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

Third-party administrator, 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
TPA-50250	TPA	Vincent Spencer	1964-03-28	UHC-64486-33	—	4532 Sunset Blvd, Houston, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-62861	TPA	Deborah McDonald	1940-11-21	UHC-58628-35	—	690 Broadway, Glendale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-59360	TPA	Jimmy Gardner	1962-10-04	—	2352627248	2078 Sunset Blvd, Nashville, TN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-55596	TPA	Juudy Jackson	1966-08-27	—	5255895129	645 Lake View Rd, Sacramento, CA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-51952	TPA	Terry Diaz	1939-05-15	—	—	4080 Palm Dr, Plano, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-50436	TPA	Camila Santos	1951-11-20	—	—	4386 Lake View Rd, Seattle, WA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-62739	TPA	Lori Fluler	1985-09-22	—	—	2591 Camelback Rd, Tampa, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-59441	TPA	Samantha Ray	1990-09-03	—	—	464 Jefferson Ave, Denver, CO	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-54841	TPA	Robert Stevens	1948-10-10	—	—	6132 Maple Ave, Columbus, OH	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-51568	TPA	Brandon Lopez	1955-02-03	—	—	4254 Desert Sky Blvd, Seattle, WA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
TPA-61029	TPA	Mark Weber	2004-03-02	—	—	7694 Central Ave, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-60493	TPA	Kevin Fowler	1963-10-01	—	—	5151 Valley View Dr, Chandler, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-53931	TPA	Jamas Garcia	1975-05-23	—	—	1489 Baseline Rd, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-55486	TPA	Gloria Meyer	1998-04-17	—	—	1137 Pine Dr, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53180	TPA	Wei Day	1964-04-22	—	—	3556 Baseline Rd, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50768	TPA	Samantha Contreras	1946-02-09	—	—	9591 Broadway, Glendale, AZ	0.80	Address re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50961	TPA	Christina Bradley	1958-08-26	—	—	934 Apache Blvd, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62341	TPA	Diane A Stephens	1965-11-18	—	2405788523	6459 Grand Ave, Phoenix, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-58496	TPA	Ann Kennedy	1955-04-17	—	—	5760 Cedar Ln, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51447	TPA	Jean Kelly	2003-11-20	—	5893437985	521 Broadway, Gilbert, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57124	TPA	Keith Henry	1976-10-20	—	—	1963 Canyon Rd, Glendale, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared
TPA-61778	TPA	Roger Banks	1974-05-26	—	5458052054	4937 Sage Ct, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61779	TPA	Roger Banks	1974-05-26	—	5458052054	4937 Sage Ct, Scottsdale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54577	TPA	Patrick Sanchez	1955-04-09	UHC-04893-31	—	8588 Church St, Dallas, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-58933	TPA	Sandra Mejia	1979-07-28	—	9264409875	5213 Valley View Dr, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54218	TPA	Lawrence Banks	1978-09-08	—	5354229068	8422 Jefferson Ave, Columbus, OH	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52375	TPA	Randy Hill	1982-10-03	—	3512855122	234 Canyon Rd, Fresno, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62468	TPA	Jesse Y Baker	1985-01-05	—	3199329132	6412 Lincoln Way, Houston, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52118	TPA	Caarolyn Lane	1965-12-27	—	—	9646 Mesa Dr, Sacramento, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-62766	TPA	Daniel Ward	1941-04-15	—	—	2104 Palm Dr, Denver, CO	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
TPA-54542	TPA	Ana Robinson	1955-02-02	—	4879860691	3989 Indian School Rd, San Diego, CA	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
TPA-63873	TPA	Gary Matthews	1945-11-13	—	—	3179 Indian School Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62225	TPA	Ralph N Larson	1978-06-24	—	—	4382 Sage Ct, Atlanta, GA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-52664	TPA	Maria Garcia	1947-07-16	—	—	7132 Sage Ct, Tempe, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-63652	TPA	Christopher Yang	1961-08-27	—	—	6043 Church St, Chandler, AZ	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51641	TPA	Mariana G Bradley	1961-08-08	—	7159317768	3194 Sunset Blvd, Seattle, WA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
TPA-58383	TPA	Aisha Morrison	2006-04-13	—	—	3540 Maple Ave, Houston, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-56678	TPA	Lisa D Shaw	1989-08-06	UHC-91238-33	7452588793	3486 Elm St, San Diego, CA	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
TPA-60407	TPA	Virginia Burton	1994-09-10	—	—	210 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-60997	TPA	Joe Ramos	1969-08-23	—	—	6532 Mountain View Dr, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-55269	TPA	Margaret Mendooza	2008-02-05	—	9565530815	678 Broadway, Plano, TX	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54504	TPA	Edward Q Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-56898	TPA	Aisha Gordon	1975-06-12	UHC-01782-66	—	1950 Canyon Rd, Chandler, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-60776	TPA	James Burke	2001-04-16	—	3938204845	1454 Elm St, Phoenix, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59985	TPA	Edward Jenkins	1970-06-11	—	6214437611	7960 River Rd, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-57562	TPA	Dorothy Sanders	1947-07-13	—	8784319401	5954 Bayshore Dr, Orlando, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-53770	TPA	Janet V Carroll	1980-01-11	—	—	4277 Elm St, Tucson, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59287	TPA	Eric Castillo	1941-01-03	—	—	3675 Broadway, Austin, TX	0.80	Date of birth reformatted Address re-cased ZIP missing Placeholder values cleared
TPA-61679	TPA	Randy Clark	1989-05-14	—	—	4099 Camelback Rd, Miami, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-53184	TPA	Katherine Banks	1965-10-15	—	—	914 Willow Ct, Tucson, AZ	0.80	State code upper-cased ZIP missing Whitespace trimmed Placeholder values cleared

1,012 rows, page 18 of 21Previous Next