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

Third-party administrator, 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
TPA-51995	TPA	Mike Henry	1990-05-07	—	—	6130 Mountain View Dr, Tempe, AZ, 85297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56549	TPA	Donald Gonzales	2006-10-09	—	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59663	TPA	Gary Hill	1955-03-23	—	—	1930 Apache Blvd, Seattle, WA, 98148	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
TPA-52942	TPA	Debra Maldonado	1973-10-14	—	—	1488 Union St, Austin, TX, 78724	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57780	TPA	Diana Armstrong	1969-06-23	—	—	1554 Palm Dr, Los Angeles, CA, 90085	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60732	TPA	Gloria Howard	1996-03-22	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51797	TPA	Albert Park	1990-08-25	—	—	1473 Hillcrest Rd, Chandler, AZ, 85212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56491	TPA	Barbara P Chavez	1980-07-12	—	4139387604	4256 Camelback Rd, San Diego, CA, 92158	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-50867	TPA	Kelly Ford	1981-02-06	—	—	8521 Desert Sky Blvd, Phoenix, AZ, 85066	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52287	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62696	TPA	Albert Cruz	1992-09-19	—	—	1079 Lake View Rd, Gilbert, AZ, 85238	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60826	TPA	Andrew Sanders	1991-07-16	—	—	5567 Bayshore Dr, Tampa, FL, 33617	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52455	TPA	Aaron F Cruz	1996-11-03	—	6938838610	4625 Spring St, Las Vegas, NV, 89151	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62687	TPA	Gary Perkins	1960-01-03	—	—	207 Lincoln Way, Denver, CO, 80224	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-64326	TPA	Racehl Q Carter	1953-11-18	UHC-82771-64	9288264879	6729 Grand Ave, San Diego, CA, 92164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56882	TPA	Jennifer Carlson	1959-12-01	—	8979898499	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-53402	TPA	Betty Boyd	2001-09-14	—	—	1692 Sage Ct, Mesa, AZ, 85280	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51077	TPA	Alexis Duncan	1974-05-28	—	8952710364	7653 Park Pl, Scottsdale, AZ, 85284	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56760	TPA	Kathleen Watkins	1971-05-26	—	—	630 Desert Sky Blvd, Charlotte, NC, 28297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57610	TPA	Ktherine Mason	1991-06-25	—	—	2654 Canyon Rd, Nashville, TN, 37273	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63265	TPA	Sophia Long	1941-02-07	—	—	4154 Mesa Dr, Eden Prairie, MN, 55324	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59380	TPA	Judy Hansen	1968-08-13	—	—	5674 Church St, Gilbert, AZ, 85264	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63339	TPA	Nicholas Contreras	1994-10-03	—	—	9465 Meadow Ln, Plano, TX, 75042	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54076	TPA	Brenda Phillips	1945-10-26	—	—	5189 Grand Ave, Orlando, FL, 32884	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50413	TPA	Logan Sims	1969-01-26	—	—	9148 Bayshore Dr, Phoenix, AZ, 85036	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61537	TPA	Joseph Hayes	1968-08-14	—	—	4112 Hillcrest Rd, San Antonio, TX, 78218	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62080	TPA	Evelyn Walsh	1945-11-12	—	—	472 Apache Blvd, San Antonio, TX, 78224	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57947	TPA	Douglas Gonzales	1991-07-21	UHC-51488-52	—	3021 Main St, Plano, TX, 75026	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59028	TPA	Jack Hill	1984-01-05	—	—	4035 Ocean Ave, Denver, CO, 80238	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56281	TPA	Henry Wells	1994-05-08	—	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55286	TPA	Mariana G Riley	1959-06-25	—	2787018958	5620 Valley View Dr, Gilbert, AZ, 85263	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52115	TPA	Joyce Wright	1966-01-14	—	3668917778	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
TPA-52116	TPA	Joyce Wright	1966-01-14	—	3668917778	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
TPA-54002	TPA	Jonathan Davis	1970-02-15	—	3969368043	6574 Sage Ct, Gilbert, AZ, 85207	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58336	TPA	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr, Jacksonville, FL, 32295	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-60977	TPA	Natalie Hayes	1954-11-18	—	9218285903	5420 Ridge Rd, Plano, TX, 75032	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-61656	TPA	Judith T Robinson	2005-10-03	—	—	9430 Baseline Rd, Fresno, CA, 93742	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-54118	TPA	Brian Hawkins	1990-02-01	—	—	9646 Spring St, Nashville, TN, 37275	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56456	TPA	William Powell	1973-01-13	—	4554792134	1719 Ridge Rd, Eden Prairie, MN, 55337	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63453	TPA	Stepheen Herrera	1950-05-18	—	—	1373 Park Pl, Minneapolis, MN, 55449	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50573	TPA	Adam Sanders	1998-12-16	—	—	8671 Valley View Dr, Fresno, CA, 93713	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55651	TPA	Ryan Grant	1989-09-27	UHC-15044-36	—	6174 Valley View Dr, Tucson, AZ, 85708	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63663	TPA	Jean Scott	2008-07-28	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63662	TPA	Jean Scott	2008-07-28	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62785	TPA	Victoria Castro	2006-07-13	—	3675660290	2915 Central Ave, Tucson, AZ, 85797	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-60982	TPA	Jack Padilla	1944-09-12	—	—	2861 Mountain View Dr, San Antonio, TX, 78268	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51102	TPA	Lawrence Long	1978-02-09	UHC-47581-55	—	2494 Palm Dr, Denver, CO, 80253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51508	TPA	Raymond Riley	1973-12-25	—	8128431450	375 Market St, Scottsdale, AZ, 85269	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53881	TPA	Caroln Clark	2000-02-04	UHC-25927-01	—	7512 Meadow Ln, Tampa, FL, 33629	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53477	TPA	Maria Arnold	1986-03-13	—	7478705305	3117 Valley View Dr, Mesa, AZ, 85229	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,750 rows, page 55 of 115Previous Next