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

All sources, 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-60477	TPA	Benjamin Cox	1983-03-07	—	—	2173 Main St, San Antonio, TX, 78230	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
CLM-412698	CLM	Nathan Franklin	1942-08-05	UHC-12055-16	8832403615	3003 Sage Ct, Chandler, AZ, 85202	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-109618	ENR	Joshua C Nelson	1975-02-24	UHC-27770-85	—	1628 Camelback Rd, Denver, CO, 80238	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123720	ENR	David E Lewis	2006-06-05	UHC-84403-72	2882264879	8861 Mesa Dr, Los Angeles, CA, 90094	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-133749	ENR	Deborah T Thomas	2006-10-03	UHC-85752-93	7624478605	258 Canyon Rd, Tampa, FL, 33605	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421310	CLM	Douglas Padilla	1983-05-27	UHC-70673-95	—	6987 Park Pl, Atlanta, GA, 30312	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431439	CLM	Ann Hoffman	2008-02-22	—	3399935016	1273 Ocean Ave, Minneapolis, MN, 55468	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-401335	CLM	Saa W Gomez	2002-04-12	UHC-60271-38	6536545230	5624 Elm St, Columbus, OH, 43298	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61201	TPA	Sandra Knight	1956-08-03	—	—	5560 Sage Ct, Chandler, AZ, 85252	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-117057	ENR	Sean X Hulmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
TPA-52474	TPA	Mike Ward	1943-01-07	—	—	7019 Spring St, San Antonio, TX, 78263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102083	ENR	Richard U Jacobs	1952-02-16	UHC-49714-07	7556896568	7748 Washington St, Tempe, AZ, 85284	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20505	PRV	Amy Castillo	1959-02-15	UHC-48609-92	—	3513 Lincoln Way, Scottsdale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-115785	ENR	Angela A Greene	1952-05-01	UHC-77777-60	—	3078 Sage Ct, San Antonio, TX, 78265	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413670	CLM	Charles Hayes	1979-05-14	UHC-18806-91	—	4463 Park Pl, Houston, TX, 77073	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422574	CLM	Samantha Reid	1944-10-26	—	6222867545	8681 River Rd, San Antonio, TX, 78273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-63243	TPA	Jack Pierce	1996-01-01	—	3499282769	8375 Spring St, Eden Prairie, MN, 55337	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-413053	CLM	Deborah O Godron	1941-05-26	UHC-25069-01	3398306272	6829 Ridge Rd, Houston, TX, 77007	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-134014	ENR	Beverly Wheeler	1947-10-05	UHC-77445-20	9437954809	7151 Central Ave, San Diego, CA, 92180	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131522	ENR	Mark Espinoza	1949-06-23	UHC-64946-78	6428688761	4753 Willow Ct, Fresno, CA	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-60093	TPA	Melissa Owens	1972-03-18	—	—	7251 Sunset Blvd, San Antonio, TX, 78222	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134706	ENR	Isabella Davis	1970-12-07	UHC-58116-53	—	1670 Sunset Blvd, Charlotte, NC, 28253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59328	TPA	Ralph Wang	1952-06-03	—	—	7240 Grand Ave, Atlanta, GA, 30344	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132294	ENR	Daniel Garcia	1976-12-04	UHC-29220-65	—	645 Union St, Orlando, FL, 32805	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-403655	CLM	Camila Montgomery	2007-10-20	UHC-03721-09	—	8901 Pine Dr, Minneapolis, MN, 55432	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103711	ENR	Heather Lawrance	1964-05-06	UHC-82881-79	8904479951	1794 Elm St # 908, Glendale, AZ, 85376	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-25944	PRV	Dorothy Weaver	1941-10-26	UHC-95535-78	3279370475	916 Jefferson Ave, Seattle, WA, 98185	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411179	CLM	Jean Morrison	1942-01-18	—	8929707534	1239 Spring St, Tampa, FL, 33615	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-64404	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC, 28235	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425116	CLM	Sean Larson	1990-01-19	—	3963992486	3183 Camelback Rd, Sacramento, CA, 95844	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53191	TPA	Theresa P Stevens	1954-10-25	—	—	9388 Church St, Eden Prairie, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-120952	ENR	Timothy A Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56905	TPA	Jerry Brooks	2006-11-13	—	—	9445 Market St, Glendale, AZ, 85372	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112381	ENR	Olivia K Gibson	1956-06-01	UHC-86207-11	3217201855	8942 Harbor Blvd Apt 37, Chandler, AZ, 85206	0.66	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
PRV-26884	PRV	Joyce Clark	1949-01-21	UHC-03973-63	2748927201	9737 Sunset Blvd, Columbus, OH, 43279	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430469	CLM	Timoty Spencer	1995-07-19	UHC-67042-57	7169660914	8036 Lake View Rd, Eden Prairie, MN, 55314	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138398	ENR	Philip T Wheeler	1945-06-14	UHC-39692-40	4937138697	4805 Union St, Eden Prairie, MN, 55318	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127114	ENR	Alexis R Gilbert	1999-09-26	UHC-90693-78	9575972892	103 Park Pl, Nashville, TN, 37265	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
PRV-29157	PRV	Angela Murray	1987-06-24	UHC-29472-03	4487160206	6807 Cedar Ln, Austin, TX, 78788	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-140257	ENR	Carl A Rios	1990-02-14	UHC-55056-63	3394001200	2851 Lake View Rd, Atlanta, GA, 30384	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403005	CLM	David J Turner	2008-02-01	UHC-49519-18	—	6730 Sage Ct, Tampa, FL, 33629	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-111500	ENR	Charles Vaasquez	2001-09-27	UHC-58751-03	5656372044	8648 Union St, San Antonio, TX, 78232	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-114826	ENR	Larry Kelley	1964-05-13	UHC-62577-77	6129031500	4386 Church St, Austin, TX, 78744	0.66	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-129946	ENR	Julia R Sanchez	1980-10-05	UHC-69601-57	4825955888	4300 Willow Ct, Jacksonville, FL, 32248	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407664	CLM	Chris Bowman	1955-10-13	—	8887068209	1409 Jefferson Ave, Denver, CO, 80238	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429917	CLM	Melissa Soto	1979-06-25	UHC-47899-58	—	4356 Jefferson Ave, Fresno, CA, 93723	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
PRV-26892	PRV	Amber Lawrence	1978-04-18	UHC-53728-11	8084888038	1461 Bayshore Dr, Fresno, CA, 93794	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-50108	TPA	Margaret Hicks	2008-06-15	—	—	2960 Central Ave, Orlando, FL, 32853	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-118539	ENR	Kathy S Morris	1962-10-27	UHC-93103-06	7348017940	3402 Highland Ave, Dallas, TX, 75236	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117911	ENR	Walter C Scott	1973-07-11	UHC-43191-42	9597036053	6354 Canyon Rd, Las Vegas, NV, 89166	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 115 of 182Previous Next