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

Provider network, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22928	PRV	Bob Hunter	1967-12-10	UHC-35728-26	9448457328	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-21345	PRV	Roger Payne	2005-04-06	UHC-87094-74	2286699152	2210 Ridge Rd, Chandler, AZ, 85210	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-25309	PRV	Valentina M Hayes	1952-04-28	UHC-86120-56	2417407827	6380 Washington St, Scottsdale, AZ, 85229	0.88	Date of birth reformatted Member ID reformatted City re-cased Email lower-cased+2 more
PRV-24728	PRV	Daniel Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd, Miami, FL, 33128	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
PRV-20649	PRV	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	—	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-22770	PRV	Mariana O Johnson	1997-03-21	UHC-60276-16	4404821064	1867 Mountain View Dr, Dallas, TX, 75206	0.88	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
PRV-24168	PRV	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN, 37272	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24590	PRV	Brian S Larson	1984-01-01	—	7875491229	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-22471	PRV	Ronald Dunn	1949-01-14	UHC-38783-47	7947678863	1118 Desert Sky Blvd, Fresno, CA, 93772	0.88	Phone reformatted Member ID reformatted State code upper-cased Email lower-cased+2 more
PRV-20923	PRV	Ann Elliott	1990-05-15	—	2843122218	3996 Broadway, Glendale, AZ, 85361	0.88	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased+2 more
PRV-20700	PRV	Helen Harvey	1942-02-24	—	3364512165	9675 Broadway, Nashville, TN, 37203	0.88	Name re-cased Phone reformatted Address re-cased Email lower-cased+2 more
PRV-24347	PRV	Christine Garcia	1960-03-06	—	3934424041	2995 Broadway, Minneapolis, MN, 55477	0.88	Name re-cased Phone reformatted Address re-cased City re-cased+2 more
PRV-22627	PRV	Bradley Baker	1997-02-18	—	2687916853	5704 Broadway, Sacramento, CA, 95852	0.88	Date of birth reformatted Phone reformatted Address re-cased Email lower-cased+2 more
PRV-20474	PRV	Maria P Peterson	1984-06-19	UHC-70195-31	8104349538	9048 Lake View Rd, Tempe, AZ, 85271	0.88	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
PRV-27785	PRV	Aaron Barnes	1945-11-27	UHC-75608-11	8092818450	9539 River Rd, Columbus, OH, 43270	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-27622	PRV	Scott Duncan	1970-06-06	—	2014421258	71 Bayshore Dr, Los Angeles, CA, 90071	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
PRV-29199	PRV	Anthony Perkins	1988-06-09	UHC-29134-84	4156884151	5905 Elm St, Las Vegas, NV, 89113	0.88	Phone reformatted Member ID reformatted City re-cased Email lower-cased+2 more
PRV-28157	PRV	Roger Robertson	2002-05-06	—	7649410369	—	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21658	PRV	Adam Simpson	1949-08-17	—	3427087271	1763 Sage Ct, Scottsdale, AZ, 85273	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26746	PRV	Jonathan H Johnston	1977-03-04	—	9172331133	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23603	PRV	Beverly Y Hunt	1984-05-06	UHC-39169-49	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26109	PRV	Christopher Russell	1958-05-19	—	7678880764	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-25737	PRV	Amber Munoz	1984-08-17	UHC-03266-71	5585273189	9780 Maple Ave, Chandler, AZ, 85275	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-21801	PRV	Helen Gray	1978-07-03	UHC-92539-10	5214004681	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-29514	PRV	Cheryl Carr	1981-12-11	—	6254293747	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-23254	PRV	Adam A Weaver	1941-07-08	—	2108899697	4901 Spring St, Mesa, AZ, 85271	0.90	Phone reformatted City re-cased State code upper-cased Email lower-cased+1 more
PRV-25411	PRV	Brue Olson	1938-06-21	—	4864539108	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26517	PRV	Matthew Schmidt	1990-04-09	UHC-21293-99	7876960213	—	0.90	Name re-cased Member ID reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23761	PRV	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	3458 Oak St, San Antonio, TX, 78282	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
PRV-22621	PRV	Janice V Carlson	2000-11-15	—	8155964117	627 Lincoln Way, Nashville, TN, 37253	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26616	PRV	Sharon Campbell	1956-06-07	UHC-06772-04	4465041093	878 Canyon Rd, Tucson, AZ, 85718	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
PRV-23564	PRV	Judy Cooper	1964-09-18	—	—	3369 Apache Blvd, Gilbert, AZ, 85221	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-21483	PRV	Kathy Padilla	1969-03-14	—	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21254	PRV	Arthur K Meyer	1985-07-06	UHC-06599-74	4806786816	1047 Mountain View Dr, Houston, TX, 77050	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27687	PRV	Martha Snyder	1989-05-08	—	7964328536	6526 Broadway, Plano, TX, 75074	0.90	Name re-cased Date of birth reformatted City re-cased Email lower-cased+1 more
PRV-25001	PRV	Mendez Jordan	1971-06-10	UHC-72598-96	6963667600	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-25544	PRV	Bryan Z Black	1971-12-12	UHC-91280-66	3177925074	6915 Lake View Rd, Atlanta, GA, 30392	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27203	PRV	Tyler Wagner	1977-08-17	UHC-29723-33	4056658474	8116 Willow Ct, San Antonio, TX, 78239	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
PRV-28371	PRV	Randy E Carpenter	1977-11-13	—	2086033139	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-26485	PRV	Priya H Ortiz	1943-10-11	UHC-82529-11	6228358243	3640 Lake View Rd, Dallas, TX, 75241	0.90	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+1 more
PRV-29577	PRV	Dorothy J Brown	1944-01-28	—	6807695955	8317 Mountain View Dr, Nashville, TN, 37241	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
PRV-23822	PRV	Roy P Smith	1945-01-07	—	4653773812	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-27212	PRV	Jusstin Bowman	1980-11-01	UHC-62449-29	6663242365	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23191	PRV	Carolyn Chen	2006-09-02	—	2756819734	2822 Sunset Blvd, Glendale, AZ, 85314	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-23769	PRV	Doris Evans	1939-12-19	—	3579224649	7062 Apache Blvd, Fresno, CA, 93772	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-24964	PRV	Danielle Garza	1978-11-07	UHC-79202-96	9648631091	—	0.90	Name re-cased Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-24601	PRV	Priya Ray	1962-05-28	UHC-58523-45	9709037558	7268 Cedar Ln, Gilbert, AZ, 85287	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
PRV-20843	PRV	Amanda Herrera	1943-10-20	—	3402102249	1424 Lake View Rd, Eden Prairie, MN, 55330	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28874	PRV	Terry Payne	2007-04-07	UHC-95731-30	7303294495	1535 Apache Blvd, Atlanta, GA, 30323	0.90	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
PRV-24128	PRV	Matthew Lewis	1980-08-11	—	7386742007	2427 Harbor Blvd, Tempe, AZ, 85217	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more

880 rows, page 15 of 18Previous Next