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-414834	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-409577	CLM	Kathryn Guzman	1939-11-14	—	3979915488	200 River Rd, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-424842	CLM	John Bll	1957-01-01	UHC-95187-29	—	8461 Union St, Los Angeles, CA, 90040	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423496	CLM	Yuki Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX, 78720	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423944	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425026	CLM	Geogre Austin	1938-09-20	UHC-22482-04	4903978675	3710 Bayshore Dr, Phoenix, AZ, 85073	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-406200	CLM	Kathryn Sanchez	1955-09-08	UHC-35361-14	2194929641	5727 Indian School Rd, Nashville, TN, 37234	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-422194	CLM	Luis Freeman	1990-03-27	UHC-20455-14	—	3146 Canyon Rd, Gilbert, AZ, 85274	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410108	CLM	Cheryl Garza	1964-08-05	UHC-54815-28	—	561 Jefferson Ave, San Diego, CA, 92167	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-426638	CLM	Roy Dnucan	1974-12-12	—	—	6138 Grand Ave, Sacramento, CA, 95879	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411925	CLM	Zachary Knight	1959-07-23	UHC-03561-97	—	6436 Grand Ave, Charlotte, NC, 28290	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406399	CLM	Andrea Stone	1993-07-09	UHC-78915-54	—	3159 Jefferson Ave, Eden Prairie, MN, 55338	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421224	CLM	Logan Howard	2004-10-26	—	—	3883 Bayshore Dr, Austin, TX, 78745	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420896	CLM	Deniel Hernandez	1951-02-04	UHC-42476-16	—	2788 Ocean Ave, Minneapolis, MN, 55423	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+1 more
CLM-413770	CLM	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-415803	CLM	Brian Daniels	1991-04-27	UHC-77710-35	2985199675	1346 Grand Ave # 369, Mesa, AZ, 85253	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-411843	CLM	Patrick Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-415294	CLM	Lucia Schmidt	1955-03-08	—	—	6822 Church St, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418692	CLM	Martha Warren	—	UHC-61710-65	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420085	CLM	Betty Vega	1946-04-04	—	—	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415909	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419569	CLM	Debra Kelley	1975-12-19	UHC-04884-36	4522111602	1550 Sage Ct, San Antonio, TX, 78254	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405792	CLM	Pamela T Chen	1955-10-09	UHC-59611-12	—	2159 Maple Ave, Tucson, AZ, 85749	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409887	CLM	Bobby F Ferguson	1954-07-24	UHC-22343-80	—	541 Hillcrest Rd, Orlando, FL, 32896	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404838	CLM	Elizabeth Simmons	1938-07-15	—	6992704178	6495 Harbor Blvd, Houston, TX, 77097	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-432038	CLM	Bobby Ortiz	1946-01-03	—	—	4494 Indian School Rd, Miami, FL, 33150	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411278	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-428648	CLM	Rebecca Eztrada	1998-01-03	UHC-94735-59	8983885406	9541 Jefferson Ave, Atlanta, GA, 30310	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401945	CLM	Christina Nguyen	2003-04-20	UHC-52000-64	—	9150 Harbor Blvd, San Diego, CA, 92182	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427242	CLM	Stephen X Carter	1945-09-16	—	—	8200 Pine Dr, Tempe, AZ, 85245	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428689	CLM	Walter A Tucker	1976-12-11	UHC-36982-74	8879136632	7362 Desert Sky Blvd, Jacksonville, FL, 32253	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403600	CLM	Judy Burke	1968-03-10	UHC-81539-57	—	7561 Broadway, Columbus, OH, 43282	0.66	Name split from “Last, First”Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427385	CLM	Debbie Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-414312	CLM	Stephanie Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403722	CLM	Julie Simmons	1977-12-28	—	—	3742 Forest Ave, Tucson, AZ, 85783	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406735	CLM	Christian Z Santiago	1987-03-15	—	—	3993 Jefferson Ave, San Antonio, TX, 78202	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412650	CLM	Omar R Baker	1982-12-17	UHC-82232-61	7946955898	5030 Desert Sky Blvd, Orlando, FL, 32808	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412409	CLM	Willie Armmstrong	1957-11-18	UHC-69417-66	2388015433	5056 Market St, Las Vegas, NV, 89173	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430127	CLM	Melissa B Maldonado	1971-06-16	UHC-80701-58	6604987788	7835 Church St, San Antonio, TX, 78272	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-413522	CLM	George Gomez	1947-02-03	—	—	5861 Highland Ave, Glendale, AZ, 85390	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410524	CLM	Ann W Hudson	1944-06-11	—	—	1546 Highland Ave, Nashville, TN, 37278	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-428183	CLM	Matthew Sandoval	1956-02-01	UHC-42875-42	—	7835 Cedar Ln, Austin, TX, 78786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-408684	CLM	Elijah Vega	1948-05-08	—	—	925 Spring St, Chandler, AZ, 85215	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416983	CLM	Walter C Washington	1981-12-16	—	—	6312 Park Pl, Nashville, TN, 37285	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411276	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-421295	CLM	Harrold Espinoza	1984-09-28	UHC-90072-37	—	3889 Canyon Rd, Glendale, AZ, 85302	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416342	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	3977396522	6908 Pine Dr, Tampa, FL, 33655	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413167	CLM	Logan Phillips	1966-04-21	—	—	3710 Mountain View Dr, Orlando, FL, 32851	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423347	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427372	CLM	Valentina Griffin	1968-09-04	UHC-04517-60	—	6018 Washington St, Nashville, TN, 37286	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

2,352 rows, page 33 of 48Previous Next