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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27478	PRV	Christopher B Stephens	1988-09-21	UHC-69472-98	9219983447	5720 Valley View Dr, Gilbert, AZ, 85227	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24018	PRV	Juan Welhc	1959-01-05	UHC-99208-18	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-20976	PRV	Jessica Burns	2007-05-20	UHC-28147-73	—	8189 Sage Ct Apt 7, Seattle, WA, 98114	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29079	PRV	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ, 85212	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20024	PRV	Maria Ortiz	1999-11-28	—	—	5555 Harbor Blvd Apt 13, Jacksonville, FL, 32241	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26850	PRV	Sara P Wallace	1970-10-27	UHC-48359-67	6659671601	298 Ridge Rd, Minneapolis, MN, 55471	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25573	PRV	Nancy N Morgan	1988-01-04	—	—	1598 Canyon Rd, Minneapolis, MN, 55415	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24171	PRV	Christian X Kennedy	1938-09-22	UHC-25677-82	—	4685 River Rd, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
PRV-23837	PRV	Albert Mendez	1972-10-21	—	3938663302	1232 Desert Sky Blvd, Houston, TX, 77004	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28631	PRV	Justin Jackson	1995-01-02	UHC-75123-32	—	4662 Apache Blvd, Denver, CO, 80254	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-24111	PRV	Paul Gilbert	1952-08-21	UHC-18539-67	6952328172	6577 Ridge Rd, Houston, TX, 77048	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27889	PRV	Charlees Carpenter	2006-07-15	UHC-19993-86	7419839128	7072 Highland Ave, Denver, CO, 80202	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22064	PRV	Anna Turneer	1974-02-09	UHC-90002-73	4577574672	6074 Willow Ct, Nashville, TN, 37250	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28681	PRV	Kenneth Cox	1953-06-17	—	3216387904	3484 Maple Ave, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22796	PRV	Bradley Austin	—	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24476	PRV	Steven Banks	1955-12-09	—	—	3943 Market St, Minneapolis, MN, 55440	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24630	PRV	Peter Baker	2001-04-28	UHC-99981-31	—	9241 Sunset Blvd, Fresno, CA, 93757	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26484	PRV	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23753	PRV	Luis Howard	1987-09-10	UHC-63334-20	5407541885	744 Harbor Blvd Apt 30, Las Vegas, NV, 89139	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23436	PRV	Zachay Knight	1959-07-23	UHC-03561-97	—	6436 Grand Ave, Charlotte, NC, 28290	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20957	PRV	Boby Martinez	1963-09-25	—	—	2233 Mountain View Dr, Atlanta, GA, 30388	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23107	PRV	Brittany Q Fowler	1948-04-11	—	7738311115	4303 Lake View Rd, San Antonio, TX, 78274	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
PRV-24090	PRV	Roy Chavez	1939-11-04	UHC-19953-03	2785855716	1429 Apache Blvd, Chandler, AZ, 85295	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23015	PRV	Gary Rojas	1962-07-15	UHC-95184-37	2027396086	350 Union St, Gilbert, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22387	PRV	KimberlyJunk	1993-05-03	UHC-01765-28	7988648692	4122 Market St, Dallas, TX, 75257	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
PRV-24034	PRV	Harold Ramos	1978-08-26	—	2087905762	3785 Church St, San Diego, CA, 92144	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24033	PRV	Harold Ramos	1978-08-26	—	2087905762	3785 Church St, San Diego, CA, 92144	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-23485	PRV	Keith R Ross	1996-07-22	—	4175293226	7356 Maple Ave # 587, Houston, TX, 77015	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27142	PRV	Judith Snyder	1983-01-13	—	9466158800	7887 Bayshore Dr, Mesa, AZ, 85282	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28666	PRV	Julia Cooper	2002-07-03	—	4238774045	4654 Cedar Ln, Tucson, AZ, 85729	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26336	PRV	Wayne Marshall	1983-10-09	—	—	6085 Church St, San Antonio, TX, 78295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27901	PRV	Andrea Mendoza	1939-05-07	UHC-86485-66	4854877644	3886 Sunset Blvd, Scottsdale, AZ, 85234	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-27486	PRV	Paul Cole	1987-03-25	—	3902919357	5765 Indian School Rd, Tempe, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21702	PRV	David Lewis	1981-04-09	UHC-05353-85	4563288585	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25024	PRV	Sharon A Little	—	—	—	8702 Pine Dr, Houston, TX, 77080	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-27035	PRV	Ronald Stone	1948-08-28	UHC-20959-12	—	643 Forest Ave, Glendale, AZ, 85359	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27524	PRV	Jason Rose	1967-10-22	—	—	4069 Pine Dr, Mesa, AZ, 85230	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29508	PRV	Lisa Cark	2002-09-26	UHC-57585-76	4693997787	3910 Palm Dr, Columbus, OH, 43285	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22871	PRV	Olivia Bradley	1969-04-23	—	7374687565	3185 Apache Blvd, Las Vegas, NV, 89116	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22121	PRV	Beverly Bennett	1977-03-21	—	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21222	PRV	Jacqueline Jimenez	1950-09-07	UHC-16993-83	—	7066 Highland Ave Apt 4, Orlando, FL, 32875	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20620	PRV	Anthony Gray	1947-05-21	—	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27181	PRV	Valentina King	1989-03-28	—	4093845909	8497 Palm Dr, Orlando, FL, 32882	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26920	PRV	Yuki Harris	1950-10-26	UHC-23626-39	—	3874 Sage Ct, Austin, TX, 78720	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20014	PRV	Olivia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25491	PRV	Megan Washington	1972-11-17	UHC-86025-95	3808779671	2946 Maple Ave Apt 23, Nashville, TN, 37276	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24669	PRV	Russell Harrison	1950-08-14	UHC-05513-68	9875500866	460 Palm Dr, Dallas, TX, 75239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20284	PRV	Donna Sanchez	1979-09-22	—	—	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23827	PRV	Christine Carter	1939-10-14	UHC-65972-85	4859587300	4747 Mountain View Dr, Scottsdale, AZ, 85229	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-24732	PRV	Juan Butler	1952-03-08	UHC-52359-45	—	4309 Willow Ct, Plano, TX, 75031	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

5,462 rows, page 54 of 110Previous Next