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

Provider network, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22233	PRV	Melissa Valdez	1954-02-10	—	—	962 Valley View Dr, Dallas, TX, 75228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24270	PRV	Charlie Palmer	2001-02-02	UHC-16746-02	9336451819	9260 Palm Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
PRV-24575	PRV	Alexander Barnes	1958-02-19	—	6844514517	5295 Main St, Charlotte, NC, 28236	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26337	PRV	Megan A Berry	1943-10-26	UHC-79894-32	—	6422 Highland Ave, Sacramento, CA, 95888	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-23308	PRV	Joe O Adams	2008-05-04	UHC-31330-62	5666361327	2370 Canyon Rd, Atlanta, GA, 30326	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28317	PRV	Frances Berry	1968-02-08	UHC-64195-37	—	384 Highland Ave, Minneapolis, MN, 55406	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-29594	PRV	Eugene V Daniels	1994-02-05	—	6908189684	9891 Oak St, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22875	PRV	Mariana Le	1997-11-10	—	3095152774	733 Lake View Rd, Dallas, TX, 75243	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-22577	PRV	Gary Stone	1939-03-24	UHC-26978-96	—	7116 Camelback Rd, Nashville, TN, 37294	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22389	PRV	Shirley H Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25466	PRV	Megan Ford	2008-05-18	UHC-44478-63	—	1688 Bayshore Dr # 942, Columbus, OH, 43231	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21417	PRV	Jerry Hawkins	1982-08-16	UHC-79567-63	—	2004 Sunset Blvd, Dallas, TX, 75280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20222	PRV	Pena O Janet	1944-10-07	—	—	3537 Valley View Dr, Minneapolis, MN, 55462	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-27173	PRV	Helen Hudson	1992-12-26	—	4452204883	3802 Elm St, Jacksonville, FL, 32233	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23142	PRV	Jacqueline F Flores	1939-12-16	UHC-03070-53	4285278069	4401 Union St, Las Vegas, NV	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24202	PRV	Tyler M Woods	1982-04-20	UHC-14817-37	—	7877 Ridge Rd, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-29498	PRV	Hiroshi Williams	1950-01-04	—	8202222304	232 Mountain View Dr, Denver, CO, 80275	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24135	PRV	Bryant Cynthia	1971-11-16	—	3774682174	5310 Washington St, Los Angeles, CA, 90011	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21736	PRV	Michael Wells	1953-10-18	—	6285783924	4425 Mesa Dr, Charlotte, NC, 28254	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21626	PRV	Mark Vargas	1982-06-13	—	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25196	PRV	Albert Cruz	1991-04-19	—	—	8046 Camelback Rd, Seattle, WA, 98137	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-23353	PRV	Helen West	1958-11-03	UHC-25626-75	9206263118	6857 Union St, Miami, FL, 33190	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24093	PRV	Christian Hghes	1942-03-18	UHC-52016-67	6074728764	2182 Desert Sky Blvd, Chandler, AZ, 85237	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-20003	PRV	Shirley Hernandez	—	—	4607738796	1513 Baseline Rd, Eden Prairie, MN, 55341	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21095	PRV	Victoria Ford	1988-05-02	UHC-37553-98	3696394342	1293 Mountain View Dr Apt 18, Miami, FL, 33164	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28141	PRV	Abigail Daniels	1969-05-18	—	3617580033	6875 Indian School Rd # 625, Los Angeles, CA, 90059	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-25342	PRV	Lisa Q Lee	1970-07-14	—	5949070880	589 Elm St, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21173	PRV	Pter Li	1990-06-04	—	—	4194 Washington St, Minneapolis, MN, 55440	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-23222	PRV	Sandra Snyder	1952-02-28	UHC-06644-60	5683109468	3716 Washington St, Las Vegas, NV, 89140	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
PRV-26901	PRV	Eric Bowman	1972-09-14	—	—	6475 Pine Dr, Orlando, FL, 32845	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-26981	PRV	Julia Walker	1973-07-13	UHC-38007-53	—	8617 Apache Blvd Apt 36, Plano, TX, 75077	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21400	PRV	Heather Myers	1958-01-04	UHC-23811-98	4379955558	5967 Ridge Rd # 439, Phoenix, AZ, 85039	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22860	PRV	Albert O Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave, Austin, TX, 78727	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20722	PRV	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St # 422, Gilbert, AZ, 85272	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23749	PRV	Jennifer E Wattson	—	—	8907140389	9725 Harbor Blvd, Tucson, AZ, 85783	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
PRV-25164	PRV	Jean Reed	1949-09-15	—	3579207839	5322 Sage Ct Apt 38, Fresno, CA, 93714	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21817	PRV	Henry Snyder	1946-09-18	—	3918930872	4659 Church St, Houston, TX, 77029	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29013	PRV	Gary Walsh	1981-08-23	UHC-49344-04	2243017533	3763 Church St, Tampa, FL, 33670	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22321	PRV	Vega Ahmed	1991-05-16	—	—	1975 Jefferson Ave, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-25406	PRV	Sharon Cole	—	—	7412675111	3762 Cedar Ln, Tempe, AZ, 85229	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20278	PRV	Helen Holmes	1978-08-01	UHC-13051-27	2347574996	2988 Elm St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21319	PRV	Russell R Elliott	2002-09-26	UHC-72403-52	7635165615	8498 Camelback Rd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-27332	PRV	Marilyn James	1952-06-17	UHC-01639-27	8354061542	1285 Palm Dr, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-25704	PRV	Marilyn Barnes	1957-12-23	—	6253821548	4785 Apache Blvd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20865	PRV	Aaron I Gilbert	1981-09-11	UHC-80916-38	5335187121	1483 Hillcrest Rd, Nashville, TN, 37287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21025	PRV	Megan Little	1998-09-25	UHC-03625-82	7064299237	2116 Washington St, Dallas, TX, 75200	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23417	PRV	Jusitn Miller	1980-01-22	—	2563126286	7254 Harbor Blvd, Houston, TX, 77097	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23258	PRV	William Coleman	2004-12-19	UHC-42116-52	5102166989	2790 Forest Ave, Mesa, AZ, 85200	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25232	PRV	Jack E Meyer	1996-06-12	—	8928493974	8203 Mesa Dr, San Diego, CA, 92140	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20057	PRV	Robert Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,462 rows, page 58 of 110Previous Next