-05-09	UHC-26774-18	6607451570	—	0.94	Name re-cased Phone reformatted Plan code upper-cased
CLM-417700	CLM	Noah Rogers	1958-04-08	—	8824235999	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-406656	CLM	Alexander Rose	1978-06-08	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-428460	CLM	Kyle Peters	1955-11-12	—	—	6379 Willow Ct, Orlando, FL, 32836	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-407952	CLM	Priya U Nelson	1961-02-03	UHC-65947-09	7128746994	9565 Ridge Rd, Seattle, WA, 98154	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430597	CLM	Nicholas Lee	1982-02-25	—	7814909669	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-408016	CLM	Cheryl Daniels	1966-01-28	UHC-21002-42	—	1820 Jefferson Ave, Phoenix, AZ, 85091	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-424031	CLM	Megan Kim	2008-03-28	UHC-45400-47	8206878393	—	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-432711	CLM	Joseph T Payne	1971-07-21	UHC-40121-50	—	8176 Hillcrest Rd, Orlando, FL, 32897	0.94	City re-cased Plan code upper-cased Placeholder values cleared
CLM-431261	CLM	Elizabeth Hill	1955-09-10	UHC-20603-46	—	7369 Mesa Dr, Plano, TX, 75056	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-420488	CLM	Walter Patterson	1986-05-25	—	5666170182	3166 Mountain View Dr, Las Vegas, NV, 89122	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-426128	CLM	Joseph Hayes	1967-08-14	—	—	—	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
CLM-423707	CLM	Joyce Montgomery	1959-03-09	UHC-22282-57	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-407119	CLM	Frank Bowman	1976-05-12	—	—	—	0.94	Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-409895	CLM	Christine George	2006-08-21	—	—	2631 Highland Ave, Austin, TX, 78729	0.94	City re-cased Plan code upper-cased Placeholder values cleared
CLM-421197	CLM	Madison Guzman	2008-05-25	—	3456306055	9638 Park Pl, Glendale, AZ, 85311	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared

825 rows, page 15 of 17Previous Next