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-401640	CLM	Charles Marquez	1991-05-09	UHC-90696-28	5675652015	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408800	CLM	Emma Dunn	1972-11-22	UHC-28577-51	6095564294	7042 Broadway, Chandler, AZ, 85249	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412673	CLM	Sean Yang	1983-04-25	UHC-70905-11	7776913028	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-406378	CLM	Mark Roberts	1955-12-08	—	2818590566	9141 Hillcrest Rd, Dallas, TX, 75281	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-419494	CLM	Jennifer Fizher	1993-11-23	UHC-26712-13	4397889024	3366 Palm Dr, Jacksonville, FL, 32292	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425816	CLM	Thomas S Jordan	2002-11-26	UHC-61772-32	7104981349	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430004	CLM	Yuki Vasquez	1976-10-23	—	5813635194	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413358	CLM	Brandon X Rojs	1940-05-16	UHC-05735-97	3353194071	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-412279	CLM	Jacob Campbell	1958-03-04	UHC-01919-31	7002478013	7207 Meadow Ln, Tempe, AZ, 85239	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430626	CLM	Edward Hunt	1999-06-24	—	9463364219	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-426002	CLM	Zachary Hunt	1990-01-21	UHC-68795-03	5872830589	9239 Canyon Rd, Scottsdale, AZ, 85295	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-405577	CLM	Aaron F Cruz	1996-11-03	—	6938838610	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424739	CLM	Santiago Peterson	1979-11-22	UHC-10537-45	9269176255	5981 Jefferson Ave, Dallas, TX, 75282	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-402613	CLM	Joey Q Mitchell	1991-08-04	UHC-11166-10	9616066920	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425620	CLM	Bryan A Schultz	1947-12-11	UHC-81701-49	9744589103	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431370	CLM	William Collins	1973-01-09	—	4868085700	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407068	CLM	Nathan Reid	2006-12-04	UHC-40503-63	4882185012	5762 Jefferson Ave, Miami, FL, 33164	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420646	CLM	Adam Campbell	1941-09-13	UHC-29663-24	5944268146	9218 Sunset Blvd, Atlanta, GA, 30341	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-413890	CLM	Tony Davis	1950-09-01	—	5156974317	6352 Bayshore Dr, Gilbert, AZ, 85292	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-414948	CLM	Randy Sinngh	1988-05-12	—	9439908407	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427803	CLM	Debra Singh	1993-07-11	UHC-43089-48	4242360970	—	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-404792	CLM	Patick N Spencer	2007-05-02	UHC-96131-84	4588726298	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-428537	CLM	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-416218	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	628 Pine Dr, Seattle, WA, 98105	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
CLM-412154	CLM	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431550	CLM	Rebecca Payne	1939-03-10	—	6297749005	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414713	CLM	Jack Schmidt	1991-03-04	UHC-82922-67	6667473273	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428320	CLM	Cheryl R Reynolds	1947-12-05	—	5443398066	2655 Market St, Minneapolis, MN, 55482	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-411785	CLM	Arjun O Jackson	1988-01-06	—	8265469652	9393 Forest Ave, Jacksonville, FL, 32294	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-401676	CLM	Brian Snyder	1969-11-19	—	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404419	CLM	Dorothy U Bowman	2006-04-10	UHC-69668-05	3144859122	3967 Desert Sky Blvd, Minneapolis, MN, 55480	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-406881	CLM	Maria Hanson	1991-05-16	—	7124154265	4857 Oak St, Tampa, FL, 33644	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-404283	CLM	Aisha Fowler	1946-04-20	UHC-20279-26	3557586805	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409970	CLM	Austin Dominguez	1954-04-10	UHC-89799-58	5792364402	7136 Cedar Ln, Tampa, FL, 33601	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-402579	CLM	Teresa McCoy	1976-08-20	—	2045096146	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415351	CLM	Pamela Wilson	1942-07-21	UHC-01249-68	9678349119	175 Camelback Rd, San Antonio, TX, 78280	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413623	CLM	Eric Sullivan	1963-09-08	—	4495005274	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-423379	CLM	Laura Alvarado	1967-03-02	UHC-14487-86	4777190704	6944 Mountain View Dr, Glendale, AZ, 85398	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-408657	CLM	Gloria Clark	1991-04-21	UHC-39156-96	9477489153	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430750	CLM	Catherine Watson	1953-10-15	UHC-84591-32	3133653410	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-430751	CLM	Catherine Watson	1953-10-15	UHC-84591-32	3133653410	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431661	CLM	James Porter	1948-06-18	UHC-83196-09	7933835208	8111 Ocean Ave, Atlanta, GA, 30316	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-424026	CLM	Salazar Suusan	1966-12-23	—	7436860152	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417048	CLM	Montgomery C Lauren	1983-02-01	UHC-75031-08	6044000336	3614 Canyon Rd, Fresno, CA, 93756	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-428678	CLM	Vincent O Owens	1940-03-06	UHC-82525-96	3325679622	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400993	CLM	Matthew Jensan	1973-08-26	—	5905928265	4550 Jefferson Ave, Seattle, WA, 98171	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-414379	CLM	Jason Ortega	1941-09-03	UHC-52395-15	7943648119	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-404788	CLM	Robert D Gray	2002-09-01	UHC-59499-59	2015048198	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401056	CLM	Linda Meyer	1944-02-05	UHC-48123-49	5295594941	1475 Hillcrest Rd, Columbus, OH, 43264	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-427031	CLM	Rebbecca Garcia	2001-03-24	—	5029387613	3630 Baseline Rd, San Diego, CA, 92120	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

11,960 rows, page 182 of 240Previous Next