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 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
PRV-21887	PRV	Sophia H Mrquez	1986-09-01	UHC-21684-62	—	6786 Meadow Ln, Fresno, CA, 93755	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26880	PRV	Willie Hill	1954-02-17	—	—	6950 Camelback Rd, Gilbert, AZ, 85250	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-27129	PRV	Luis Larson	1979-08-22	—	2644571080	362 Ocean Ave, Plano, TX, 75067	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20800	PRV	Kimberly Ryan	—	UHC-73887-22	3252899304	8063 Broadway, Charlotte, NC, 28277	0.78	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+1 more
PRV-25655	PRV	Ahmed Sanders	1960-10-26	UHC-07701-06	4209977132	2821 Sunset Blvd, Sacramento, CA, 95877	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24073	PRV	David Hernandez	1987-06-28	—	6913086821	1326 Washington St, Denver, CO, 80226	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26661	PRV	Dylan O Reid	1943-12-05	UHC-30535-48	6455474498	2056 Mesa Dr, Plano, TX, 75058	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27064	PRV	Samantha Rose	1967-01-14	—	3393553725	3541 Pine Dr, Plano, TX, 75004	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26235	PRV	JoyceJunk	1989-12-12	—	2422470655	5954 Central Ave, San Diego, CA, 92120	0.78	Name re-cased Phone reformatted City re-cased Placeholder values cleared+1 more
PRV-23276	PRV	Beth V Ray	1992-01-25	UHC-56495-72	6232037637	7416 Oak St, Las Vegas, NV, 89186	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-21832	PRV	Andrea Z Morgan	1936-02-21	—	3905179077	125 Apache Blvd, Tempe, AZ, 85201	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27994	PRV	Lawrence Fuller	—	—	9783604569	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-27125	PRV	Timothhy S Alexander	1962-08-04	—	8214063545	4556 Desert Sky Blvd, Fresno, CA, 93724	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28281	PRV	Christina Diaz	1980-06-18	—	3397110595	6501 Baseline Rd, Orlando, FL, 32822	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21333	PRV	Sophia Howell	1997-04-28	—	4924674792	2377 Apache Blvd, San Diego, CA, 92144	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25217	PRV	Olivia Owes	1991-09-11	—	9415262112	275 Oak St, Jacksonville, FL, 32248	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24375	PRV	Stephen Ncihols	1945-05-04	UHC-56677-05	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23551	PRV	Alice Porter	1989-06-20	UHC-37723-15	—	1574 River Rd, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
PRV-26701	PRV	Emily Harper	1972-02-15	—	5724563674	5798 Valley View Dr, San Diego, CA, 92124	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26954	PRV	Steven Hunt	1959-08-22	—	3426914413	2211 Willow Ct, Charlotte, NC, 28208	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
PRV-25916	PRV	Raymond Ortiz	1965-04-04	—	8676294665	9314 Hillcrest Rd, Fresno, CA, 93776	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-27822	PRV	Kimberly Banks	1973-08-14	UHC-47323-56	2288029057	1608 Pine Dr, Miami, FL, 33145	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27141	PRV	Julie Arnold	1981-09-06	UHC-68011-71	6902193859	9290 Oak St, Tempe, AZ, 85261	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22329	PRV	Marilyn Hunt	2000-04-25	UHC-87899-87	—	2638 Indian School Rd, Nashville, TN, 37286	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21685	PRV	Christina K Washington	1957-03-02	—	4935563798	6381 Palm Dr, Las Vegas, NV, 89126	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-23620	PRV	Lauren A Sims	2007-05-19	UHC-90640-63	8537240105	8513 Lincoln Way, Atlanta, GA, 30306	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27646	PRV	Karen E Romero	1986-03-19	—	6014145517	6696 Spring St, Denver, CO, 80276	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
PRV-22445	PRV	Russell Meyer	1974-02-15	—	9374545520	9097 Elm St, Austin, TX, 78738	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24796	PRV	Brittany Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-24709	PRV	Diego Lane	1943-06-06	—	6715745117	1277 Baseline Rd, San Diego, CA, 92186	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24064	PRV	Mariana Santiago	2007-11-22	UHC-36282-56	5317807023	4386 Jefferson Ave, Tucson, AZ, 85737	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25234	PRV	Cynthia Ford	1986-06-11	—	—	3753 Lincoln Way, Fresno, CA, 93791	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28659	PRV	Betty Murray	1986-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25192	PRV	Jose Ryan	1948-06-08	—	7073531374	5976 Market St, Gilbert, AZ, 85281	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23555	PRV	Ralph Salazar	1996-04-23	—	9403806927	1632 Pine Dr, Glendale, AZ, 85335	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21411	PRV	Ryan T Rose	1940-10-15	UHC-20347-39	5939827627	3781 Lake View Rd, Nashville, TN, 37221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23575	PRV	Bobby Schultz	1958-07-18	UHC-06876-95	2563073168	1371 Maple Ave, Seattle, WA, 98198	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28622	PRV	Mason Walsh	1973-11-18	UHC-13566-73	—	3634 Meadow Ln, San Antonio, TX, 78263	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22649	PRV	Megan Bradley	1967-01-09	UHC-27109-52	3104679452	251 Grand Ave, Fresno, CA, 93769	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24600	PRV	Ray R Priya	1962-05-28	—	—	7268 Cedar Ln, Gilbert, AZ, 85287	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-27198	PRV	Charles C Reynolds	1961-09-26	UHC-64561-81	—	6382 Apache Blvd, Orlando, FL, 32824	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
PRV-22855	PRV	Santiago Munoz	2005-03-19	UHC-00179-07	3053367010	6165 Palm Dr, Chandler, AZ, 85262	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24863	PRV	Theresa Gutierrez	1996-02-01	—	8984441622	2091 Harbor Blvd, Minneapolis, MN, 55445	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22474	PRV	Aisha H Scott	1950-09-05	UHC-97838-17	9789081586	8705 Ridge Rd, Orlando, FL, 32885	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-29181	PRV	Mark Edwards	1956-10-11	UHC-45206-33	—	7708 Highland Ave, Eden Prairie, MN, 55339	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20618	PRV	Valentina H Cunningham	1949-12-02	—	6748773395	5317 Mesa Dr, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-27928	PRV	Barbara Carr	2000-03-19	—	5953887054	4270 Jefferson Ave, Orlando, FL, 32845	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-23181	PRV	Jimmy Watkins	—	UHC-77031-08	—	3160 Union St, Austin, TX, 78716	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-29458	PRV	Teresa Woods	1968-09-17	—	—	4912 Hillcrest Rd, Chandler, AZ, 85221	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25203	PRV	Mariana Gutierrez	1999-07-23	—	—	8486 Central Ave, Mesa, AZ, 85228	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more

3,816 rows, page 46 of 77Previous Next