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

Third-party administrator, 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
TPA-64450	TPA	Juan Morales	1995-06-09	—	—	8572 Valley View Dr, Gilbert, AZ, 85253	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-53510	TPA	Natalie Pierce	1939-01-28	—	—	9679 Washington St, Glendale, AZ, 85315	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62348	TPA	Elijah G Gilbert	1998-08-12	—	6958483029	7681 Canyon Rd, Charlotte, NC, 28207	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63559	TPA	Katherine Black	1997-07-25	—	2322677319	45 Palm Dr, Tucson, AZ, 85765	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58300	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-52175	TPA	Janice Tran	1977-08-21	—	7909389444	4477 Broadway, San Antonio, TX, 78281	0.78	Name re-cased SSN last four extracted Address re-cased Whitespace trimmed+1 more
TPA-63934	TPA	Jessica Hill	1990-12-16	—	—	4977 Church St, Charlotte, NC, 28254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52023	TPA	Debra Marquez	1996-03-18	UHC-56584-90	—	4462 Forest Ave, Minneapolis, MN, 55483	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53385	TPA	Marcus Jones	1952-02-04	—	—	9174 Indian School Rd, Tampa, FL, 33621	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62997	TPA	Ailce Lynch	1989-07-03	—	—	6986 Baseline Rd, Mesa, AZ, 85276	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62615	TPA	Natalie Phillips	1986-10-11	—	—	1429 Cedar Ln, Gilbert, AZ, 85213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59551	TPA	Alan Bradley	1971-09-10	—	—	5458 Oak St, Tampa, FL, 33633	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61492	TPA	Debra Marshall	2003-04-13	—	—	5514 Canyon Rd, Seattle, WA, 98135	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56221	TPA	Carol Gardner	1997-04-28	UHC-82456-87	5089013089	2681 Washington St, Tampa, FL, 33667	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58163	TPA	Keith Simpson	2007-11-19	—	—	6732 Church St, Fresno, CA, 93776	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-56000	TPA	Bobby Watson	1949-06-19	—	5296779979	6761 Oak St, Phoenix, AZ, 85053	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-64296	TPA	Justin Crawford	1961-04-08	—	4865504187	5349 Washington St, Scottsdale, AZ, 85297	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51055	TPA	Sarah Black	2001-07-06	—	9895902102	8146 Bayshore Dr, Chandler, AZ, 85243	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59371	TPA	Christine U Ferguson	2003-09-16	UHC-41567-67	—	541 Sage Ct, Fresno, CA, 93728	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64113	TPA	Gabriel Hill	1971-05-22	—	—	5941 Pine Dr, Nashville, TN, 37221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52682	TPA	Dorothy Mejia	1939-12-02	—	—	8951 Pine Dr, Austin, TX, 78738	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57288	TPA	Helen Mejia	1987-01-20	—	—	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54846	TPA	Jeffrey Green	1976-05-21	—	—	1429 Spring St, Denver, CO, 80299	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54470	TPA	Brian Luna	1995-05-26	—	—	40 Maple Ave, Tempe, AZ, 85259	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-50730	TPA	Holmes Charlotte	1999-05-21	—	6368778825	4958 Sage Ct, Glendale, AZ, 85366	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51123	TPA	Carolyn F Fuller	1949-04-24	—	—	4866 Church St, San Diego, CA, 92120	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51097	TPA	James Griffin	1973-01-19	—	—	3450 Cedar Ln, Plano, TX, 75067	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57731	TPA	Wlilie Woods	1981-12-09	—	—	9597 Main St, Austin, TX, 78752	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57063	TPA	Nancy Jones	1950-05-18	—	9827185668	6297 Hillcrest Rd, Las Vegas, NV, 89198	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59613	TPA	Paul Welch	1951-06-06	—	—	1850 Park Pl, Phoenix, AZ, 85071	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58897	TPA	Mateo F Alvarez	1994-06-14	—	—	8301 Lake View Rd, Denver, CO, 80212	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57280	TPA	Jacob Hal	2001-06-06	—	—	2618 Ridge Rd, Phoenix, AZ, 85094	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62750	TPA	Logan Scott	1988-08-15	—	5052434196	9396 Cedar Ln, Nashville, TN, 37243	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52353	TPA	Theresa Hoffman	1982-08-08	—	—	3909 Desert Sky Blvd, Sacramento, CA, 95839	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56260	TPA	Nancy S Price	1979-11-07	—	7817945399	9716 Park Pl, Charlotte, NC, 28205	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54324	TPA	William Banks	1961-03-01	—	—	6816 Spring St, Los Angeles, CA, 90031	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62945	TPA	Kyle Lane	1981-11-07	—	7489465380	9320 Willow Ct, Dallas, TX, 75209	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50409	TPA	Mary Payne	1948-01-25	—	—	2881 Apache Blvd, Seattle, WA, 98120	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64261	TPA	Jerry Weber	2007-02-02	—	6985769670	1357 Union St, Eden Prairie, MN, 55317	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56655	TPA	Virginia Jackson	1958-05-09	—	—	1576 Oak St, Austin, TX, 78774	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50004	TPA	Sophia Ramirez	1974-07-12	—	7196681436	1154 Indian School Rd, Dallas, TX, 75285	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55411	TPA	Terry Elliott	1980-05-20	—	—	6936 Willow Ct, Tempe, AZ, 85260	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62539	TPA	Ann X Bowman	1970-06-15	—	—	6414 Ridge Rd, Phoenix, AZ, 85023	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52709	TPA	Adam Collins	1975-06-08	—	—	2667 Canyon Rd, Tucson, AZ, 85765	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53119	TPA	Rachel Jacobs	1987-04-14	UHC-12610-08	—	2993 Union St, San Antonio, TX, 78219	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62697	TPA	Heather Gardner	1996-07-12	—	—	3937 Elm St, Denver, CO, 80212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51159	TPA	Laryr Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51843	TPA	Anna Willis	1963-11-06	—	—	7346 Grand Ave, Seattle, WA, 98119	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62794	TPA	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53691	TPA	Bobby Anderson	1978-03-09	UHC-53467-07	8534510543	3664 Harbor Blvd, Minneapolis, MN, 55491	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

7,854 rows, page 127 of 158Previous Next