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

All sources, 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-417022	CLM	Peter Arnold	1994-08-02	—	8313924397	1574 Oak St, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426777	CLM	Roy Ellis	—	UHC-97344-04	2135606666	2423 Central Ave, Mesa, AZ, 85234	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-104463	ENR	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-21388	PRV	Arthur Alexander	1956-08-20	UHC-11557-51	—	4818 Market St, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-142575	ENR	Teresa A Roberts	1955-11-12	UHC-75432-74	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412467	CLM	Alexis Watkins	1946-10-08	—	6234631535	3596 Elm St Apt 29, Orlando, FL, 32861	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-29539	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29538	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-61462	TPA	Santiago Shaw	1950-05-04	—	—	6613 Harbor Blvd, Phoenix, AZ, 85084	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132337	ENR	Ruth D Williamson	1994-05-12	UHC-73217-28	4519835182	369 Ridge Rd, Charlotte, NC, 28281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139891	ENR	Doris E Jackson	1989-08-14	UHC-01934-16	6426414493	2996 Mountain View Dr, Sacramento, CA, 95897	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129335	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129336	ENR	Joyce J Gutierrez	1982-05-03	—	3207446204	1976 Sunset Blvd, Scottsdale, AZ, 85270	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113541	ENR	Santiago Ortega	1951-03-09	UHC-77303-84	7813300830	4015 Cedar Ln, Tampa, FL, 33676	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-432036	CLM	Randy Scott	1973-03-08	UHC-99947-20	4326178920	2010 Sunset Blvd, Tampa, FL, 33625	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139397	ENR	Long U Sophia	1941-02-07	UHC-32948-05	9332536532	4154 Mesa Dr, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415362	CLM	Ruth West	1976-01-09	UHC-47531-91	—	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135934	ENR	Scott Mitchell	1975-02-20	UHC-11269-08	7735492511	9701 Main St, Scottsdale, AZ, 85219	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129768	ENR	Megan B West	1982-11-03	UHC-48579-46	7294529653	1875 Main St # 628, Eden Prairie, MN, 55368	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103823	ENR	Ethan Burns	1966-08-07	UHC-71431-29	9453195114	186 Ocean Ave # 583, Austin, TX, 78709	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22481	PRV	Ahmed Wagner	1981-01-01	—	3142204944	212 Bayshore Dr, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128709	ENR	Kevin O Valdez	1944-06-02	UHC-74950-66	—	2357 Mountain View Dr, Jacksonville, FL, 32232	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112494	ENR	Abigail Peterson	1999-01-23	UHC-63835-69	3913021561	2967 Highland Ave, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117382	ENR	Ahmed L Bailey	1948-03-24	UHC-46471-24	5512942581	4850 Apache Blvd, Austin, TX, 78725	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
PRV-23570	PRV	Deb V Gilbert	—	UHC-22494-09	7152997127	5353 Church St, Minneapolis, MN, 55412	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106022	ENR	Lawrence R Tucker	2006-11-20	UHC-25152-82	6295790626	9094 Oak St, Atlanta, GA, 30304	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126350	ENR	Keith Meyer	1964-07-02	UHC-67314-03	3083837927	3607 Desert Sky Blvd, Mesa, AZ, 85222	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135306	ENR	Gerald Hall	2000-02-25	UHC-53140-85	7916296845	4643 Sage Ct, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413001	CLM	Jean Graham	1961-08-15	UHC-91965-70	—	1653 Ridge Rd Apt 1, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-405622	CLM	Timothy Garza	—	UHC-77050-03	—	2981 Union St, Columbus, OH, 43274	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-141044	ENR	Debra Ferguson	1943-06-01	UHC-56840-08	4367990900	4725 River Rd, Phoenix, AZ, 85049	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20632	PRV	Sandra Freeman	1995-01-01	—	7815962100	3230 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20631	PRV	Sandra Freeman	1995-01-01	—	7815962100	3230 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140853	ENR	Laura U Cruz	1973-11-24	UHC-36498-37	4508924031	1327 Union St, Fresno, CA, 93716	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22285	PRV	Roger George	1983-01-10	—	4533472618	1902 Washington St, Atlanta, GA, 30362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415962	CLM	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140536	ENR	Nicholas Rojas	2007-07-14	UHC-62264-25	8289368056	4918 Highland Ave, Eden Prairie, MN, 55325	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-401498	CLM	Judith Arnold	1968-02-05	UHC-64428-98	2258522295	5198 Church St, Dallas, TX, 75262	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-424780	CLM	Gabriel C Patterson	1980-06-05	—	9642252123	2762 Elm St, Glendale, AZ, 85393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137751	ENR	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St Apt 23, Orlando, FL, 32810	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405902	CLM	Alexander Reed	1960-08-02	UHC-32257-08	—	7671 Church St, Austin, TX, 78717	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-431827	CLM	Jordan Vasquez	1957-10-19	UHC-99564-15	—	6169 Elm St # 887, Chandler, AZ, 85224	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408780	CLM	Randy Hernandez	1980-10-19	—	8468546648	5165 Grand Ave, Denver, CO, 80243	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410011	CLM	Cynthia O Contreras	—	—	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420021	CLM	Hiroshi Guerrero	1959-10-27	—	9214336320	3471 Baseline Rd, Atlanta, GA, 30352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133527	ENR	Denise Boyd	1965-06-22	UHC-82486-15	3556837644	2451 Canyon Rd # 578, San Diego, CA, 92159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114275	ENR	Jose K Howell	1974-11-06	UHC-32051-30	3836523892	6998 Cedar Ln, Seattle, WA, 98147	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53748	TPA	Kelly Stewart	1997-10-28	—	—	5781 Jefferson Ave, San Antonio, TX, 78263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405583	CLM	George Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131251	ENR	Frances L Day	1987-05-23	UHC-68525-02	5056444164	1944 Park Pl Apt 12, Atlanta, GA, 30300	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more

39,996 rows, page 129 of 800Previous Next