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

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26190	PRV	Donna Woods	1993-02-11	—	3496141350	4147 Cedar Ln, Miami, FL, 33143	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23655	PRV	Kathy Q Wright	1949-05-25	UHC-81490-13	2852379084	4168 Oak St, Fresno, CA, 93768	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23098	PRV	Keith Olson	2006-03-05	—	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24686	PRV	Sara Little	1981-10-12	—	7209361742	5850 Jefferson Ave, Plano, TX, 75086	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26266	PRV	Jordan Carroll	1963-04-26	UHC-34809-76	8036358972	7063 Sage Ct, Tucson, AZ, 85714	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21264	PRV	Matthew White	1973-02-19	UHC-78331-45	—	8059 Valley View Dr, Gilbert, AZ, 85224	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22902	PRV	Austin Domynguez	1954-04-10	—	—	7136 Cedar Ln, Tampa, FL, 33601	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
PRV-24212	PRV	Jason Ortega	1941-09-03	UHC-52395-15	—	8529 Indian School Rd, Seattle, WA, 98166	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28050	PRV	Maria W Munoz	1966-03-01	—	5747756207	8893 Sage Ct, Minneapolis, MN, 55424	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22787	PRV	Kevin W Stewart	1974-06-17	UHC-27292-56	8483260593	5356 Washington St, Phoenix, AZ, 85065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22786	PRV	Kevin W Stewart	1974-06-17	UHC-27292-56	8483260593	5356 Washington St, Phoenix, AZ, 85065	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22811	PRV	Brian Reid	1972-04-13	—	2792120513	7920 Valley View Dr, Orlando, FL, 32843	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
PRV-22303	PRV	Bryan Lopez	1952-11-09	—	—	7665 Elm St, Denver, CO, 80287	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21049	PRV	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25901	PRV	Bryan Banks	1985-07-06	—	4117616199	1805 Palm Dr, Phoenix, AZ, 85090	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25603	PRV	Carolyn Pierce	1990-11-13	UHC-31172-20	8409420975	2381 Mountain View Dr, Jacksonville, FL, 32296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24791	PRV	Omar Williamson	1954-08-11	—	3753342692	3803 Willow Ct, Scottsdale, AZ, 85267	0.76	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+2 more
PRV-23621	PRV	Carlos Y Guerrro	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25494	PRV	Miller S Santiago	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
PRV-21727	PRV	Kathryn Harvey	1999-12-05	—	—	1314 Main St, Mesa, AZ, 85254	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26818	PRV	Karen Y Warren	1996-05-10	UHC-86315-08	8798498790	4669 Church St, Houston, TX, 77071	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
PRV-26720	PRV	Ben Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20175	PRV	Daniel Y Burton	—	—	7544322656	8924 Canyon Rd, Phoenix, AZ, 85021	0.76	Name re-cased Date of birth missing Phone reformatted State code upper-cased+2 more
PRV-27113	PRV	Sarah Reed	1945-11-23	—	4773336920	5662 Oak St, Los Angeles, CA, 90052	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25355	PRV	William Ryan	1991-12-16	—	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28068	PRV	Janet Dixon	1983-02-25	—	3052815865	6872 Palm Dr, Seattle, WA, 98184	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23875	PRV	Frances B Carpenter	1989-07-13	—	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22514	PRV	Joan Hanson	1970-10-28	—	3413620546	6881 Grand Ave, Orlando, FL, 32801	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23600	PRV	Betty U Nichols	1980-09-27	—	3877169503	6507 Oak St, Jacksonville, FL, 32265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-29105	PRV	Karen Holmes	1997-05-28	—	9308401468	7304 Sage Ct, San Diego, CA, 92157	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20989	PRV	Michael K Kelly	1984-04-04	UHC-55894-77	3142690661	9662 Willow Ct, Dallas, TX, 75200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22557	PRV	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	5411 Mountain View Dr, Minneapolis, MN, 55412	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
PRV-22447	PRV	Alexander Gutierrez	1969-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25482	PRV	Sara Sanders	1984-10-03	—	3823178732	2217 Grand Ave, Austin, TX, 78701	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-21933	PRV	Rachel R Rivera	1971-02-24	UHC-18995-25	—	5236 Oak St, Charlotte, NC, 28272	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-27651	PRV	Ethan Sancehz	1971-12-04	—	5623279904	1217 Oak St, San Antonio, TX, 78252	0.76	Phone reformatted State code upper-cased Email lower-cased Gender normalised+2 more
PRV-25760	PRV	Nicole I Barnes	1993-01-26	UHC-03627-37	7259883788	480 Washington St, Nashville, TN, 37288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29060	PRV	Mariana Vargas	1944-09-26	UHC-68701-44	8884460464	4191 Willow Ct, Los Angeles, CA, 90062	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-29038	PRV	Jessica Alvarez	1950-03-27	—	7407250663	976 Sunset Blvd, Gilbert, AZ, 85218	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-25479	PRV	Justin Schultz	1985-08-09	UHC-07089-67	4286094867	6556 Mountain View Dr, Glendale, AZ, 85309	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-28651	PRV	Dylan R Fuller	1938-03-20	UHC-49709-97	6133801722	9644 Indian School Rd, Miami, FL	0.76	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+2 more
PRV-25522	PRV	John N Santiago	1958-10-20	—	9329606619	4038 Sage Ct, Minneapolis, MN, 55489	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27515	PRV	Grace Armstrong	1959-03-16	—	8696162345	6118 Sage Ct, Scottsdale, AZ, 85288	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23529	PRV	Denise Estrada	1979-12-20	—	—	9543 Highland Ave, Columbus, OH, 43252	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-24121	PRV	Evelyn N Anderson	2001-02-11	—	3626162639	1535 Ocean Ave, Fresno, CA, 93714	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-28134	PRV	Kimberly Vega	1977-08-09	UHC-19644-11	9145563153	914 Camelback Rd, Glendale, AZ, 85367	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-24203	PRV	Henry Jeknins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
PRV-24517	PRV	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27028	PRV	Aissha Brooks	1951-06-13	—	2563247034	3747 Canyon Rd # 880, Jacksonville, FL, 32260	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
PRV-25827	PRV	Nicole Woods	1980-02-02	UHC-75934-69	8952114696	6428 Mesa Dr, Chandler, AZ, 85222	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more

377 rows, page 5 of 8Previous Next