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-22388	PRV	Shirlay Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
PRV-21373	PRV	Patriccia Simmons	1963-12-19	UHC-34156-49	6842935793	320 Sage Ct, Los Angeles, CA, 90029	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23117	PRV	Fatima Z Baker	1982-12-22	—	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-23381	PRV	Crawford C Carlos	1969-08-09	UHC-73470-50	5208811292	4540 Central Ave, Atlanta, GA, 30376	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24223	PRV	Janice Richrds	1938-06-13	UHC-36443-23	6043317216	2622 Jefferson Ave, Charlotte, NC, 28254	0.78	Phone reformatted Street suffix standardised Address re-cased 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-27067	PRV	Anthony Carpenter	1959-08-27	UHC-46961-33	8475944106	6235 Mountain View Dr, Orlando, FL, 32828	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27904	PRV	Jason V Murray	1991-08-18	—	5795572501	6816 Willow Ct, Charlotte, NC, 28277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20985	PRV	Lucia D Bradley	1997-12-17	—	5228314300	3641 Spring St, Eden Prairie, MN, 55317	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26214	PRV	Jeremy O Barnes	1995-11-25	—	—	8573 Ocean Ave, Chandler, AZ, 85261	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25371	PRV	Julie Hughes	1993-02-08	—	5419353243	5616 Central Ave, Orlando, FL, 32819	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27994	PRV	Lawrence Fuller	—	—	9783604569	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-27550	PRV	Priya Dean	1945-05-26	UHC-97670-53	6823689397	9490 Central Ave, Tempe, AZ, 85220	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26139	PRV	Teresa Dlgado	1950-02-04	UHC-40854-32	5405650622	3500 Valley View Dr, Phoenix, AZ, 85009	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-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-26381	PRV	Gerald G Lucas	1969-11-12	—	5664143598	9328 Ocean Ave, Columbus, OH, 43234	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27312	PRV	Mei N Tucker	1974-09-28	UHC-96295-40	7514722370	5805 Market St, Atlanta, GA, 30300	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-28458	PRV	Jose B Long	1972-08-05	UHC-18259-67	4684573172	8334 Canyon Rd, Nashville, TN, 37269	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20594	PRV	Raymond Hall	1978-08-11	UHC-66052-13	8547646325	3690 Elm St, San Antonio, TX, 78298	0.78	Phone reformatted 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-25600	PRV	Young Carlos	1958-03-14	UHC-22068-37	7564710943	8579 Spring St, Tampa, FL, 33678	0.78	Phone reformatted 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-20682	PRV	Arthur Mills	1986-10-20	UHC-01562-20	7347440962	9837 Jefferson Ave, Atlanta, GA, 30303	0.78	Phone reformatted Street suffix standardised Address re-cased 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-21318	PRV	Russell Elliott	2002-09-26	—	7635165615	8498 Camelback Rd, San Diego, CA, 92156	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27031	PRV	Nunez Omar	1982-10-16	UHC-16297-37	9632593298	518 Baseline Rd, Mesa, AZ, 85227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-23774	PRV	Alexis I Willis	1980-05-20	—	3188242364	2662 Valley View Dr, Tempe, AZ, 85267	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28695	PRV	Gabriel Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20997	PRV	Luis Richars	1961-02-26	—	—	810 Jefferson Ave, Orlando, FL, 32859	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+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-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-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-29553	PRV	Isabella Gonzales	1983-10-21	—	3885238477	4192 Apache Blvd, Fresno, CA, 93704	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+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-22199	PRV	Patricia Hayes	2000-07-03	—	9128890503	5615 Grand Ave, Jacksonville, FL, 32275	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-20726	PRV	Camila Woods	1994-01-23	UHC-11477-78	5385908180	1429 Lincoln Way, Jacksonville, FL, 32284	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+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-21467	PRV	Jason Waker	1958-07-11	UHC-52858-40	9198299272	8763 Lincoln Way, Orlando, FL, 32826	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-26742	PRV	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more

5,467 rows, page 67 of 110Previous Next