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 “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
PRV-25938	PRV	Ashley Garrett	1975-10-05	—	6482839997	5074 Sage Ct, Phoenix, AZ, 85000	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-27039	PRV	Anna Carpenter	1976-07-20	—	2977720124	7255 Ridge Rd, Phoenix, AZ, 85098	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-26675	PRV	Tommy Day	1944-02-21	—	7829125892	1025 Mesa Dr Apt 24, Miami, FL, 33171	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26676	PRV	Tommy Day	1944-02-21	—	7829125892	1025 Mesa Dr Apt 24, Miami, FL, 33171	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-21535	PRV	Danielle Jackson	1954-10-11	—	2652938377	3506 Spring St, Denver, CO, 80238	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20311	PRV	George Y Rios	1974-11-12	—	9455101110	6504 Valley View Dr, Austin, TX, 78707	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25957	PRV	Paul Medina	1979-09-11	—	4996973167	6454 Forest Ave, Orlando, FL, 32810	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25156	PRV	Andrew Ross	2003-02-09	—	8252584957	8067 Meadow Ln, Seattle, WA, 98192	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-23347	PRV	Amanda Hansen	1968-12-11	UHC-53647-10	3928298480	3172 Forest Ave, Los Angeles, CA, 90073	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21997	PRV	Mason X Patterson	1938-12-27	—	2144381962	1492 Willow Ct, Los Angeles, CA, 90039	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-28670	PRV	Kevin Patel	1986-11-19	UHC-81454-64	3803598482	6854 Park Pl, Seattle, WA, 98140	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20047	PRV	Nelson D Lori	1990-03-17	—	7653726039	164 Bayshore Dr, Seattle, WA, 98146	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27199	PRV	Charles C Reynolds	1961-09-26	—	2975574630	6382 Apache Blvd, Orlando, FL, 32824	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28412	PRV	William T Wong	1980-05-15	—	4207455743	7700 Palm Dr, Scottsdale, AZ, 85254	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-28128	PRV	Donald T Howard	1993-03-21	UHC-66385-91	6526879852	2317 Lake View Rd, Scottsdale, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-24826	PRV	Philip Marshall	1941-02-24	—	7685352956	3565 Broadway, Tucson, AZ, 85734	0.74	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
PRV-21930	PRV	Ralph S Rogers	1984-09-18	—	7756459301	6073 Palm Dr, Tempe, AZ, 85247	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22744	PRV	Carol Castro	1957-07-18	UHC-89014-71	8362024736	7259 Meadow Ln, Orlando, FL, 32837	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24487	PRV	Frank Green	1939-11-11	—	3679155748	7747 Hillcrest Rd, San Antonio, TX, 78260	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28448	PRV	Anthony A Wright	1957-06-16	—	8565647937	4821 River Rd, Scottsdale, AZ, 85231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28449	PRV	Anthony A Wright	1957-06-16	—	8565647937	4821 River Rd, Scottsdale, AZ, 85231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28852	PRV	Austin Miller	2000-11-16	UHC-05857-13	7426838444	1627 Church St, Minneapolis, MN, 55476	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27272	PRV	Daniel Garcia	1976-12-04	—	8269912312	645 Union St, Orlando, FL, 32805	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29183	PRV	Denise Gibson	1973-06-15	—	5727006996	3493 Elm St, Charlotte, NC, 28256	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-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-20728	PRV	Brandon Jenkins	1994-08-01	—	6559348279	1660 Palm Dr, Scottsdale, AZ, 85209	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-22219	PRV	Gerald L Snyder	1967-10-23	—	6493340589	6460 Camelback Rd, Houston, TX, 77038	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-20413	PRV	Christopher Espinoza	1994-09-18	UHC-74983-53	8208831326	5093 Lake View Rd, Eden Prairie, MN, 55378	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-21073	PRV	Grace Welch	1951-12-11	—	9698162203	5334 Lake View Rd, Charlotte, NC, 28299	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-23448	PRV	Ruth Howard	1974-05-10	UHC-24377-82	9545445065	8178 Willow Ct, Nashville, TN, 37243	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21500	PRV	Billy Morgan	1977-10-28	UHC-03233-84	8478182485	2010 Union St, Denver, CO, 80224	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27579	PRV	Jacob Bryant	1961-03-25	—	2657874396	7699 Canyon Rd, Las Vegas, NV, 89177	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25378	PRV	Alexis Ortega	1967-10-25	—	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21583	PRV	Camila Knight	1977-12-26	—	8666637272	9815 Harbor Blvd, Phoenix, AZ, 85062	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23617	PRV	Cynthia D Watkins	2002-08-03	UHC-69888-49	8673673280	5861 Highland Ave, Orlando, FL, 32875	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20967	PRV	Gary Austin	1949-04-24	—	3079499616	2402 Ridge Rd, Austin, TX, 78735	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29435	PRV	Amy Bowman	2001-08-19	UHC-43285-35	3054408132	6542 Valley View Dr, Eden Prairie, MN, 55368	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-22892	PRV	Sam Patterson	2002-06-04	—	9643892607	4811 Hillcrest Rd, Columbus, OH, 43253	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26489	PRV	Noah Wright	1960-06-04	UHC-86044-28	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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

5,467 rows, page 48 of 110Previous Next