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-427994	CLM	Jose Williams	1949-06-05	—	8537316600	4096 Oak St Apt 21, Las Vegas, NV, 89125	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-428017	CLM	Kenneth Hamilton	1985-10-18	UHC-66672-48	9149608011	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-413552	CLM	Deborah Rose	1998-08-11	UHC-81029-42	—	1463 Mountain View Dr, Phoenix, AZ, 85039	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-417063	CLM	Jordan Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-414055	CLM	Kate Rivera	1941-06-08	—	9614520803	8696 Harbor Blvd, Las Vegas, NV, 89140	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410877	CLM	Dorothy H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404732	CLM	Ann R Cook	2002-01-18	—	—	6761 Park Pl, Fresno, CA, 93746	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404236	CLM	Christian S Austin	1960-07-25	—	—	5763 Elm St, Mesa, AZ, 85278	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-420996	CLM	Ruth D Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-400079	CLM	Patty Anderson	1974-04-15	UHC-82903-23	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-406740	CLM	Samantha L Russell	1944-11-13	UHC-90440-08	6672390638	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412758	CLM	Randy Hunt	2003-10-26	UHC-14907-14	—	3340 Main St, San Diego, CA, 92198	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401554	CLM	John Graham	1982-06-14	UHC-03219-23	—	719 Central Ave, Tampa, FL, 33657	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411272	CLM	Alexis West	1988-07-16	UHC-45209-44	5456237135	3085 Ridge Rd, Los Angeles, CA, 90031	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-406442	CLM	Priya Stone	1946-06-10	—	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410323	CLM	Tyler Perkins	1941-01-20	—	—	4711 Mountain View Dr, Columbus, OH, 43249	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
CLM-412301	CLM	Jacbo Evans	1966-12-02	—	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-411076	CLM	Robert Stevens	1948-10-10	—	—	6132 Maple Ave, Columbus, OH, 43254	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-426240	CLM	Julie Nnuez	1942-09-10	UHC-39256-14	—	9642 Harbor Blvd, San Antonio, TX, 78256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421729	CLM	Kenneeth Gordon	1988-08-27	UHC-87982-02	3697759207	9879 Union St, Atlanta, GA, 30361	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404752	CLM	Nicole Bowman	1978-12-16	UHC-91664-02	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401289	CLM	Nancy Goerge	1946-06-28	UHC-91005-74	—	7699 Grand Ave, Atlanta, GA, 30322	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-407353	CLM	Benjamin Z Webb	1962-05-07	UHC-25854-29	2114613491	4704 Ridge Rd, Austin, TX, 78797	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414147	CLM	Evelyn N Anderson	2001-02-11	UHC-39322-88	3626162639	1535 Ocean Ave, Fresno, CA, 93714	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404430	CLM	Jonathan Turner	1939-06-23	—	8412467920	7967 Lake View Rd, Chandler, AZ, 85230	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425909	CLM	Mariana Fernandez	1951-12-05	—	3897127054	3623 Pine Dr, Charlotte, NC, 28208	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409723	CLM	Jonathan Patel	1961-12-21	—	—	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411544	CLM	Jack N Carter	1997-04-23	UHC-51126-87	—	9198 Mountain View Dr, Tucson, AZ, 85754	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-411425	CLM	Timothy J Riice	1953-04-19	—	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400644	CLM	Anthony Alexander	1958-06-19	UHC-59278-32	5169756801	5829 Mountain View Dr, Sacramento, CA, 95830	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408465	CLM	Bobby Santos	1943-09-09	UHC-88386-14	—	4400 Lincoln Way, Atlanta, GA, 30372	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411410	CLM	Kelly Wheler	1975-11-17	UHC-91238-92	—	4067 Washington St, Orlando, FL, 32855	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-407300	CLM	Rachel S Crawford	1987-05-04	—	8209332221	—	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-431216	CLM	Sean Flores	1975-04-12	—	5955049187	8026 Camelback Rd, Miami, FL, 33122	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-427307	CLM	Patricia Adamms	1963-01-04	—	—	1077 Cedar Ln, Atlanta, GA, 30337	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427521	CLM	Linda Smith	1960-12-14	UHC-42244-14	—	6026 Indian School Rd, Tampa, FL, 33609	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429693	CLM	Sean Vega	1996-02-13	—	5273840197	8359 Indian School Rd, Denver, CO, 80240	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430839	CLM	Justin Rojas	1990-12-21	UHC-58364-37	—	3565 Highland Ave, Tampa, FL, 33662	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-407342	CLM	Carolyn K Morales	1953-04-20	UHC-97852-59	—	5595 Canyon Rd, Atlanta, GA, 30380	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-423358	CLM	Billy Fisher	1981-08-20	—	—	696 Union St, Nashville, TN, 37259	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
CLM-421349	CLM	Aisha P Morgan	1988-12-27	UHC-38996-14	8469496565	7101 Lincoln Way Apt 21, Tempe, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-429247	CLM	Carlos Bailey	1965-04-06	—	2154415310	3595 Mountain View Dr, Las Vegas, NV, 89180	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424214	CLM	Roy Campbell	1965-02-19	UHC-44341-02	8022947510	4888 Union St, Phoenix, AZ, 85060	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425105	CLM	Mark Z Jimenez	1974-06-08	UHC-85724-40	—	3944 Valley View Dr, Denver, CO, 80279	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415067	CLM	Denise J Richardson	2002-10-07	UHC-40221-43	5933811522	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423368	CLM	Charles Li	1987-12-15	UHC-11969-12	2623569623	9323 Camelback Rd, Glendale, AZ, 85320	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416329	CLM	Dylaan Wagner	1959-09-19	UHC-37245-67	—	8950 Apache Blvd, Houston, TX, 77025	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420665	CLM	Scott Thomas	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402104	CLM	Scott Ray	1989-05-05	UHC-97993-02	8876515562	2504 River Rd, Orlando, FL, 32824	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406106	CLM	Vincent Welch	1993-09-10	UHC-82611-55	—	6269 Central Ave, Denver, CO, 80211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 182 of 376Previous Next