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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23592	PRV	Judy Jimenez	2006-07-10	UHC-73726-15	3739974886	4481 Camelback Rd, Tampa, FL, 33619	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22851	PRV	Hannh Lewis	2002-06-28	—	—	236 Church St, Denver, CO, 80227	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22660	PRV	Aaron J Bell	1940-03-15	UHC-97382-48	5158857553	6456 Baseline Rd, Houston, TX, 77085	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22482	PRV	Ahmed H Wagner	1981-01-01	—	3142204944	212 Bayshore Dr, Seattle, WA, 98121	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26741	PRV	William V Perce	1971-02-24	UHC-54866-35	6282685089	4291 Pine Dr, San Antonio, TX, 78228	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28334	PRV	Zachary Willis	2006-07-10	—	7058569267	1522 Desert Sky Blvd, Miami, FL, 33113	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-26302	PRV	Paul Stone	1957-11-03	UHC-18642-90	2473927138	8452 Camelback Rd, Jacksonville, FL, 32257	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23473	PRV	Jerry Y Price	1957-10-17	—	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27902	PRV	Henry Watson	1964-01-03	UHC-95535-50	9256767420	2496 Valley View Dr, Charlotte, NC, 28279	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26653	PRV	Frances A Long	1959-08-23	—	5167277627	3267 Park Pl, Tucson, AZ, 85763	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-22544	PRV	DorisJunk	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
PRV-22371	PRV	Alan N Daniels	2007-02-25	—	2799162449	8140 Willow Ct, Gilbert, AZ, 85259	0.74	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-26717	PRV	Roger Ortega	1939-04-19	UHC-44775-27	5623955539	9312 Market St, Jacksonville, FL, 32210	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24922	PRV	Christopher B Stewart	2005-03-11	—	—	3758 Hillcrest Rd, Minneapolis, MN, 55435	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21927	PRV	Jonathan Weaver	1979-02-25	—	7328535279	1511 Palm Dr, Tucson, AZ, 85793	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24049	PRV	Marilyn Franklin	1965-01-13	—	9756714135	3405 Main St, Phoenix, AZ, 85044	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28771	PRV	James Carr	1972-06-13	—	4798390086	6601 Washington St, Atlanta, GA, 30369	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24183	PRV	Kathleen C Knight	1981-08-22	UHC-60314-10	2336873624	3149 Park Pl, Dallas, TX, 75204	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21274	PRV	Brandon Salazar	1965-01-21	—	7157691691	4338 River Rd, Mesa, AZ, 85268	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25529	PRV	Anna Y Luna	2001-08-13	—	8599159442	964 Apache Blvd # 925, Las Vegas, NV, 89108	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-20858	PRV	Emily N Perkiins	1988-03-16	—	8845902415	8902 Union St, San Antonio, TX, 78206	0.74	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
PRV-25132	PRV	Judith R Castro	1946-06-18	—	3389249418	9281 Baseline Rd, San Diego, CA, 92180	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22039	PRV	Diane D Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave, Austin, TX, 78720	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23922	PRV	Stephen Hansen	1939-05-11	UHC-67426-32	—	8089 Pine Dr, Fresno, CA, 93739	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20877	PRV	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21298	PRV	John Wast	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-24591	PRV	Kathleen Crawford	1999-06-01	UHC-99013-43	3078235692	5269 Jefferson Ave, Glendale, AZ, 85356	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20822	PRV	Beverly Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
PRV-21613	PRV	Albert Mason	1954-03-14	UHC-72233-68	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21602	PRV	Wayne Gutierrez	1982-11-13	UHC-35850-27	4287131616	7979 Park Pl, Miami, FL, 33196	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22990	PRV	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-24712	PRV	Charles J Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-28716	PRV	Sam Rodriguez	1969-03-03	UHC-63074-78	2075511467	3532 Sage Ct # 296, Sacramento, CA, 95843	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-26805	PRV	Alan Adams	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-25040	PRV	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28307	PRV	Marcus P Davis	1951-01-24	UHC-27003-57	5598648628	889 Elm St, Columbus, OH, 43225	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20789	PRV	Emily Roberts	2006-06-27	—	2562969088	2034 Hillcrest Rd, Phoenix, AZ, 85017	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21541	PRV	Sophia Hughes	2006-11-23	UHC-77760-37	7506300514	2143 Bayshore Dr, Tempe, AZ, 85230	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23558	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23559	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24594	PRV	George Owens	1938-04-26	—	6016586517	491 Union St, Glendale, AZ, 85322	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-21277	PRV	Priya Dixon	1998-08-21	—	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20635	PRV	Ahmed Gutierrez	1938-05-12	—	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22537	PRV	Jack O Hudson	1999-01-25	—	7907161482	9203 Broadway, Miami, FL, 33199	0.76	Phone reformatted Address re-cased City re-cased State code upper-cased+2 more
PRV-29357	PRV	Arthur Oliver	1972-07-19	—	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26356	PRV	George X Robinson	1999-01-11	—	9589138536	4700 Highland Ave, Miami, FL, 33160	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23900	PRV	Jordan Alvarado	1984-03-12	—	4434067287	4827 Lake View Rd, Fresno, CA, 93725	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27781	PRV	George K Dominguez	1961-11-27	UHC-82930-52	2814436322	684 Highland Ave, Scottsdale, AZ, 85265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21993	PRV	Alexis Fernandez	1944-09-25	—	8329421719	4367 Valley View Dr, Scottsdale, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27674	PRV	Sarah Li	1946-03-24	—	7365121624	4849 Mesa Dr, Chandler, AZ, 85232	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

377 rows, page 4 of 8Previous Next