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

Claims, flag “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413349	CLM	Frances Carpenter	1989-07-13	UHC-94353-46	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409507	CLM	Adam Garrett	1986-12-01	UHC-27878-40	8079311482	1351 Ocean Ave, Seattle, WA, 98139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423187	CLM	Jennifer U Weaver	1966-01-21	UHC-23136-26	5179445337	—	0.74	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-421854	CLM	Eric Watson	2005-01-05	—	6615613429	6608 Elm St, Fresno, CA, 93767	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405987	CLM	Deborah Vasquez	1956-12-13	—	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407531	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407530	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411941	CLM	Alexander Anderson	1950-05-14	UHC-79887-28	4783200973	1045 Ocean Ave, Orlando, FL, 32883	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412847	CLM	Jerry Romero	1964-03-24	—	—	855 Lake View Rd, Tucson, AZ, 85786	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402585	CLM	Russell Le	1941-05-10	UHC-19416-53	7007392456	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-421641	CLM	Sarah Richards	1969-07-06	—	8643960585	5747 Palm Dr, Scottsdale, AZ, 85223	0.74	Name re-cased City re-cased State code upper-cased Gender normalised+3 more
CLM-411841	CLM	Richards Theresa	1968-04-08	UHC-25205-29	4569637577	5657 Ridge Rd, Las Vegas, NV, 89140	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422359	CLM	Nancy G Williamson	1962-04-06	—	—	1452 Cedar Ln, Glendale, AZ, 85379	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427504	CLM	Eric Schmidt	2004-05-04	UHC-31138-83	4863896059	311 Meadow Ln, Mesa, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411776	CLM	Eric Elliott	1950-09-19	—	3773931327	6054 Forest Ave, Las Vegas, NV, 89146	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408697	CLM	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412456	CLM	Wayne L Jimenez	1947-09-19	—	9835907461	6566 Pine Dr, Nashville, TN, 37257	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431331	CLM	Logan Austin	1951-09-23	—	—	5573 Ridge Rd, Eden Prairie, MN, 55309	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411195	CLM	Dorothy Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA, 30333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406335	CLM	Samuel Q Cook	1994-08-16	UHC-53331-97	—	3831 Bayshore Dr, Los Angeles, CA, 90049	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411688	CLM	Randy Maldonado	1999-08-04	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425349	CLM	Dorothy N Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-403738	CLM	Gerald T Cunningham	1983-06-15	—	5392154718	7237 Camelback Rd, Nashville, TN, 37295	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427455	CLM	John Lawrence	1987-04-27	UHC-56407-72	4852942740	2298 Harbor Blvd, Miami, FL, 33157	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402172	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402173	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405304	CLM	Christine Hicks	1996-10-24	UHC-78226-48	—	4361 Canyon Rd, Scottsdale, AZ, 85277	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-414837	CLM	Kathleen Q Turner	1939-03-01	UHC-07492-11	7428051949	8573 Park Pl, Mesa, AZ, 85268	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424175	CLM	Doris Rice	1964-04-25	—	2666671217	9774 Palm Dr, Seattle, WA, 98119	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418422	CLM	Joseph Vargas	1967-03-08	—	7969068393	8941 Baseline Rd, Tempe, AZ, 85247	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407010	CLM	Ethan Garza	1967-07-06	—	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-423069	CLM	Nathan Riiley	1998-05-18	—	4856663464	1023 River Rd, Orlando, FL, 32865	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430047	CLM	Martha Powell	2008-12-24	—	2216068204	6225 Church St, Nashville, TN, 37214	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403311	CLM	Justin Palmer	1950-09-24	UHC-44225-20	8417209064	7502 Pine Dr, Phoenix, AZ, 85043	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415986	CLM	Pat Fisher	1985-08-03	—	7773295953	8910 Camelback Rd, Plano, TX, 75099	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415292	CLM	Kathryn Contreras	1952-04-19	—	7685387115	6059 Ridge Rd, Columbus, OH, 43252	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406209	CLM	Ruth George	1964-10-19	UHC-96926-03	9055008756	2934 Sunset Blvd, Chandler, AZ, 85209	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428496	CLM	Priya G Shaw	1955-04-20	—	8404220769	2837 Sage Ct, Miami, FL, 33173	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411865	CLM	Helen West	1953-01-09	—	9737254148	5497 Lincoln Way, Mesa, AZ, 85289	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424473	CLM	Judith Ramirez	1983-10-07	UHC-46061-12	6095396518	1586 Bayshore Dr, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430519	CLM	Ronald L Guzman	2008-01-21	UHC-49979-38	3499943771	3336 Church St, Tampa, FL, 33693	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401678	CLM	Nicole Ryos	1979-03-27	—	7924875265	5521 Hillcrest Rd, Fresno, CA, 93726	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417293	CLM	Debra C Matthews	1973-10-28	—	—	3697 Lake View Rd, Chandler, AZ, 85267	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421409	CLM	Hughes Aisha	2000-08-26	—	8806385741	5338 Cedar Ln # 606, Denver, CO, 80284	0.74	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-405509	CLM	Larry Kim	1988-06-21	UHC-54455-56	6335073010	780 Church St, Minneapolis, MN, 55486	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426021	CLM	Pamela Medina	1945-06-06	UHC-50999-12	3906878493	9511 Sunset Blvd, Sacramento, CA	0.74	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-406471	CLM	Lauren Jordan	1995-07-18	—	—	3684 Ridge Rd, Minneapolis, MN, 55492	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414954	CLM	Jose Padilla	1955-01-14	UHC-81594-89	—	8571 Highland Ave, Chandler, AZ, 85234	0.74	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-430718	CLM	Amanda Guerrero	2007-07-09	—	—	3110 Jefferson Ave, Denver, CO, 80208	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401518	CLM	Ronald Gonzales	1951-05-19	—	—	2738 Central Ave, Jacksonville, FL, 32239	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

825 rows, page 7 of 17Previous Next