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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51195	TPA	Joseph Alexander	1951-07-26	—	2196123030	9203 Camelback Rd, San Antonio, TX, 78275	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53623	TPA	Diana Johnson	1981-10-10	—	9038187412	3368 Central Ave, Jacksonville, FL, 32269	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51867	TPA	Andrea Medina	1987-08-16	—	6122241128	4090 Church St, Tucson, AZ, 85757	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54568	TPA	Bryan Pattersoon	1971-04-18	—	—	6888 Elm St, Denver, CO, 80225	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-62218	TPA	Kenneth Dixon	1964-05-17	—	—	6482 Indian School Rd, Tampa, FL, 33693	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55628	TPA	Peter Salazar	1985-08-06	—	7429682169	624 Grand Ave, Dallas, TX, 75246	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50491	TPA	Jacqueline Kelley	1980-06-05	—	4042030074	4235 Highland Ave, Houston, TX, 77014	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58161	TPA	Simpson Keith	2007-11-19	—	—	6732 Church St, Fresno, CA, 93776	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53844	TPA	Ann Pattel	1977-06-01	—	—	7149 Bayshore Dr, Orlando, FL, 32839	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-51211	TPA	Jessica Armstrong	1952-04-19	—	8756490940	7306 Oak St, Fresno, CA, 93768	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62475	TPA	Bobby Morgan	2005-12-26	—	—	5906 Maple Ave, Fresno, CA, 93738	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60421	TPA	Santiago Pice	1978-05-09	—	—	8949 Mesa Dr, Houston, TX, 77059	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-59270	TPA	Elizabeth Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51362	TPA	Ryan Tran	1990-06-27	—	—	5180 Apache Blvd, Fresno, CA, 93796	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-52463	TPA	Denny Lawson	1939-01-09	—	5633401084	7739 Desert Sky Blvd, Glendale, AZ, 85311	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55374	TPA	Edward Nichols	1997-04-26	—	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59584	TPA	Larry C Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52010	TPA	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA, 92156	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51636	TPA	Ashley Larson	1970-12-10	—	—	9382 Jefferson Ave, Dallas, TX, 75279	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-54556	TPA	Christian Griffni	2008-04-24	—	9853503859	3553 Highland Ave, Glendale, AZ, 85351	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53240	TPA	Charlotte Sanchez	1994-04-17	UHC-17804-04	7458645091	7218 Washington St, Orlando, FL, 32845	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53937	TPA	Brittany Wheeler	1971-09-05	—	9617043830	1233 Forest Ave, Miami, FL, 33162	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51281	TPA	John W Young	1955-02-28	—	6735201642	4204 Ridge Rd, Columbus, OH, 43204	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57008	TPA	Aaron Hoffman	2008-10-12	UHC-55595-67	—	9350 Market St Apt 20, Tucson, AZ, 85758	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-59579	TPA	Camila Lawrence	1967-10-12	—	5237219460	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56612	TPA	Arjun Rojas	1996-08-22	—	4763992693	1443 Lake View Rd, Sacramento, CA, 95853	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51013	TPA	Randy Harrison	1985-11-20	—	7124552893	5559 Sage Ct, Chandler, AZ, 85226	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57972	TPA	Susan Murphy	1969-07-25	—	3835492958	6103 Meadow Ln, Eden Prairie, MN, 55316	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63489	TPA	Beverly Cruz	1993-01-11	—	—	5450 Mountain View Dr, Houston, TX, 77089	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63091	TPA	Albert Richardson	1959-07-23	—	6278658928	4270 Hillcrest Rd, Tempe, AZ, 85211	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54889	TPA	Daniel M Owens	1958-01-04	—	5598693732	1513 Cedar Ln, Atlanta, GA, 30313	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63588	TPA	Mari Schmidt	1957-04-28	—	—	8387 Willow Ct, Columbus, OH, 43200	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-59207	TPA	Murray Jason	1983-04-12	—	—	4758 Market St, Dallas, TX, 75278	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62708	TPA	Diego Hart	1945-05-14	—	—	6882 Indian School Rd, Denver, CO, 80225	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56363	TPA	Sophia Hart	1959-04-24	—	—	8220 Ocean Ave, Denver, CO, 80243	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62363	TPA	Ralph O Luna	2001-08-04	—	—	8713 Main St, Atlanta, GA, 30341	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53285	TPA	Doris Murpy	1953-03-22	—	—	9130 Lincoln Way, Tampa, FL, 33687	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60625	TPA	Jack Rose	1954-02-02	UHC-37958-45	8274787053	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-60666	TPA	Debra Howell	1942-03-16	—	—	9725 Mesa Dr, Austin, TX, 78743	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50244	TPA	Tyler Moreno	1994-11-12	—	—	1312 Ridge Rd, Seattle, WA, 98120	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60076	TPA	Douglas Kim	1940-07-09	—	6217564649	5295 Market St, Fresno, CA, 93711	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53991	TPA	Mary Ellis	1946-12-19	—	2448158486	6195 Desert Sky Blvd, Chandler, AZ, 85209	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62649	TPA	Valentina Scott	—	UHC-56762-01	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
TPA-62650	TPA	Valentina Scott	—	UHC-56762-01	—	—	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
TPA-59116	TPA	Jean Hill	1962-12-26	UHC-76210-92	3955796746	8614 Ocean Ave, Las Vegas, NV, 89198	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60970	TPA	Zachary Gibson	2001-08-24	—	—	1442 Maple Ave, Austin, TX, 78796	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52574	TPA	Jordan Munoz	1960-08-21	—	6424777794	5593 Market St, Tucson, AZ, 85786	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64450	TPA	Juan Morales	1995-06-09	—	—	8572 Valley View Dr, Gilbert, AZ, 85253	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-53510	TPA	Natalie Pierce	1939-01-28	—	—	9679 Washington St, Glendale, AZ, 85315	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62695	TPA	Thomas O Larson	1938-07-09	—	—	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more

14,135 rows, page 149 of 283Previous Next