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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22047	PRV	Matt Montgomery	1972-10-03	—	9079446751	4920 Lake View Rd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22043	PRV	Emma Santiago	1995-03-17	UHC-20832-61	9627945315	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27562	PRV	Betty Lucas	1958-05-20	—	2923740103	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28045	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28046	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24972	PRV	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
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-23845	PRV	Ronald Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+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-20260	PRV	Marcus Wallace	1991-02-08	UHC-76142-96	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+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-22773	PRV	Nathan Cunningham	1938-05-08	UHC-14810-76	—	8203 Lake View Rd, Atlanta, GA, 30399	0.66	Name re-cased State name converted to code Gender normalised 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-26941	PRV	Dougas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+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-20548	PRV	Ryan Palmer	1964-12-15	—	4425680312	452 Union St, Seattle, WA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+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-27016	PRV	Calros Jenzen	1988-06-19	—	—	5801 Canyon Rd Apt 38, Tucson, AZ, 85700	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace 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-22921	PRV	Jason M Mills	1986-04-22	—	3524226638	2460 Grand Ave Apt 16, Tampa, FL, 33639	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21057	PRV	Natalie Sandoval	1989-05-08	UHC-85144-55	8458762184	3009 River Rd, Sacramento, CA, 95887	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-20045	PRV	Julie Wilson	1965-12-07	UHC-58931-70	3513146084	766 Washington St, Austin, TX, 78745	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted 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-25856	PRV	Mason Rios	1939-11-04	UHC-42367-40	—	2850 Valley View Dr, Tampa, FL, 33690	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+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-27019	PRV	Yuki Johnson	1960-07-06	—	2568028066	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+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

9,344 rows, page 60 of 187Previous Next