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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57584	TPA	Mark Hawkins	1973-02-22	—	—	1648 Main St, Tempe, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-63636	TPA	Willie Holmes	1977-06-04	—	—	6486 Palm Dr, Phoenix, AZ, 85091	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-51610	TPA	Ana Stewart	1954-07-21	—	—	2654 Sunset Blvd, Fresno, CA, 93776	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56789	TPA	Jack M Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51467	TPA	Benajmin Stewart	1945-06-25	—	3314713960	2391 Willow Ct, Tempe, AZ, 85270	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
TPA-54582	TPA	Roy M Crawford	2004-06-04	—	—	1696 Park Pl, Mesa, AZ, 85297	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56300	TPA	Betty Pena	1953-10-03	—	—	8194 Maple Ave, Nashville, TN, 37272	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55818	TPA	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56005	TPA	Ann Rogers	2003-02-18	—	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-58065	TPA	Timothy Wagner	1985-04-05	—	6825723960	9724 Bayshore Dr, Columbus, OH, 43283	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64097	TPA	Michael C Kim	1981-08-12	—	9009701989	351 Union St, Austin, TX, 78787	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50325	TPA	Stephen C Murphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN, 37202	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52959	TPA	Willie L Martin	1951-09-19	—	3329874066	8414 Willow Ct, Nashville, TN, 37262	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60248	TPA	Robert P Mooore	1975-11-08	—	2354729736	3363 Meadow Ln, Tucson, AZ, 85725	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-51131	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-51132	TPA	Carl Rivera	1970-04-01	UHC-56976-80	—	2998 Canyon Rd # 815, Charlotte, NC, 28212	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
TPA-53159	TPA	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62767	TPA	Barbara Weber	1948-01-25	—	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61433	TPA	Bryan Dominguez	1939-12-26	—	9708544869	2269 Sage Ct, Minneapolis, MN, 55442	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53040	TPA	Melissa C Salazar	1994-04-25	—	—	8316 Apache Blvd, Sacramento, CA, 95885	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-53592	TPA	Bruce W Sanchez	1938-09-19	—	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55129	TPA	Valentina Ortiz	1958-09-28	—	—	2148 Willow Ct, Columbus, OH, 43285	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56261	TPA	Larry Oliver	1972-03-28	—	2895695753	1583 Union St, Denver, CO, 80225	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-64091	TPA	Charles U Jordan	1963-03-19	UHC-52017-51	—	9327 Pine Dr, Las Vegas, NV, 89168	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61054	TPA	Caamila McDonald	1988-10-08	—	—	2173 Ocean Ave, Houston, TX, 77013	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59932	TPA	Lawrence M Gonzalez	1989-09-19	—	3114086887	4187 Spring St, Phoenix, AZ, 85036	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61631	TPA	Brittany Walsh	1984-05-09	UHC-72666-02	—	6263 Forest Ave, Denver, CO, 80220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59936	TPA	Thomas Day	1944-02-21	—	—	1025 Mesa Dr, Miami, FL, 33171	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62580	TPA	Andrew Armstrong	1987-05-17	—	—	7138 Main St, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60191	TPA	Megan Lawrence	1963-11-26	UHC-76908-83	4617311412	5603 Baseline Rd, Phoenix, AZ, 85001	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50557	TPA	Frank Park	1940-10-09	—	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61016	TPA	Luis Cruz	1945-09-05	—	—	8064 Park Pl, Orlando, FL, 32811	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61684	TPA	Joan Morales	1945-05-09	—	—	2787 Union St, Jacksonville, FL, 32218	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-60712	TPA	Nathan Payne	1974-09-14	—	—	8774 Canyon Rd, San Antonio, TX, 78299	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
TPA-53344	TPA	Bradley Morales	1961-10-24	UHC-19703-38	3062602819	4309 Canyon Rd Apt 30, Scottsdale, AZ, 85231	0.64	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
TPA-51681	TPA	Andrea Brown	1977-01-22	—	—	2828 Desert Sky Blvd, San Diego, CA, 92105	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-54078	TPA	Olivia Gibson	1956-06-01	—	3217201855	7786 Highland Ave, Plano, TX, 75076	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59962	TPA	Richard Bennett	1991-07-15	—	—	7321 River Rd, Tempe, AZ, 85265	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51813	TPA	Mei Mroris	1961-01-21	UHC-84477-97	7234983223	4799 Central Ave, Sacramento, CA, 95860	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61573	TPA	Anna Payne	1966-11-27	—	4408977065	3257 Market St, Austin, TX, 78786	0.64	Name re-cased Phone reformatted SSN last four extracted State name converted to code+2 more
TPA-50466	TPA	Harold Lawsoon	2007-10-22	—	—	4766 Bayshore Dr, San Antonio, TX, 78291	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51083	TPA	Jordan Porter	1970-07-21	—	—	214 Washington St, Los Angeles, CA, 90099	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62659	TPA	Pamela A Herrera	1962-07-27	—	—	9282 Indian School Rd, Glendale, AZ, 85331	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64301	TPA	Jass Butler	1961-06-06	—	—	1637 Sage Ct, Plano, TX, 75050	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-52562	TPA	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd, Houston, TX, 77097	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-57580	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56417	TPA	Marilyn Martin	1996-11-28	—	—	2436 Indian School Rd, Eden Prairie, MN, 55376	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-59094	TPA	Ruth Hernandez	1955-05-15	—	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-63397	TPA	Natalie Myers	1963-07-27	—	—	3976 Forest Ave, Los Angeles, CA, 90030	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58391	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

1,229 rows, page 14 of 25Previous Next