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 “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
TPA-56941	TPA	Jeffrey Evans	1997-04-07	—	—	9743 Sunset Blvd, Jacksonville, FL, 32221	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-58729	TPA	Justin Y Elliott	2007-08-16	—	—	797 Mountain View Dr, Phoenix, AZ, 85043	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50888	TPA	Wayne Jimenez	1962-12-03	—	—	6937 Grand Ave, Las Vegas, NV, 89161	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60856	TPA	Ann O Sims	2003-11-13	UHC-16272-69	6726657957	4580 Lincoln Way, Scottsdale, AZ, 85243	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55011	TPA	Julie T Ortega	1964-09-26	—	—	1649 Mountain View Dr, Fresno, CA, 93764	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63068	TPA	Luis Nichols	1975-08-02	—	—	8547 Spring St, Tucson, AZ, 85721	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53379	TPA	Grace Santiago	2002-12-09	—	8919238749	776 Forest Ave, Seattle, WA, 98118	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
TPA-54939	TPA	Henry Rodriguez	1959-05-24	—	6267414210	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-57974	TPA	Joseph Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51800	TPA	Jean Welsh	1949-10-02	—	4452854437	2051 Canyon Rd, Los Angeles, CA, 90059	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59641	TPA	Diane W Collins	1938-01-18	—	9784235205	1129 Lake View Rd, Scottsdale, AZ, 85263	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50042	TPA	Kyle Carr	1978-09-07	—	—	8327 Apache Blvd, Scottsdale, AZ, 85275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53581	TPA	Elijah Allen	1943-12-01	—	6168902010	425 Main St, Tucson, AZ, 85792	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60283	TPA	Hannah Yang	1960-11-12	—	8628563844	9744 Church St, Tucson, AZ, 85713	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54911	TPA	John Gomez	1958-03-19	—	—	5201 Park Pl, Orlando, FL, 32873	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54910	TPA	John Gomez	1958-03-19	—	—	5201 Park Pl, Orlando, FL, 32873	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60354	TPA	Jerry Moore	1963-04-12	—	—	5838 Lincoln Way, Columbus, OH, 43249	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56441	TPA	Samuel Ross	1998-03-03	UHC-33174-59	—	3528 Meadow Ln, Houston, TX, 77002	0.78	Name re-cased Street suffix standardised Address re-cased 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-54225	TPA	Scott Howell	2004-09-04	—	—	1885 Meadow Ln, Houston, TX, 77071	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51074	TPA	Anthony J Chen	1999-12-01	—	—	8278 Desert Sky Blvd, Austin, TX, 78749	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55554	TPA	Olivia Sanchez	1947-09-04	UHC-66069-07	—	94 Cedar Ln # 421, Atlanta, GA, 30374	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-50300	TPA	Shirley Woods	1959-10-18	—	6592621873	9434 Washington St, Eden Prairie, MN, 55379	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54287	TPA	Lucia Foster	1944-01-24	—	—	9070 Maple Ave, Atlanta, GA, 30364	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53048	TPA	Kevin Jacobs	1973-08-14	—	6565653025	9820 Harbor Blvd, Jacksonville, FL, 32202	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-59023	TPA	George Lopez	1951-11-13	UHC-53502-65	5942626767	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54907	TPA	Mark P Kennedy	2004-06-24	—	—	8236 Main St, Jacksonville, FL, 32202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52713	TPA	Judith Rivera	1953-09-08	—	—	7771 Lake View Rd, Nashville, TN, 37239	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51648	TPA	Cynthia M Morales	1963-04-10	—	4942071346	1807 Canyon Rd, Eden Prairie, MN, 55398	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57472	TPA	Ralph Q Montgomery	1992-12-15	UHC-35654-55	—	4474 Sage Ct, Mesa, AZ, 85254	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-61157	TPA	Ahmed Hoffman	1979-12-22	—	3979756989	1307 Pine Dr, Dallas, TX, 75200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59543	TPA	Debra Holmes	2003-01-12	—	—	6762 River Rd, Eden Prairie, MN, 55326	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-55539	TPA	Kathy Brown	1994-08-14	UHC-43169-47	7469228012	3092 Sage Ct, Orlando, FL, 32854	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
TPA-62083	TPA	Raymond Hunt	1952-02-20	—	—	5972 Lake View Rd, Charlotte, NC, 28267	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55282	TPA	Julie Bowman	2000-07-07	—	—	23 Desert Sky Blvd, Houston, TX, 77066	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63085	TPA	Dylan Fernandez	2006-08-09	—	—	467 Indian School Rd, Denver, CO, 80234	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52185	TPA	Donna Ward	1979-11-02	UHC-41143-98	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52209	TPA	Gregory C Willis	1942-12-18	—	—	7682 Main St, Mesa, AZ, 85295	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64356	TPA	George N Coleman	1939-05-05	—	2869210112	7711 Valley View Dr Apt 34, Sacramento, CA, 95896	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-60364	TPA	Sara Marshall	—	—	—	4451 Pine Dr, Fresno, CA, 93743	0.80	Name re-cased Date of birth unreadable State code upper-cased Placeholder values cleared
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-62962	TPA	Valentina Stevens	1943-01-26	—	—	5643 Meadow Ln, Eden Prairie, MN, 55358	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51149	TPA	Alan Jacbs	—	—	3645787610	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
TPA-62601	TPA	Victoria Hart	1977-07-08	—	8102738134	660 Union St, San Antonio, TX, 78272	0.80	Name re-cased Street suffix standardised Address re-cased 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-62910	TPA	Lisa Taylor	1983-09-14	UHC-20686-86	—	1069 Baseline Rd, Eden Prairie, MN, 55389	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60595	TPA	Carl U Bennett	1968-11-07	—	—	9430 Sage Ct, San Antonio, TX, 78267	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54134	TPA	Jennifer Larson	1989-06-21	—	2655330194	4725 Elm St, Phoenix, AZ, 85048	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-53919	TPA	Samuel Jymenez	1953-04-02	UHC-67719-04	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64140	TPA	Dina Harris	1992-03-11	—	—	6494 Mesa Dr, Miami, FL, 33154	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared

5,750 rows, page 71 of 115Previous Next