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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109149	ENR	Deborah Z Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ, 85022	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-140066	ENR	Gregory Wood	1962-01-15	UHC-37459-04	4453529584	6039 Canyon Rd # 364, Minneapolis, MN, 55499	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-127229	ENR	Henry U Ross	2003-09-10	UHC-74196-44	2549984630	5245 River Rd, Minneapolis, MN, 55407	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-130219	ENR	Virrginia F Padlila	1973-02-07	UHC-44228-34	9509540358	1491 Highland Ave, Sacramento, CA, 95806	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
CLM-412984	CLM	Kathy G Dixon	1989-07-28	—	—	9088 Union St, San Diego, CA, 92189	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412985	CLM	Kathy G Dixon	1989-07-28	—	—	9088 Union St, San Diego, CA, 92189	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-103238	ENR	Carl Robertson	1977-07-11	UHC-02095-60	6886116022	4375 Sage Ct # 957, Eden Prairie, MN, 55354	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-105304	ENR	Angela O Wood	2008-09-26	UHC-49670-68	6877939048	9642 Apache Blvd, Jacksonville, FL, 32264	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-57005	TPA	Alexander Johnston	2006-02-24	—	—	3793 Lake View Rd Apt 3, Gilbert, AZ, 85247	0.68	Unit split from street ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-117305	ENR	Susan D Davis	1975-07-14	UHC-82579-78	9374939571	5938 Spring St, Sacramento, CA, 95836	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
CLM-401927	CLM	Gary Huhes	1977-05-24	UHC-90567-68	—	1898 Pine Dr, Los Angeles, CA, 90000	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-63785	TPA	Alexis Elliott	1965-02-04	—	—	9576 Cedar Ln, Atlanta, GA, 30344	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55667	TPA	Kimberly Mitchell	1945-05-18	—	5469420396	2928 Ridge Rd, Phoenix, AZ, 85096	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
ENR-133242	ENR	David Cox	2005-12-15	UHC-62175-68	—	3183 Oak St, Glendale, AZ, 85335	0.68	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed
ENR-100660	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-100659	ENR	Sophia Y Olson	1971-08-04	UHC-24314-77	—	4458 Mesa Dr, Las Vegas, NV, 89169	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405409	CLM	Diego Bredley	1981-06-15	—	9405948889	4128 Sunset Blvd, Sacramento, CA, 95838	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58202	TPA	Sophia Roberts	1942-06-05	UHC-04642-04	—	3413 Valley View Dr, Austin, TX, 78720	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-138346	ENR	Steven Wheeler	1999-03-01	UHC-11820-74	7309499102	6745 Camelback Rd, Orlando, FL, 32819	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
TPA-52546	TPA	Martha Austin	1992-04-23	—	3203048096	4820 Ocean Ave, Denver, CO, 80204	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-110376	ENR	Amanda Riey	1976-07-09	UHC-52383-08	3163693180	1061 Sunset Blvd, Atlanta, GA, 30316	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-105232	ENR	Albert J Sanders	1943-07-28	UHC-97542-95	9309676412	313 Canyon Rd, Las Vegas, NV, 89106	0.68	Middle initial moved out of first name Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-405137	CLM	Bobby Rios	1940-05-27	UHC-55415-79	—	4383 Apache Blvd, Houston, TX, 77083	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
CLM-422075	CLM	Terry Lawson	1974-04-04	UHC-03302-69	—	3688 Hillcrest Rd, Eden Prairie, MN, 55383	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-120460	ENR	Olivia Parker	1982-07-27	UHC-73080-77	6079777656	4826 Cedar Ln, Glendale, AZ, 85360	0.68	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-412048	CLM	Larry Lawson	1976-03-23	—	—	4261 Apache Blvd, Phoenix, AZ, 85063	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-430411	CLM	Bradley F Larson	1960-11-16	—	—	9556 Maple Ave # 206, Phoenix, AZ, 85057	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-102458	ENR	Virginia Ellis	1954-12-02	UHC-03401-62	5115096230	5174 Forest Ave, Phoenix, AZ, 85032	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-59354	TPA	Randy L Lawrence	—	—	—	9077 Oak St, Las Vegas, NV, 89131	0.68	Name re-cased Date of birth unreadable ZIP+4 trimmed Placeholder values cleared
CLM-428575	CLM	Nicholas L Tran	2001-02-15	—	—	4942 Hillcrest Rd, Austin, TX, 78770	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-24574	PRV	Rebecca Hart	1962-03-15	—	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-428441	CLM	Teresa Spencer	1995-05-10	UHC-23682-43	—	5215 Grand Ave, San Diego, CA, 92120	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422310	CLM	Omer Myerrs	1982-12-01	—	—	7679 Maple Ave, Orlando, FL, 32865	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-24437	PRV	Ralph Oliver	1995-03-26	—	—	1949 Spring St, Los Angeles, CA, 90061	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-116037	ENR	Janice F Sanders	1919-03-11	UHC-28599-27	2662064098	8859 Central Ave, Atlanta, GA, 30349	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-101984	ENR	Ronald G Gonzales	1951-05-19	UHC-77889-07	7225512640	2738 Central Ave, Jacksonville, FL, 32239	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-137082	ENR	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-143038	ENR	Joan Price	1962-10-16	UHC-41663-09	—	4745 Church St, Fresno, CA, 93757	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60436	TPA	Ronald West	2007-07-24	—	3499013255	1699 Union St, Minneapolis, MN, 55467	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-126156	ENR	Jeffrey Welch	1951-02-23	UHC-71131-82	—	441 Ocean Ave, Charlotte, NC, 28264	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-22119	PRV	Joice Garrett	2008-12-28	UHC-90365-28	—	7709 Grand Ave, Eden Prairie, MN, 55363	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412403	CLM	Eric Jones	1944-01-24	UHC-34203-06	—	8255 Apache Blvd Apt 6, Minneapolis, MN, 55493	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-104512	ENR	Heather X Ray	—	UHC-23714-31	7576122906	9412 Meadow Ln, Tempe, AZ, 85279	0.68	Date of birth missing Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-103724	ENR	Karen U Bishop	1983-05-01	UHC-48988-95	8607064390	5869 Mountain View Dr, Atlanta, GA, 30303	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased
ENR-121515	ENR	Sharon Hernandez	1996-02-09	UHC-02207-70	8458628066	7061 Forest Ave, Jacksonville, FL, 32221	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-121430	ENR	Jordan O George	1964-11-12	UHC-02604-57	9548084442	384 Union St, Denver, CO, 80230	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-56462	TPA	Jacob Watkins	1948-01-23	—	9825231742	1221 Church St, Fresno, CA, 93719	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-118914	ENR	Jasn I Ortega	1941-09-03	UHC-52395-15	7943648119	8529 Indian School Rd, Seattle, WA, 98166	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-142292	ENR	Stephanie E Alvarado	2006-12-17	UHC-97503-27	4554158798	985 Ridge Rd, San Antonio, TX, 78240	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-53545	TPA	Megan Henry	1944-01-14	—	—	4325 Hillcrest Rd, Las Vegas, NV, 89153	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

8,263 rows, page 130 of 166Previous Next