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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418634	CLM	Abigail C Harrison	1961-11-20	—	—	8701 River Rd, Houston, TX, 77026	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405737	CLM	Christopher A Austin	1944-12-09	—	5496283430	8029 Highland Ave Apt 12, Austin, TX, 78715	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-418474	CLM	Jacqueline Mason	1993-07-08	UHC-70522-46	—	5140 Cedar Ln, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425031	CLM	Obrien E Wayne	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr Apt 37, Denver, CO, 80293	0.64	Name split from “Last, First”Name re-cased Date of birth reformatted Unit split from street+2 more
CLM-429059	CLM	Arjun Hudson	1999-04-14	—	—	4237 Sunset Blvd Apt 20, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
CLM-415392	CLM	Mariana Valdeez	1982-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424394	CLM	Mariana Stewart	1984-05-09	UHC-55215-31	—	4958 Indian School Rd, Houston, TX, 77056	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428971	CLM	Cynthia Weber	1989-03-13	UHC-51670-82	—	4461 Pine Dr Apt 35, Tampa, FL, 33645	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-411255	CLM	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ, 85257	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404751	CLM	Nicole Bowman	1978-12-16	—	—	3795 Lincoln Way, Tampa, FL, 33683	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405873	CLM	Nancy Stephens	—	UHC-48987-01	6659931265	5003 Pine Dr, San Diego, CA, 92149	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
CLM-429556	CLM	Alexis Elliott	1987-05-15	—	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.64	Date of birth reformatted Phone reformatted SSN last four extracted State name converted to code+2 more
CLM-422083	CLM	Debbie Estrada	1999-08-03	UHC-32114-78	—	7018 Market St, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426804	CLM	Hannah Chavez	1968-07-28	—	—	2210 Park Pl, Glendale, AZ, 85314	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423925	CLM	Marcus Fuller	1967-12-11	—	—	9406 Indian School Rd, Scottsdale, AZ, 85291	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429103	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-409075	CLM	Grace Alexander	1967-07-01	UHC-60724-18	—	9454 Desert Sky Blvd, Columbus, OH, 43279	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429171	CLM	Teersa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424802	CLM	Isabella Collins	1984-04-07	—	—	8033 Lincoln Way, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404231	CLM	Ruth McDonald	1968-03-04	—	—	9368 Market St, Sacramento, CA, 95876	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408811	CLM	Vincent G Ruiz	1997-09-22	UHC-15528-60	4182214963	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-420105	CLM	Ashley Park	1984-03-25	UHC-77999-99	—	5422 Meadow Ln, Miami, FL, 33129	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429748	CLM	Bradley Santiago	1976-02-23	UHC-26632-77	—	7766 Ridge Rd, San Antonio, TX, 78231	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411943	CLM	Cynthia P Elliott	1961-02-13	—	—	8657 Mountain View Dr, San Diego, CA, 92172	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412644	CLM	Brandon Castro	2002-10-08	UHC-61691-89	—	7839 Pine Dr, Jacksonville, FL, 32285	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404819	CLM	Karen H Li	1986-05-02	—	9566347382	2551 Jefferson Ave, Jacksonville, FL, 32257	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425310	CLM	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405332	CLM	Justin L Arnold	1971-07-23	UHC-06114-95	—	4094 Market St, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419247	CLM	Sophia C Bell	1946-11-12	—	—	381 Jefferson Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426205	CLM	Sanchez Matthew	1973-07-15	UHC-08593-53	6234514211	5256 Palm Dr, Scottsdale, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425036	CLM	Brittany Alvarado	1991-09-17	—	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406061	CLM	Sara Burton	1938-03-28	UHC-95297-67	5299768788	2589 Canyon Rd Apt 22, Atlanta, GA, 30328	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400980	CLM	Bradley Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425680	CLM	Janet Mejia	2000-12-10	—	—	2450 Camelback Rd, Phoenix, AZ, 85012	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414732	CLM	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr, Fresno, CA, 93765	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431895	CLM	Melissa Medina	1972-12-23	UHC-00300-86	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410126	CLM	Bruce Watson	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-412841	CLM	Ethan Johnson	2007-03-24	UHC-83697-77	—	306 Maple Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411644	CLM	Adam Alvarado	1941-02-23	—	5938996010	1044 Main St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-429930	CLM	Michelle Oliver	1978-02-16	UHC-82552-09	4003361707	8192 Indian School Rd, Sacramento, CA, 95899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430310	CLM	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA, 93767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more
CLM-400134	CLM	Paul Russell	1988-05-04	UHC-55726-01	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417030	CLM	Patrick Patel	1985-10-17	UHC-39683-22	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400614	CLM	Jacqueline Lawrence	2008-06-11	UHC-77929-71	—	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429484	CLM	Stephen Z King	1969-01-20	UHC-15796-58	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416304	CLM	Anna Reiid	1965-12-01	UHC-32350-43	—	6762 Spring St, Fresno, CA, 93744	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404062	CLM	Judith Myers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave, Austin, TX, 78758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419882	CLM	Hiroshi Castro	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401434	CLM	Bobby Q Jordan	1994-07-21	UHC-41568-13	—	7850 Market St, Charlotte, NC, 28225	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more

10,559 rows, page 49 of 212Previous Next