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

Provider network, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29309	PRV	Roy James	2008-11-12	—	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25199	PRV	Christopher Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20539	PRV	Jordan Armstrong	1990-06-22	—	7224967167	5162 Bayshore Dr Apt 35, San Antonio, TX, 78276	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
PRV-28352	PRV	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-26907	PRV	Betty Gray	1982-10-01	UHC-11992-16	2689551181	1627 Mesa Dr, Miami, FL, 33186	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23259	PRV	Patricia Kennedy	1991-09-17	—	—	6142 Harbor Blvd, Los Angeles, CA, 90015	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23082	PRV	Jeffrey N Simmons	1977-03-08	UHC-64891-47	8809483626	6175 River Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25238	PRV	Wei G Harris	1954-03-16	UHC-52056-94	5394748760	5028 Ridge Rd, Columbus, OH, 43212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22403	PRV	Sarah V Hudson	2008-11-07	—	8229772895	3760 Willow Ct, Denver, CO, 80207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23771	PRV	Kayla Reid	2003-09-12	—	9277256579	2115 Market St, Sacramento, CA, 95845	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-23403	PRV	Mary L Castro	1960-07-19	UHC-41566-60	—	7608 Ocean Ave, Seattle, WA, 98125	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23734	PRV	Robert Bradlay	1977-07-08	—	—	—	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-20293	PRV	Sofia Carr	1950-08-08	UHC-88392-63	6224737398	3946 Lincoln Way, San Antonio, TX, 78291	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
PRV-26948	PRV	Ashely D Lene	1993-09-20	—	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20575	PRV	Heather M Fisher	1961-01-07	—	5242070320	3767 Market St Apt 25, Los Angeles, CA, 90043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-28751	PRV	Kyle Contreras	1962-06-10	UHC-17396-44	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20634	PRV	Sara Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway, Seattle, WA, 98113	0.66	Name split from “Last, First”Date of birth reformatted Address re-cased ZIP+4 trimmed+1 more
PRV-24673	PRV	Brandon Hicks	—	UHC-36394-59	5655433767	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+1 more
PRV-27880	PRV	Samantha Marshall	2002-11-04	UHC-35254-25	5387852236	1627 Broadway, Minneapolis, MN, 55490	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+1 more
PRV-26872	PRV	Scott Hughes	1997-01-24	—	3773669542	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27967	PRV	Marilyn Sullivn	1952-05-20	—	2748519508	5246 Desert Sky Blvd, Miami, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-28152	PRV	Christine Y Edwards	1955-04-20	UHC-05546-44	7746215789	5729 Elm St, Plano, TX, 75081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26961	PRV	Lary Cox	—	UHC-25922-95	9553706658	4973 Grand Ave, Tampa, FL, 33619	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
PRV-28575	PRV	Camila Hunter	1984-09-23	—	—	8591 Lincoln Way, San Diego, CA, 92110	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25142	PRV	Janice Fernandez	1979-03-16	—	5879127441	5641 Mountain View Dr, Minneapolis, MN, 55400	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28529	PRV	Sofia Fuller	1945-03-08	—	4386925750	8946 Camelback Rd, Sacramento, CA, 95896	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26217	PRV	David G Butler	—	UHC-58798-14	8576147972	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-27587	PRV	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.66	Name split from “Last, First”City re-cased State code upper-cased Gender normalised+1 more
PRV-28589	PRV	Benjamin G Wright	1974-05-17	UHC-86998-36	3266584477	9599 Ocean Ave, Orlando, FL, 32824	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-22816	PRV	Aisha Baker	1944-03-19	UHC-54571-05	2258031079	5994 Indian School Rd, Charlotte, NC, 28210	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28691	PRV	Charles McDonald	—	UHC-75613-83	—	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
PRV-23122	PRV	Josh Payne	1946-12-20	—	—	8870 Main St, Denver, CO, 80285	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-26350	PRV	Nathan Martinez	1944-04-01	—	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24211	PRV	Diana I Harris	1967-08-04	UHC-73519-32	3265260649	4392 Broadway, Fresno, CA, 93786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20010	PRV	Sarah Collins	1940-09-18	UHC-06515-42	6473272512	6195 Camelback Rd # 834, Mesa, AZ, 85275	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-20816	PRV	Jordan P Joseph	1945-09-27	UHC-60507-55	7049311419	8990 Desert Sky Blvd Apt 25, Austin, TX, 78721	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-23263	PRV	Patrick Jones	2003-05-09	—	3567096013	3171 Cedar Ln, Plano, TX, 75021	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22223	PRV	Roger White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24537	PRV	Joshua Bishop	1944-01-16	UHC-15066-21	7934058502	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25546	PRV	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr, Tucson, AZ, 85780	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26527	PRV	Franecs G Hicks	1963-04-27	—	8352650587	2571 Desert Sky Blvd, Chandler, AZ, 85225	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24612	PRV	Timothy Berry	1963-09-08	—	2184037704	3376 Spring St, Dallas, TX, 75284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26857	PRV	Camila Kelly	1962-06-14	—	8273197244	9580 Canyon Rd, Mesa, AZ, 85248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-20619	PRV	Anthony Gray	1947-05-21	UHC-32028-55	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22663	PRV	Donna Schmidt	1983-02-23	UHC-88832-04	—	6092 Meadow Ln, San Antonio, TX, 78250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21611	PRV	Maria Nguyen	2003-04-02	—	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21610	PRV	Maria Nguyen	2003-04-02	—	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25995	PRV	Andrea Padilla	2008-05-07	UHC-09343-48	—	501 Harbor Blvd, Charlotte, NC, 28227	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-25349	PRV	Betty Y Martinez	1968-04-26	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29126	PRV	Arjun X Crawford	1971-06-23	—	—	8223 Highland Ave, Eden Prairie, MN, 55372	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

957 rows, page 11 of 20Previous Next