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 “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
CLM-417688	CLM	Patricia Cooper	1972-01-15	—	—	2892 Pine Dr Apt 22, Jacksonville, FL, 32281	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-409375	CLM	Ralph Pierce	1962-10-19	—	2063445570	7815 Desert Sky Blvd, Nashville, TN, 37251	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-406854	CLM	Gary Gonzales	1973-01-28	UHC-74556-13	—	8296 Park Pl, Gilbert, AZ, 85232	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-417126	CLM	Jordan Carr	1977-09-07	UHC-85213-42	—	4252 Park Pl, Jacksonville, FL, 32201	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423510	CLM	Raymond Collins	1938-06-04	UHC-19511-99	—	4114 Apache Blvd, Glendale, AZ, 85318	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-421054	CLM	Dennis Sims	1968-04-06	—	—	4238 Broadway, Eden Prairie, MN, 55352	0.68	Two-digit birth year Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418330	CLM	Brittany Jensen	1944-03-11	—	—	4147 Forest Ave, Minneapolis, MN, 55476	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-417210	CLM	William Stewart	1961-07-10	UHC-93919-22	—	8811 Sage Ct, Scottsdale, AZ, 85247	0.68	City re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-426566	CLM	Peter Olson	1976-02-17	UHC-64174-06	—	1042 Sunset Blvd, Chandler, AZ, 85207	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-404644	CLM	Sean C Torres	—	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.68	Date of birth unreadable ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-416280	CLM	Frank Duncan	1981-04-09	—	3479009627	696 Park Pl, Seattle, WA, 98160	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-430302	CLM	Debbie Perez	—	—	—	2625 Highland Ave, Chandler, AZ, 85246	0.68	Name re-cased Date of birth missing ZIP+4 trimmed Placeholder values cleared
CLM-402755	CLM	Lucia Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-406104	CLM	Vincent Welch	1993-09-10	UHC-82611-55	—	6269 Central Ave, Denver, CO, 80211	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-410925	CLM	Valentina U Estrada	1994-07-25	UHC-11269-95	—	2900 Baseline Rd, Charlotte, NC, 28228	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-400162	CLM	Cynthia L Peterson	1984-03-27	—	—	5694 Central Ave, Nashville, TN, 37227	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-402387	CLM	Sofia Collins	1946-10-12	—	—	603 Elm St, San Diego, CA, 92176	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-404244	CLM	Mathew Carroll	1999-01-17	—	—	223 Market St, San Diego, CA, 92125	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429666	CLM	Jack Robertson	1976-04-13	—	—	1846 Main St, Glendale, AZ, 85303	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-418206	CLM	Dylan C Reed	2005-08-19	UHC-39800-75	3157449919	4465 Desert Sky Blvd, Austin, TX, 78735	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-424559	CLM	Kimberly Austin	1982-01-28	—	5946732869	1515 Maple Ave, Nashville, TN, 37291	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408537	CLM	John Reyes	2004-01-07	UHC-52250-13	—	1791 Elm St, Tempe, AZ, 85253	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-410733	CLM	Carolyn Taylor	1999-12-28	UHC-94825-21	—	3614 Jefferson Ave, Houston, TX, 77007	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-421922	CLM	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln Apt 13, San Diego, CA, 92175	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427870	CLM	Cheryl Peterson	1958-03-10	UHC-22463-54	—	8368 Hillcrest Rd, Denver, CO, 80272	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-428870	CLM	Walter Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-428965	CLM	Cheryl Parker	2003-03-02	—	—	6087 Lincoln Way, Nashville, TN, 37270	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
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
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
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
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
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
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
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
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
CLM-425678	CLM	Dan Y Yang	1997-09-21	UHC-36268-56	3785164732	9639 Union St, Tampa, FL, 33698	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413260	CLM	Karen Morrison	2000-06-28	—	—	5196 Cedar Ln, Miami, FL, 33141	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-405752	CLM	Janet H Tran	2005-01-12	—	—	6574 Pine Dr, Chandler, AZ, 85268	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-406011	CLM	Rachel Carroll	1956-11-10	UHC-07257-67	—	6558 Union St, Miami, FL, 33163	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-400756	CLM	Michelle C Roemro	1977-06-07	—	2656413121	923 Church St, Tampa, FL, 33681	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430837	CLM	Julia Reyes	1980-12-18	—	8485916382	4574 Harbor Blvd, San Antonio, TX, 78214	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-426635	CLM	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA, 90033	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-402630	CLM	Gregory Hudson	1972-10-10	UHC-64213-60	6077518762	4533 Camelback Rd, Eden Prairie, MN, 55353	0.68	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-428076	CLM	Deborah Z Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
CLM-404441	CLM	Gregory Ward	1981-01-22	UHC-42600-61	—	886 Bayshore Dr, Miami, FL, 33159	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-426983	CLM	Catherine N Wheeler	1952-10-07	UHC-48380-89	—	3516 Harbor Blvd, Tampa, FL, 33696	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared

2,352 rows, page 37 of 48Previous Next