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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-20029	PRV	Nancy B Morrison	1972-05-15	—	5985164419	9818 Camelback Rd, Houston, TX, 77089	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28683	PRV	Kevin Burton	1974-02-28	UHC-40231-03	8846081503	6383 Mountain View Dr, Gilbert, AZ, 85246	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-21709	PRV	Madison Foster	1955-03-28	UHC-63068-07	6799727683	8828 Spring St, Atlanta, GA, 30393	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-25612	PRV	Denise Garza	1982-10-16	—	4135593814	7798 Central Ave, Phoenix, AZ, 85027	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26947	PRV	Kevin O Singh	1994-08-20	UHC-44191-84	6593986444	8045 Broadway, Mesa, AZ, 85252	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26125	PRV	Gregory Pena	1998-08-02	UHC-97760-95	6476280949	8328 Bayshore Dr, Dallas, TX, 75250	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-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-22531	PRV	Diane A Butler	1984-02-05	UHC-36876-56	4077191224	309 Hillcrest Rd, Charlotte, NC, 28299	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-21258	PRV	Joe M Flores	1977-12-18	—	6988253862	8481 River Rd, Plano, TX, 75008	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-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-23933	PRV	Rachel Lee	1939-11-02	UHC-20804-03	2993997503	3132 Meadow Ln, Las Vegas, NV, 89139	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25741	PRV	Rebecca N Munoz	2001-02-01	UHC-92686-75	7662838843	7527 Maple Ave, Scottsdale, AZ, 85219	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-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-24930	PRV	Carlos Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27898	PRV	Kathryn J Thompson	1989-02-25	—	3849909239	9214 Forest Ave, Minneapolis, MN, 55416	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23794	PRV	Cynthia Mejia	1957-06-17	—	5234744072	8021 Spring St, Austin, TX, 78792	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-22766	PRV	Mariana J Jimenez	1965-07-21	—	9015991310	4008 Church St, Miami, FL, 33101	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
PRV-29047	PRV	Raymond Q Alvarado	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
PRV-27329	PRV	Gay Rice	1983-06-05	UHC-79247-20	6587037804	9612 Union St, Denver, CO, 80219	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-24236	PRV	Emily D Wells	1971-03-28	—	8798240310	2695 Mountain View Dr, San Diego, CA, 92155	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-20154	PRV	Joseph Jordan	1959-10-27	—	2418246598	6397 Highland Ave, Scottsdale, AZ, 85227	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-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-22799	PRV	George Richardson	2004-03-11	—	4043572491	7985 Palm Dr, Sacramento, CA, 95884	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25871	PRV	Roger T Ferguson	1960-04-12	—	9527383499	4199 Church St, Glendale, AZ, 85349	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20393	PRV	Maria H Warren	1982-03-24	UHC-60350-58	6485139927	5611 Hillcrest Rd, Plano, TX, 75062	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24543	PRV	Philip E Marquez	1996-12-05	—	4993872619	875 Broadway, Seattle, WA, 98117	0.90	Name re-cased Phone reformatted Address re-cased State code upper-cased+1 more
PRV-25295	PRV	Gloria Deaan	1970-08-16	UHC-28610-05	6426518782	7126 Meadow Ln, Miami, FL, 33137	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22782	PRV	Cynthia N Luna	1970-06-09	UHC-76246-70	8587875628	5505 Washington St, Atlanta, GA, 30301	0.90	Name re-cased Date of birth reformatted Phone reformatted 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-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-27801	PRV	Gerald K Robertson	1945-09-20	—	—	2789 Palm Dr, Phoenix, AZ, 85083	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-29496	PRV	Paul Morris	1987-08-17	UHC-21357-84	3974456187	9224 Sunset Blvd, Las Vegas, NV, 89157	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22745	PRV	Elijah Gray	2002-07-26	UHC-73436-77	6382969891	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20329	PRV	Beverly Aguilar	1948-02-07	UHC-27212-80	7377223654	2486 Baseline Rd, Scottsdale, AZ, 85255	0.90	Name re-cased Date of birth reformatted Phone reformatted 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-24260	PRV	Paul Z Cooper	1984-05-19	—	9275331056	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24259	PRV	Paul Z Cooper	1984-05-19	—	9275331056	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23585	PRV	Catherine Tucker	1967-02-09	—	9256588008	7520 Ridge Rd, Austin, TX, 78746	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+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-22711	PRV	Justin Morgan	1956-06-21	—	6767539937	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22710	PRV	Justin Morgan	1956-06-21	—	6767539937	4401 Desert Sky Blvd, Tempe, AZ, 85233	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25777	PRV	Rachel Freeman	1974-12-07	—	9563321775	7580 Central Ave, Nashville, TN, 37276	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27036	PRV	Andrea Lucas	1992-04-01	—	3816365031	4378 Lake View Rd, Denver, CO, 80245	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

3,816 rows, page 60 of 77Previous Next