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-61014	TPA	Aaron Medyna	1965-07-02	—	7618097513	2075 Baseline Rd, Orlando, FL, 32824	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-62490	TPA	Luis Weber	1955-07-22	UHC-82340-28	—	452 Willow Ct, Los Angeles, CA, 90040	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61924	TPA	Adam Mndoza	1956-02-27	—	—	430 Market St, Tucson, AZ, 85758	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61441	TPA	Linda I Stewart	1976-03-11	—	—	3321 Valley View Dr, Minneapolis, MN, 55411	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55892	TPA	Samuel Obrien	2000-10-08	—	—	8778 Oak St, Tampa, FL, 33693	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-57795	TPA	Carlus McCoy	1981-10-23	—	—	4191 Grand Ave, Plano, TX, 75061	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51027	TPA	Margaret Franklin	1941-10-02	—	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58894	TPA	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave, Orlando, FL, 32846	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58895	TPA	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave, Orlando, FL, 32846	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-57474	TPA	Bradley Sims	2006-09-04	—	7973864640	5554 Cedar Ln, Atlanta, GA, 30300	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
TPA-55015	TPA	Timothy X Howell	1969-12-13	—	5867772438	831 Washington St, Sacramento, CA, 95835	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52448	TPA	Gabriel Salazar	1943-02-04	—	—	4562 Union St, Gilbert, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50709	TPA	Melissa Vasquez	1998-05-26	—	—	3165 Lincoln Way, Dallas, TX, 75287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54550	TPA	Barbara Peters	1945-08-28	—	—	5311 Union St, Fresno, CA, 93769	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56538	TPA	Henry Perkins	1980-07-05	—	4519060510	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-53371	TPA	Megan Carr	1962-08-16	—	—	2579 Meadow Ln, Los Angeles, CA, 90003	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52254	TPA	Elizabeth Kennedy	2005-06-03	UHC-97687-72	—	9389 Apache Blvd, Charlotte, NC, 28267	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-62266	TPA	Valentina Elliott	1954-05-17	—	2326895943	7142 Canyon Rd, San Diego, CA, 92149	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60683	TPA	Barbara Mendoza	2007-01-02	—	8963725268	8073 Sage Ct, Las Vegas, NV, 89102	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51180	TPA	Yuki Collins	1983-01-13	—	3597975966	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-60499	TPA	Sttone Ronald	1948-08-28	—	3537611389	643 Forest Ave, Glendale, AZ, 85359	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59742	TPA	Melissa Kelly	1967-02-23	—	—	7347 Church St, Fresno, CA, 93707	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54716	TPA	Ashley Hayes	1970-03-20	—	—	2850 Valley View Dr, Chandler, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59322	TPA	Alice Gonzalez	1968-02-14	—	9108248546	8283 Mesa Dr, Sacramento, CA, 95872	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55748	TPA	Natalie Moore	1940-10-09	—	—	4797 Cedar Ln, Glendale, AZ, 85322	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
TPA-50893	TPA	Laura Rojas	1991-05-21	—	7336243992	2057 Union St, Seattle, WA, 98127	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-54187	TPA	Bradley Lynch	1963-05-22	—	—	563 Willow Ct, Plano, TX, 75001	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63297	TPA	Isabella Young	1939-10-21	—	—	289 Baseline Rd, Sacramento, CA, 95804	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60181	TPA	Katherine Rose	1973-04-01	—	—	2876 Oak St, Denver, CO, 80221	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63107	TPA	Kevin Burton	1974-02-28	UHC-40231-03	8846081503	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-50287	TPA	Matthew Vega	1998-08-17	—	4834304551	789 River Rd, Dallas, TX, 75235	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63605	TPA	Wayne Robertson	1964-03-04	—	—	3463 Palm Dr, Tampa, FL, 33601	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
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-52792	TPA	Paul Cruuz	1994-10-14	—	7347272116	9258 Pine Dr, Dallas, TX, 75235	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-54421	TPA	Ruth Herrera	1960-02-24	—	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-56773	TPA	Tyler Rojas	1994-06-27	—	—	4070 Main St, Scottsdale, AZ, 85263	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50304	TPA	Alice Crawford	1953-10-20	—	—	8047 Forest Ave, Plano, TX, 75059	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63683	TPA	Daniel Oliver	—	UHC-84619-89	5885867122	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-56222	TPA	Fatima Nunez	1947-06-14	UHC-68443-71	—	9002 Maple Ave, Glendale, AZ, 85307	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58056	TPA	Billy Ryan	1941-06-01	—	—	9764 Union St, Scottsdale, AZ, 85241	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57782	TPA	Mateo B Wallace	1980-05-21	—	—	8602 Harbor Blvd, Denver, CO, 80228	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57853	TPA	Aaron Jenssen	1969-05-08	—	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50565	TPA	Grace Alvarado	1945-12-20	—	—	806 Desert Sky Blvd, Atlanta, GA, 30330	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55533	TPA	Ruth Perez	2001-12-01	—	—	4458 Cedar Ln, San Antonio, TX, 78257	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52075	TPA	Camila Perez	1965-07-28	—	—	3706 Jefferson Ave, San Antonio, TX, 78253	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+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-53294	TPA	Donna Ford	1940-04-09	—	—	6615 Canyon Rd, Las Vegas, NV, 89157	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57888	TPA	Madison O Stephens	1951-08-04	UHC-13108-98	4823249184	1893 Washington St, Chandler, AZ, 85243	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57315	TPA	Bobby Rice	1938-01-19	UHC-16174-42	5103470594	8491 Desert Sky Blvd, Sacramento, CA, 95810	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58843	TPA	Isabella Wallace	1955-09-12	—	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,750 rows, page 66 of 115Previous Next