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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424323	CLM	Alan Powell	—	UHC-25780-72	—	—	0.78	Name re-cased Date of birth reformatted Date of birth unreadable Whitespace trimmed+1 more
CLM-408734	CLM	Yuki Payne	1981-03-02	—	—	348 Maple Ave, Nashville, TN, 37245	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409940	CLM	Heather Burton	1958-11-28	UHC-86821-62	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-418437	CLM	Kahryn Hunter	1987-09-21	UHC-93530-79	—	6677 Harbor Blvd, Scottsdale, AZ, 85234	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427928	CLM	Kevin Guerrero	1956-03-23	UHC-55296-65	—	4927 River Rd, Fresno, CA, 93783	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-422784	CLM	Arthur Matthews	2006-07-12	UHC-68724-72	—	5542 Pine Dr, Los Angeles, CA, 90052	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403883	CLM	Larry Grant	1981-03-04	UHC-91481-73	—	7055 Mesa Dr, Los Angeles, CA, 90038	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422897	CLM	Jean Boyd	1986-07-09	—	—	3545 Oak St, Las Vegas, NV, 89160	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418558	CLM	Lauren Graham	1979-06-03	—	—	7492 Jefferson Ave, Scottsdale, AZ, 85207	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422877	CLM	Hannah Contreras	1996-09-11	—	—	9080 Meadow Ln, Tucson, AZ, 85797	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-404765	CLM	Julie Payne	1985-03-08	—	—	6265 Market St, Las Vegas, NV, 89115	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409776	CLM	Ralph Owens	1964-12-11	UHC-21792-86	—	1795 Indian School Rd, Eden Prairie, MN, 55324	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414019	CLM	Elijah Taylor	1985-04-15	—	—	5130 Highland Ave, Dallas, TX, 75270	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427161	CLM	Susan Owens	1941-08-12	UHC-37768-97	—	82 Pine Dr, Fresno, CA, 93758	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406959	CLM	Joe Carlson	2001-05-21	—	4792771673	9839 Harbor Blvd, San Antonio, TX, 78297	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405370	CLM	Danielle Ellis	1990-10-07	UHC-82998-58	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409941	CLM	Gerald Carpenter	—	UHC-74053-63	5949028540	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-408821	CLM	Zachary Hudson	1945-08-22	UHC-04938-33	2367128579	4326 Palm Dr, Houston, TX, 77085	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-418238	CLM	Abigail Lawrence	1988-07-20	UHC-25880-45	4909450445	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-407142	CLM	Amanda Park	1958-12-24	UHC-32918-25	7239572569	6557 Forest Ave, Mesa, AZ, 85254	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400067	CLM	Lawrence H Kelly	2008-02-22	—	9817852571	7196 Oak St, Columbus, OH, 43276	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422527	CLM	Mark Perez	1962-05-13	—	—	8922 Canyon Rd, Los Angeles, CA, 90089	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410394	CLM	Mason Rojas	1947-11-28	UHC-13780-94	—	8427 Washington St, Gilbert, AZ, 85269	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421105	CLM	Scott Hansen	1943-04-11	UHC-60245-29	3289783314	212 Meadow Ln Apt 8, Minneapolis, MN, 55401	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421259	CLM	Dot Bradley	1952-09-12	—	—	634 Canyon Rd, Seattle, WA, 98100	0.78	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+1 more
CLM-418589	CLM	Arjun Ward	1958-02-24	—	—	5039 Washington St, Minneapolis, MN, 55449	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-416672	CLM	Benjamin Yang	1944-10-04	UHC-43975-07	7059092295	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419439	CLM	Adam Henry	1946-11-28	—	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421809	CLM	Tyler Shaw	2000-01-22	UHC-07105-17	—	7252 Market St, Chandler, AZ, 85212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416427	CLM	Jen Vega	1994-10-10	UHC-31783-01	5129815459	276 Market St, Los Angeles, CA, 90082	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409332	CLM	Aisha Burke	1958-10-14	UHC-98365-72	—	6872 Palm Dr, Nashville, TN, 37298	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430136	CLM	Kelly Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave Apt 8, Las Vegas, NV, 89142	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-411945	CLM	Elijah Wood	1989-07-06	UHC-50101-19	3808369832	2755 Sage Ct, Glendale, AZ, 85330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415147	CLM	Aaron Evans	1944-06-16	—	—	2320 Central Ave, Austin, TX, 78753	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407850	CLM	Robert Howell	2005-10-05	—	—	8528 Apache Blvd, Seattle, WA, 98188	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406148	CLM	Sammantha Crawford	1985-10-16	UHC-02931-55	7934725694	4309 Main St, Tampa, FL, 33607	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427158	CLM	Harold Murphy	1948-08-24	UHC-22265-13	—	7183 River Rd, Los Angeles, CA, 90004	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402403	CLM	Santiago Green	2008-06-06	UHC-37513-76	8392941285	7039 Church St, Los Angeles, CA, 90075	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411715	CLM	Walter Moreno	1976-09-10	UHC-70397-76	—	363 Willow Ct, Sacramento, CA, 95844	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421819	CLM	Larry Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
CLM-401306	CLM	Kelly James	1949-07-15	—	—	1768 Maple Ave, Eden Prairie, MN, 55316	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426367	CLM	Mei Obrien	1973-10-21	—	6175642385	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-422787	CLM	Alexis Diaz	1981-05-20	—	—	5203 Mesa Dr, Jacksonville, FL, 32257	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419278	CLM	Mason Cunningham	1994-06-09	UHC-61288-67	7495032429	5701 Apache Blvd, San Diego, CA	0.78	Name re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-425626	CLM	Ahmed Li	1952-05-11	UHC-54351-79	—	9424 Park Pl, Eden Prairie, MN, 55361	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421022	CLM	Justin Griffin	1966-09-20	UHC-52595-90	—	5035 Mesa Dr, Jacksonville, FL, 32285	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408230	CLM	Jason Ramirez	1998-11-21	UHC-37350-18	—	6727 Valley View Dr, Minneapolis, MN, 55491	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403768	CLM	Amber Nichols	1993-03-03	—	4625093460	1003 Sage Ct, Scottsdale, AZ, 85225	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417110	CLM	Valentina H Valdaz	1957-12-13	UHC-40345-86	4057536555	1921 Broadway # 658, Glendale, AZ, 85399	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-401824	CLM	Janet Johnson	1980-02-22	—	6088504484	4171 Lincoln Way, Los Angeles, CA, 90036	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 148 of 263Previous Next