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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412183	CLM	Kathryn Hart	—	—	6156147128	1868 Park Pl, Jacksonville, FL, 32215	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-431915	CLM	Juan Myers	2000-11-12	—	9623449518	5401 Park Pl, Dallas, TX, 75281	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-407642	CLM	Edward Brouks	1938-02-01	UHC-00554-30	—	3916 Apache Blvd, Eden Prairie, MN, 55377	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421106	CLM	Stephen U Elliott	1993-12-09	—	7068913399	209 Maple Ave, Columbus, OH, 43232	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-421920	CLM	Kevin Burke	1985-11-22	—	—	5265 Main St, Eden Prairie, MN, 55387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412896	CLM	Gregory Delgado	1968-04-21	UHC-32595-69	8166737532	4695 Lincoln Way, Austin, TX, 78742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424571	CLM	Eugene Nichols	1980-03-11	UHC-77317-26	—	1911 Palm Dr, Phoenix, AZ, 85031	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-424345	CLM	Heather Vazquez	1956-05-14	—	6876094958	1445 Central Ave, Glendale, AZ, 85399	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430989	CLM	Dennis Kelley	2006-05-23	—	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410035	CLM	Bruce Campbell	1973-08-02	UHC-19587-40	—	9246 Indian School Rd, Seattle, WA, 98145	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-414092	CLM	Joseph S Freeman	1986-11-01	UHC-94064-09	7652221778	3239 Mesa Dr, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-402654	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-409451	CLM	Rachel Walker	1986-02-06	—	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-421300	CLM	Amber Palmer	1958-05-09	UHC-28566-35	—	5064 Church St, Austin, TX, 78748	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430902	CLM	Jean Scott	2008-07-28	UHC-21473-47	8243501357	8015 River Rd, Minneapolis, MN, 55419	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404563	CLM	Kathryn Burns	2002-02-02	UHC-66794-95	2498568696	933 Palm Dr, Glendale, AZ, 85340	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432635	CLM	Jordan Rivera	1972-02-16	UHC-42809-73	—	9207 Park Pl, Fresno, CA, 93752	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-423235	CLM	Diana Perkins	1972-04-01	UHC-40992-46	7469723876	7397 Church St, Nashville, TN, 37297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421573	CLM	Diego Espinoza	2002-04-14	—	4488805527	6566 Valley View Dr Apt 40, Miami, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-420364	CLM	Ashley L Ramos	1994-03-27	—	9385921902	1140 Forest Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417005	CLM	Joshua Crawford	—	UHC-22291-10	2445474690	1591 Bayshore Dr, Glendale, AZ, 85314	0.62	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
CLM-409963	CLM	Ethan Hill	—	—	2225407877	3252 Main St, Austin, TX, 78790	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-405814	CLM	Jordan Munoz	1960-08-21	UHC-64719-86	—	5593 Market St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404266	CLM	Christina Y Phillips	1944-10-12	UHC-66533-38	—	5413 Canyon Rd, Scottsdale, AZ, 85230	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-416359	CLM	Gabriel Estrada	1989-03-12	UHC-50678-72	—	1134 Broadway, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Address re-cased ZIP missing+3 more
CLM-427072	CLM	Deb Obrien	1991-02-05	UHC-77787-12	—	6867 Main St, Los Angeles, CA, 90099	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431540	CLM	William Webb	1986-01-20	UHC-85317-53	—	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403331	CLM	Teresa Hayes	1962-10-05	—	2623678546	2774 Pine Dr # 533, Gilbert, AZ, 85236	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403538	CLM	Ahmed Moore	—	UHC-96359-72	—	5163 Valley View Dr, Houston, TX, 77025	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-429743	CLM	Janice Nichols	1956-07-20	UHC-09999-74	—	5197 Indian School Rd # 227, Houston, TX, 77064	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430744	CLM	Larry Hansen	1999-08-13	—	—	5799 Union St, Tucson, AZ, 85752	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427168	CLM	Doris Pierce	1947-07-28	—	6638538637	9815 Palm Dr, Atlanta, GA, 30396	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-420571	CLM	Linda McDonald	1980-04-09	—	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425077	CLM	Elijah Williams	1959-10-23	UHC-93427-23	—	1960 Apache Blvd, Houston, TX, 77066	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401105	CLM	James Sara	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400517	CLM	Evelyn Rodriguz	1946-12-04	UHC-93535-65	9156511326	44 Palm Dr, Austin, TX, 78767	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405222	CLM	Welch Lisa	—	—	6327975083	7329 Maple Ave, Tempe, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-404258	CLM	Julie Garza	—	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-401872	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	7894 Cedar Ln, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425891	CLM	Randy Edwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408045	CLM	Richard Gonzalez	1948-08-23	UHC-95484-13	2816249712	3331 Church St, Eden Prairie, MN, 55396	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414015	CLM	David Martin	1966-07-04	—	2044424725	7248 Grand Ave, Sacramento, CA, 95876	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417788	CLM	Wei F Shaw	1947-06-24	UHC-62420-46	—	5446 Market St, Plano, TX, 75099	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432743	CLM	Joan Weber	1973-06-08	UHC-20455-78	7336222683	9509 Park Pl, San Diego, CA, 92153	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-404374	CLM	Betty Soto	1974-12-06	UHC-59887-21	—	8097 Bayshore Dr, Miami, FL, 33158	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429312	CLM	Betty Wright	1996-05-07	UHC-97501-96	6076640120	6345 Desert Sky Blvd, Miami, FL, 33102	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406110	CLM	Adam Contreras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429428	CLM	Gary Dominguez	1991-10-24	UHC-20825-25	7743756327	5896 Camelback Rd Apt 20, Austin, TX, 78798	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-432387	CLM	Margaret Ramoos	1995-07-26	—	—	4658 Mesa Dr, Columbus, OH, 43222	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-408235	CLM	Willie Fox	1959-07-18	UHC-90861-56	—	6086 Harbor Blvd, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 49 of 376Previous Next