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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22983	PRV	Emmma Campbell	1971-11-15	UHC-47039-85	—	4875 Central Ave, Mesa, AZ, 85268	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-24807	PRV	Anthony H Rodriguez	2002-10-08	UHC-83511-59	—	1004 Palm Dr, Minneapolis, MN, 55457	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-20777	PRV	Ralph K Cunningham	1969-04-16	—	9744194940	3821 Spring St, Orlando, FL, 32833	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-29070	PRV	Daniel Mejia	1965-07-17	—	8766420344	7763 Ocean Ave, Columbus, OH, 43222	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
PRV-20189	PRV	Brian Hughes	1973-09-07	—	4678898577	2261 Mesa Dr, Dallas, TX, 75287	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28522	PRV	Martha Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA, 90054	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-20709	PRV	Ahmed Gutierrez	1970-04-28	UHC-73708-45	8853274555	4959 Harbor Blvd, Scottsdale, AZ, 85285	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-29262	PRV	Camila J Price	1972-05-11	UHC-50192-84	9805047532	6672 Canyon Rd, Nashville, TN, 37270	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25795	PRV	Logan Schmidt	1940-05-01	UHC-14333-36	2422240261	1699 Desert Sky Blvd, Mesa, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23923	PRV	Tyler Allen	1971-09-22	—	6758426337	6556 Apache Blvd, Plano, TX, 75082	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-27384	PRV	Gerald Watson	1959-09-14	—	3675314555	9473 Palm Dr, Chandler, AZ, 85276	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-20240	PRV	Billy Thomas	1961-12-16	UHC-23266-84	7184032127	394 Cedar Ln, Mesa, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-22477	PRV	Evelyn Oliver	1968-04-04	—	5412722182	4670 Maple Ave, Chandler, AZ, 85289	0.78	Phone reformatted City re-cased State code upper-cased Gender normalised+1 more
PRV-26546	PRV	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28355	PRV	Janet R Ramos	1989-02-07	—	3083798189	736 Palm Dr, Fresno, CA, 93773	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-20158	PRV	Harold X Carter	1939-02-03	—	—	5029 Lincoln Way, Phoenix, AZ, 85020	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25127	PRV	Dorothy U Diaz	1979-02-20	—	—	8960 Willow Ct, Austin, TX, 78767	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-24088	PRV	Michael Lucas	1965-08-11	—	8585732125	1524 Highland Ave # 175, Eden Prairie, MN, 55329	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-23226	PRV	Brittany F Munoz	1948-04-17	—	7228508677	1220 Desert Sky Blvd, Houston, TX, 77015	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23425	PRV	Anna Phillips	1969-09-13	UHC-63056-45	5015512182	7473 Camelback Rd # 928, Austin, TX, 78794	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-27367	PRV	Carol Moore	1991-02-19	—	5409877375	851 Indian School Rd # 443, Atlanta, GA, 30344	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
PRV-20027	PRV	Fatima A Lynch	2000-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-20164	PRV	Anthony Riley	1961-09-02	—	3408448924	4452 Harbor Blvd, San Diego, CA, 92151	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-27244	PRV	Dylan Welch	1956-07-05	UHC-40221-33	6029260546	5659 Ocean Ave, San Diego, CA, 92115	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
PRV-29021	PRV	Ana E King	1983-04-14	UHC-25436-16	3803949632	5915 Park Pl, Orlando, FL, 32850	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21667	PRV	Daniel Herrera	1975-02-05	—	5087202685	8261 Broadway, Gilbert, AZ, 85219	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23747	PRV	Melissa Gonzalez	1975-01-07	UHC-79439-98	4406958139	4070 Union St, Jacksonville, FL, 32256	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
PRV-23497	PRV	Roy Bowman	1952-07-07	—	6592891954	1638 Pine Dr, Eden Prairie, MN, 55364	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22136	PRV	Gloria Rogers	1984-03-18	UHC-45329-47	—	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-22926	PRV	Sarah Campbell	1945-02-09	UHC-65576-41	—	671 Canyon Rd, Charlotte, NC, 28223	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-29402	PRV	Nicholas Kennedy	1974-04-10	—	4936835902	6881 Palm Dr, Jacksonville, FL, 32276	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23636	PRV	Denyse Y Price	1939-12-27	UHC-27721-07	4589593879	8071 Desert Sky Blvd, Seattle, WA, 98119	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-20090	PRV	Philip Le	1980-02-05	—	4016238117	6510 Pine Dr, Glendale, AZ, 85331	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-20460	PRV	Gerald Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX, 75264	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25905	PRV	Jaon Le	1962-09-25	UHC-35979-49	8633354878	2959 Maple Ave, San Diego, CA, 92121	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22050	PRV	Laura Burke	1972-11-18	UHC-40110-94	—	5085 Market St, Seattle, WA, 98185	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-25007	PRV	Charles L Webb	1990-08-11	UHC-53654-01	4444079877	2023 Desert Sky Blvd, Las Vegas, NV, 89154	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-29556	PRV	Stephanie Allen	1957-04-18	UHC-26220-93	7875833154	3199 Market St, Los Angeles, CA, 90086	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20122	PRV	Valentina S Gomez	1980-09-13	UHC-76561-42	3232465980	5672 Church St, Mesa, AZ, 85253	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24184	PRV	Kathleen C Knight	1981-08-22	—	2336873624	3149 Park Pl, Dallas, TX, 75204	0.78	Middle initial moved out of first name Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25774	PRV	Wei Woods	2003-02-07	—	6022887750	4294 Valley View Dr, San Diego, CA, 92162	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
PRV-22974	PRV	Dylen Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-26603	PRV	Matthew Hoffman	1995-04-23	UHC-49069-01	2903733827	3568 Church St, Gilbert, AZ, 85231	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-25447	PRV	Arthur Hunt	1914-03-03	UHC-45720-74	8695945763	6255 Valley View Dr, Columbus, OH, 43246	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-20233	PRV	Arthur W Stephens	1950-02-25	—	9336106282	8084 Union St, Orlando, FL, 32888	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
PRV-25265	PRV	Christina Howard	1958-07-15	—	5656436864	5406 Main St, Columbus, OH, 43209	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-20559	PRV	Terry Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd, Los Angeles, CA, 90053	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24146	PRV	Lucia Banks	1952-09-01	—	—	2860 Jefferson Ave, Chandler, AZ, 85277	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-26864	PRV	Virginia Barnes	2007-04-02	—	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22306	PRV	Sandra Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL, 33693	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more

1,737 rows, page 26 of 35Previous Next