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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423781	CLM	Christopher H Reynolds	1963-02-17	—	—	1652 Maple Ave, Orlando, FL, 32861	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428849	CLM	Danielle Diaz	1947-03-24	UHC-42957-15	—	2992 Jefferson Ave, Miami, FL, 33121	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-401684	CLM	Henry Johnson	1964-05-16	UHC-14151-09	—	781 Camelback Rd, Houston, TX, 77030	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-426784	CLM	Angela Elliis	1949-03-02	—	4463762583	2733 Baseline Rd, Tampa, FL, 33690	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-417682	CLM	Ryan Chen	1963-04-11	UHC-69720-39	—	4269 Maple Ave, San Diego, CA, 92151	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-405538	CLM	Wayne Gutierrez	1982-11-13	UHC-35850-27	—	7979 Park Pl # 198, Miami, FL, 33196	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-426632	CLM	Barbara Cooper	1993-09-17	UHC-62320-38	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-426633	CLM	Barbara Cooper	1993-09-17	UHC-62320-38	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428054	CLM	Sharon Hoffman	1974-03-02	—	—	342 Baseline Rd, Mesa, AZ, 85209	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-417416	CLM	Maria Bakar	1972-02-28	UHC-25029-78	6509038382	5242 Hillcrest Rd, Nashville, TN	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-415371	CLM	Michelle Gutierrez	1979-03-25	—	—	7289 Lincoln Way, Jacksonville, FL, 32273	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-406700	CLM	Mary O Vazquez	1982-03-12	—	—	9688 Elm St, Austin, TX, 78706	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-418861	CLM	Luis Knight	1994-04-22	—	5532669759	4894 Bayshore Dr, Dallas, TX, 75283	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
CLM-416009	CLM	Aaron Hoffman	2008-10-12	—	—	9350 Market St, Tucson, AZ, 85758	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-424879	CLM	Masno Price	—	—	—	2697 Hillcrest Rd, Charlotte, NC, 28231	0.80	Date of birth unreadable City re-cased Whitespace trimmed Placeholder values cleared
CLM-415485	CLM	Wei Andrews	1953-01-16	UHC-89962-52	8279371932	7263 Spring St, Fresno, CA, 93742	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-428482	CLM	Keith Graham	1954-04-20	UHC-75505-45	—	5193 Lincoln Way, Los Angeles, CA, 90080	0.80	Two-digit birth year City re-cased State code upper-cased Placeholder values cleared
CLM-417819	CLM	Sharon Cox	1949-11-02	—	—	4839 Ridge Rd, San Antonio, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-413019	CLM	Juuan G Guerrero	1963-05-04	—	—	7648 Broadway, Atlanta, GA, 30300	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-412745	CLM	Jack Arnold	2007-11-16	UHC-14331-11	—	2516 Central Ave, Denver, CO, 80212	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418742	CLM	Ronald Long	1972-07-10	—	—	3301 Oak St Apt 33, Charlotte, NC, 28270	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-424045	CLM	Alexander Robertson	—	UHC-20832-08	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.80	Name re-cased Date of birth unreadable Phone reformatted City re-cased
CLM-409501	CLM	Tim Santos	1980-07-26	—	—	5827 Camelback Rd, Seattle, WA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-412999	CLM	Jean B Graham	1961-08-15	UHC-91965-70	2056761681	1653 Ridge Rd, Tampa, FL, 33658	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
CLM-405648	CLM	Aaron Cole	1994-08-21	—	—	3158 Elm St, Tucson, AZ, 85742	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428523	CLM	Joshua Morris	1997-07-01	UHC-52115-69	—	5767 Sunset Blvd, Houston, TX, 77050	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
CLM-426117	CLM	Kathleen Bryant	2008-10-21	—	—	3526 Elm St, Fresno, CA, 93711	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-426471	CLM	Deborah Burns	1980-01-12	—	—	2696 Willow Ct, Fresno, CA, 93727	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-426243	CLM	Helen Wagner	1999-06-21	UHC-75791-40	5417787587	7248 Union St, Atlanta, GA, 30341	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
CLM-401882	CLM	Carl Boyd	1943-03-19	UHC-14674-10	8078821043	8732 Jefferson Ave, Fresno, CA, 93797	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-424117	CLM	Frank Lawrence	1992-06-14	UHC-54403-51	—	4496 River Rd, Tucson, AZ, 85735	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-416004	CLM	Amanda Mnedoza	1941-02-24	—	—	11 Bayshore Dr, Gilbert, AZ, 85248	0.80	Phone missing area code City re-cased Whitespace trimmed Placeholder values cleared
CLM-409859	CLM	Grace S Harper	1981-06-12	UHC-75926-22	—	6965 Sunset Blvd, Mesa, AZ, 85251	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-401377	CLM	Kathryn Gonzalez	1946-10-27	—	5569505159	450 Baseline Rd, Phoenix, AZ, 85083	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-407887	CLM	Rebecca Hughes	1982-04-18	UHC-55608-51	9104106444	6044 Palm Dr, San Diego, CA, 92170	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-410824	CLM	Christian D Rojas	1958-05-15	—	5299698703	4017 Main St, Las Vegas, NV, 89161	0.80	City re-cased State code upper-cased Gender normalised Placeholder values cleared
CLM-420747	CLM	Susan Q Vazquez	2005-09-06	UHC-65517-83	7918100949	4082 Camelback Rd, Minneapolis, MN	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
CLM-402010	CLM	Jlia D Banks	1999-05-12	UHC-28147-69	—	2452 Canyon Rd, Fresno, CA, 93763	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-423532	CLM	Ronald Red	1953-06-20	UHC-88429-29	—	6622 Park Pl, Scottsdale, AZ, 85277	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-429017	CLM	Brenda Green	1966-08-06	UHC-46437-60	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
CLM-411914	CLM	Hannah Fox	1957-02-11	—	—	3617 Meadow Ln, Los Angeles, CA, 90019	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-402400	CLM	Juhn Watson	2001-06-02	UHC-02871-53	—	7878 Mountain View Dr, Seattle, WA	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-407975	CLM	Alexander Welch	1966-08-18	UHC-73387-38	2236262604	5665 Lake View Rd, Fresno, CA, 93759	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
CLM-406839	CLM	Jacob Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St, Glendale, AZ, 85355	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-424495	CLM	Carol Peterson	1988-03-27	—	—	7116 Central Ave, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-404811	CLM	Yuki Berry	1993-04-17	UHC-61933-66	—	223 Valley View Dr, Denver, CO, 80294	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
CLM-428388	CLM	Raymond Hill	1979-07-20	UHC-45778-72	—	3309 Church St, Seattle, WA	0.80	Date of birth reformatted City re-cased ZIP missing Placeholder values cleared
CLM-428590	CLM	Dylan B Jesen	1967-11-24	UHC-19747-59	5937192670	9643 Mountain View Dr, Glendale, AZ, 85311	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421908	CLM	Scott D Carlsoon	1978-10-26	UHC-03463-46	—	754 Bayshore Dr, Phoenix, AZ, 85035	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-410397	CLM	Philip A Wood	1946-02-19	UHC-74863-07	8772941398	3849 Highland Ave, Mesa, AZ	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared

5,235 rows, page 84 of 105Previous Next