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-53578	TPA	Emma Dunn	1944-10-28	—	5116019461	1261 Highland Ave, Denver, CO	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-61445	TPA	Diane Howard	1966-04-12	—	—	7592 Cedar Ln, San Diego, CA	0.82	State code upper-cased ZIP missing Placeholder values cleared
TPA-57693	TPA	Hlen Wallace	2006-03-25	—	—	8344 Mountain View Dr, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59835	TPA	Sarah U Kelley	1946-09-03	—	—	9831 Mountain View Dr, Orlando, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-52670	TPA	George Hawkins	1952-08-07	—	—	6268 Ridge Rd, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-54608	TPA	Timothy Martin	1985-02-15	—	—	5826 Maple Ave, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-64412	TPA	Ben Olson	1977-02-25	—	—	3921 Lincoln Way, Jacksonville, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57919	TPA	Julie Ortiz	2006-09-17	—	—	2497 Ocean Ave, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-50608	TPA	Brenda Z Wallace	1975-02-03	UHC-12466-97	—	9142 Church St, Minneapolis, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51666	TPA	Kenneth Mitchell	1972-10-10	—	—	5912 Willow Ct, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-63367	TPA	Santiago Aguilar	1979-04-18	—	—	4797 Indian School Rd, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63870	TPA	Vincent Herrera	1954-11-26	—	—	6704 Lincoln Way, Charlotte, NC	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-59725	TPA	Jack Lyttle	1989-06-17	—	—	7673 Pine Dr, Las Vegas, NV	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62610	TPA	Joseph Pena	1945-01-07	UHC-35846-37	—	7383 Church St, Denver, CO	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-63228	TPA	Rachel Fowler	1983-05-20	UHC-83408-02	—	8542 Forest Ave, Minneapolis, MN	0.82	ZIP missing Email lower-cased Placeholder values cleared
TPA-58847	TPA	Madison B Henderson	1985-12-16	—	—	2197 Highland Ave, San Diego, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-57018	TPA	Ruth Flores	2008-03-05	—	—	2065 Elm St, Columbus, OH	0.82	State code upper-cased ZIP missing Placeholder values cleared
TPA-56871	TPA	Juan Williams	1950-11-24	—	—	8198 Lincoln Way, Scottsdale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-58381	TPA	Abigail Mitchell	1968-08-24	—	2578456056	103 Broadway, Columbus, OH	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63667	TPA	Justin Le	1977-05-22	—	—	1662 Market St, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57471	TPA	Ahmed Singh	1979-01-17	—	—	1917 Grand Ave, Miami, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
TPA-60198	TPA	Andrea Stewart	1963-09-05	—	—	9243 Pine Dr, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52572	TPA	Jacob Sullivan	2008-05-24	—	—	1349 Ocean Ave, Scottsdale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52424	TPA	Lori Fowler	1972-10-21	—	—	194 Church St, Tampa, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
TPA-59804	TPA	Betty Black	2008-06-15	—	8345840573	5994 Highland Ave, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-50756	TPA	Alexander R Marquez	1969-06-04	—	7552837449	5581 Lincoln Way, Minneapolis, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-61285	TPA	Adam Edwards	1967-10-25	—	5662814758	5370 Central Ave, Chandler, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-52663	TPA	Diego Baker	1956-09-07	—	—	8180 Elm St, Atlanta, GA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-56192	TPA	Victoria Reyes	1942-11-19	—	7163956279	8842 Valley View Dr, Jacksonville, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-57675	TPA	Rachel N Evans	1992-12-22	—	6498356296	6573 Grand Ave, Eden Prairie, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-54606	TPA	Sam Martinez	1964-04-01	—	—	6530 Cedar Ln, Glendale, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57578	TPA	Amber Harvey	1998-10-18	UHC-45573-36	7266256662	6154 Main St, Dallas, TX	0.82	Date of birth reformatted Member ID reformatted ZIP missing
TPA-53764	TPA	Kenneth Pena	2007-04-09	UHC-19981-86	—	8856 Main St, Mesa, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
TPA-53815	TPA	Nathan Bennett	1952-12-14	—	9715566125	2690 Lincoln Way, Denver, CO	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62584	TPA	Teresa Roberts	1968-09-01	—	—	1856 Sage Ct, Sacramento, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-62880	TPA	Mei D Griffin	1994-03-17	—	—	9170 Union St, Tucson, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51570	TPA	Edward N Porter	1999-07-28	—	—	226 Broadway, Houston, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-57358	TPA	Rilay Donna	1995-08-28	—	—	4358 Forest Ave, Tucson, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-52321	TPA	Kathryn Garkia	1978-03-16	UHC-36279-13	—	6454 Indian School Rd, Columbus, OH	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-64262	TPA	Cheryl Obrien	1938-08-14	—	—	7836 Union St, Chandler, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-62172	TPA	Diane P Willis	1941-02-08	—	—	4367 Park Pl, Gilbert, AZ	0.84	ZIP missing Placeholder values cleared
TPA-62530	TPA	Stephen Collins	1943-03-19	—	—	3224 Mountain View Dr, Sacramento, CA	0.84	ZIP missing Placeholder values cleared
TPA-51965	TPA	Gary Burke	1963-05-22	—	—	2576 Lake View Rd, Miami, FL	0.84	ZIP missing Placeholder values cleared
TPA-63711	TPA	Janice Marshall	1985-02-22	—	—	5578 Bayshore Dr, Sacramento, CA	0.84	ZIP missing Placeholder values cleared
TPA-60957	TPA	Tyler K Ramiirez	1998-12-02	UHC-59537-21	—	8319 Palm Dr, Austin, TX	0.84	ZIP missing Placeholder values cleared
TPA-60326	TPA	Ana Thomas	1983-07-19	—	—	6256 Apache Blvd, Tampa, FL	0.84	ZIP missing Placeholder values cleared
TPA-56150	TPA	Bruce Banks	1983-06-21	—	—	5040 Harbor Blvd, Atlanta, GA	0.84	ZIP missing Placeholder values cleared
TPA-55787	TPA	Janice A Austin	1986-05-20	UHC-71582-77	—	3680 Valley View Dr, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
TPA-58691	TPA	Charles Padilla	1948-10-24	—	—	8669 Highland Ave, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
TPA-50777	TPA	David Turner	1940-04-17	—	—	9519 Jefferson Ave, Charlotte, NC	0.84	ZIP missing Placeholder values cleared

1,012 rows, page 20 of 21Previous Next