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

All sources, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21876	PRV	Samuel Ford	1993-08-17	—	3986976535	5737 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25708	PRV	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407915	CLM	Gabriel Y Castro	1938-06-04	—	—	7898 Union St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409984	CLM	Stephen McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420399	CLM	Justin Z Murphy	1997-05-10	—	—	6689 Ridge Rd, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54539	TPA	Lucia Q Owens	1974-11-22	—	—	2627 Desert Sky Blvd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123844	ENR	Sofia L Grannt	1985-08-17	UHC-24068-09	2297766274	2301 Baseline Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406419	CLM	Christina Dominguez	1943-07-16	—	—	2619 Highland Ave, Phoenix, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105892	ENR	Shirley Alvarez	1986-07-17	—	7104483252	1833 Grand Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130796	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-416708	CLM	Ahmed Lewis	1986-11-18	UHC-62800-86	7914779822	1864 Baseline Rd, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20124	PRV	Jacqueline Chen	1997-08-07	—	7032478775	5143 Grand Ave, Los Angeles, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-125924	ENR	George E Padilla	1946-10-19	UHC-72130-12	9617463014	6800 Central Ave, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56105	TPA	Nicholas Bowman	1965-06-26	—	9727230482	8128 Harbor Blvd, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425596	CLM	Aisha Wallace	1971-05-21	—	5727424896	7738 Highland Ave, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21275	PRV	Lucia Wood	1943-05-22	UHC-17073-62	—	8150 Pine Dr, Fresno, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-413943	CLM	William Tran	1974-06-12	UHC-33437-18	4553916789	2839 Grand Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117139	ENR	Andrew I Reid	1969-12-25	UHC-10002-80	9368264425	3112 Meadow Ln, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110423	ENR	Eugene Murphy	1974-03-13	UHC-80044-23	3978661588	3306 Spring St, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-107590	ENR	Jack V Armstrong	1965-07-16	UHC-92872-24	2577559969	9598 Oak St, Atlanta, GA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58306	TPA	Bobby Berry	1941-04-01	UHC-07304-71	3845984149	6469 Valley View Dr, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107955	ENR	Elizabeth N Sanders	1955-07-26	UHC-72782-19	6746130166	7759 Sunset Blvd, Atlanta, GA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-422105	CLM	Bobby Ellis	1965-10-20	UHC-24725-68	8486402800	7921 Palm Dr, Plano, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104113	ENR	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	3195 Mesa Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136674	ENR	Sandra T Jesen	1993-12-28	UHC-72704-42	8775739605	2493 Meadow Ln, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140557	ENR	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114546	ENR	Betty Q Bryant	1979-03-10	UHC-90755-54	3388271251	6889 Desert Sky Blvd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416125	CLM	Douglas Fox	1960-12-20	UHC-38814-45	4575106923	8330 Forest Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-425147	CLM	Diane Wells	1941-11-24	UHC-04452-60	6145750929	3200 Highland Ave, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60011	TPA	Alan Ward	1988-11-21	—	4465229310	7662 Mountain View Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-125019	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-125020	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
TPA-50532	TPA	Steven Lewis	1941-11-08	—	9614692590	5518 Harbor Blvd, Fresno, CA	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
PRV-27788	PRV	Bryan Gibson	1951-10-22	—	8646557342	7359 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115768	ENR	Anna Medina	1972-05-06	UHC-37749-59	8437414462	7443 Desert Sky Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52509	TPA	Olivia U Chavez	1973-01-15	—	—	5964 Meadow Ln, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423846	CLM	Anna Wong	1955-01-13	—	6014153615	3418 Indian School Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113136	ENR	Lawrence Jackkson	1941-01-05	UHC-17019-82	6357936197	2392 Lincoln Way, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-61041	TPA	Patricia Martin	1947-04-24	—	—	1060 Desert Sky Blvd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64294	TPA	Alan Estrada	1981-01-01	—	—	7463 Canyon Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59176	TPA	Doris Bradley	1946-08-01	—	—	158 Cedar Ln, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137354	ENR	Jack V Castro	1990-05-26	UHC-62887-60	4642474919	2221 Mesa Dr, Nashville, TN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412783	CLM	Christina M Herrera	1954-09-19	UHC-81624-09	—	6995 Pine Dr, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115010	ENR	Diana P Howard	1956-12-13	UHC-95898-65	—	1940 Apache Blvd, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131704	ENR	Katherine I Hart	1992-03-19	UHC-28620-79	8145279302	5857 Ridge Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-113364	ENR	Evelyn Campbell	1999-05-21	UHC-88927-95	3747667952	8276 Spring St, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131496	ENR	Jean Owens	1956-07-14	UHC-67566-52	9342836189	4511 Cedar Ln, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429654	CLM	Dylan Gomez	1963-08-12	UHC-44561-38	6332886287	5409 Union St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52620	TPA	Gregory Webb	1977-01-26	—	—	462 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136567	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 66 of 143Previous Next