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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21216	PRV	Amy Marshall	1994-10-07	UHC-80245-87	—	555 Main St, Eden Prairie, MN, 55344	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22034	PRV	Justni Greene	1999-05-08	—	2496667165	198 Harbor Blvd, Nashville, TN	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-29467	PRV	Peter Marhall	1968-10-23	—	—	6560 Camelback Rd, Tampa, FL, 33646	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27283	PRV	Susan C Wang	1949-05-05	—	—	7919 Sage Ct, Scottsdale, AZ, 85269	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26826	PRV	Amanda Cole	2005-10-28	—	2293378957	593 Cedar Ln, Seattle, WA, 98142	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26994	PRV	Alice Foster	1950-02-06	—	—	6836 Maple Ave, Orlando, FL, 32801	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28748	PRV	Kevin Guzman	—	—	2788808571	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27328	PRV	Luis Cole	1976-05-18	—	5127429601	1216 Grand Ave, Charlotte, NC, 28279	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25159	PRV	Betty Mason	1987-07-19	—	—	4776 Hillcrest Rd, Tempe, AZ, 85262	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27885	PRV	Sandra F Roberts	1941-06-03	UHC-36051-31	4937919974	2636 Union St, Austin, TX, 78751	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20935	PRV	Ronald F Johnston	2002-02-06	UHC-85701-34	7759028505	9032 Ocean Ave, San Antonio, TX, 78294	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28533	PRV	Patrick Castro	1996-09-04	UHC-42767-76	2924205701	6815 Canyon Rd, Dallas, TX, 75201	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24498	PRV	Doris Lee	1970-03-07	UHC-29225-43	—	5764 Lake View Rd, Charlotte, NC, 28211	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25680	PRV	Judith Li	1976-04-07	UHC-83073-66	2707659891	3151 Ridge Rd, Eden Prairie, MN, 55355	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28870	PRV	Deborah Gordon	1995-09-18	UHC-25449-95	3019583669	5176 Mesa Dr, San Diego, CA, 92158	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22599	PRV	Jack Mitchell	1965-09-25	—	7042190444	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25033	PRV	Walter Washington	1981-12-16	UHC-34661-92	5097985418	6312 Park Pl, Nashville, TN, 37285	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26209	PRV	Katherine Adams	1942-07-08	—	6486388366	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22208	PRV	Brenda Stephens	1965-07-27	—	5736872252	3910 Forest Ave # 565, Phoenix, AZ, 85033	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21200	PRV	Julia Hunt	1965-02-23	—	—	9025 Cedar Ln, Seattle, WA, 98161	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28247	PRV	Ruth Meier	2005-06-19	UHC-88349-27	8647358107	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21139	PRV	Kathryn Bowman	1949-01-08	—	9587770732	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21138	PRV	Kathryn Bowman	1949-01-08	—	9587770732	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28381	PRV	Debra Rios	1947-12-07	—	—	9593 Valley View Dr, San Antonio, TX, 78244	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-24991	PRV	Michael Barnes	1951-12-12	UHC-61882-38	2883789898	8521 Desert Sky Blvd, Jacksonville, FL, 32220	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29367	PRV	Santiago Burton	1998-05-26	—	4428302308	3029 Willow Ct, Orlando, FL, 32897	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-21609	PRV	Timothy T Soto	2005-11-09	—	3706730342	5441 Sunset Blvd, Phoenix, AZ, 85068	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27731	PRV	Patrick D Lewis	1939-02-28	UHC-79870-10	3399818213	9157 Camelback Rd, Dallas, TX, 75286	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21445	PRV	Samuel K Cruz	1982-01-09	—	8487267946	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26671	PRV	Lawrence M Gonzalez	1989-09-19	—	3114086887	4187 Spring St, Phoenix, AZ, 85036	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28107	PRV	Alexis Bennett	1968-06-04	UHC-65598-14	9674333853	8577 Broadway, Sacramento, CA, 95882	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23022	PRV	Heather Q Crawford	1966-01-27	—	—	5137 Ridge Rd Apt 5, Chandler, AZ, 85286	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24379	PRV	Kathryn T Gonzalez	1988-08-13	—	—	4472 Main St, Minneapolis, MN, 55483	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26550	PRV	Wei Smith	1975-11-07	—	2963320783	5845 Camelback Rd, Nashville, TN, 37226	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27932	PRV	Daniel Y Jensen	1974-09-12	UHC-77446-05	9178022537	3605 Baseline Rd, Chandler, AZ, 85239	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28860	PRV	Mariana Mitchell	1972-03-12	UHC-47406-20	7717381941	762 Sage Ct, Tempe, AZ, 85203	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22097	PRV	Christian Yang	1945-08-01	—	9002477102	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21381	PRV	Katherine Knight	2001-03-26	—	8915077707	7895 Willow Ct, Plano, TX, 75049	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27786	PRV	Alan Ryan	1940-06-15	—	7223484375	5901 Grand Ave, San Diego, CA, 92174	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23522	PRV	Kyle Henry	1990-02-17	—	5553431166	7259 Ocean Ave, Seattle, WA, 98176	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23413	PRV	DorothyJunk	1945-01-19	UHC-03800-59	5283984440	—	0.80	Member ID reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
PRV-21972	PRV	Christian Santiago	1987-03-15	—	3947703248	3993 Jefferson Ave, San Antonio, TX, 78202	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27959	PRV	Jordan Padilla	2000-03-12	—	3954694704	1639 Baseline Rd Apt 29, Phoenix, AZ, 85032	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
PRV-26051	PRV	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave, Tampa, FL, 33612	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29223	PRV	Kenneth Y Jacobs	1972-07-26	UHC-31074-32	—	9236 River Rd, San Antonio, TX, 78234	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-21008	PRV	Robert Holmes	2006-04-09	—	9536015335	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29289	PRV	Matthew Graham	1962-06-15	—	9539710478	5330 Union St, Nashville, TN, 37248	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28935	PRV	Daniel Turner	—	UHC-52643-65	4509372554	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-22896	PRV	George Murray	1964-10-14	—	5265528474	2753 Central Ave, Columbus, OH, 43225	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22184	PRV	Eric L Palmer	1964-11-24	UHC-87376-84	7423225171	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 83 of 110Previous Next