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
CLM-414724	CLM	Jose Carlson	1959-11-04	UHC-41726-72	—	2996 Elm St, Fresno, CA, 93744	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-51920	TPA	Patrick Gutierrez	1993-10-02	—	—	6794 Cedar Ln, Mesa, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-413887	CLM	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-130889	ENR	Teresa Reed	1964-02-17	UHC-86365-59	4122551261	5062 Maple Ave, Plano, TX, 75088	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-123915	ENR	Magaret Q Bishop	1958-08-09	UHC-17308-48	—	153 Main St, Mesa, AZ, 85235	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409617	CLM	Albert P Hayes	1944-07-03	—	—	7339 Hillcrest Rd Apt 9, Plano, TX, 75091	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-60126	TPA	Melissa Gardner	1993-09-15	—	—	8347 Lincoln Way, Tucson, AZ, 85794	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
TPA-62304	TPA	Amanda Ford	1946-05-22	—	—	251 Baseline Rd, Tucson, AZ, 85726	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-140254	ENR	Katherine Weaver	1985-09-04	UHC-05678-51	2443742250	2249 Lake View Rd, Charlotte, NC, 28253	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code
CLM-414376	CLM	Amber Welch	1942-02-28	—	—	6817 Church St, Glendale, AZ, 85348	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-111189	ENR	Richard I Oliver	1966-04-09	UHC-53963-27	3038586680	4100 Valley View Dr, Charlotte, NC, 28285	0.68	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed
CLM-409974	CLM	Tyler Sullivan	1992-07-06	—	—	1500 Meadow Ln, Miami, FL, 33115	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-127601	ENR	Russell F Espinoza	1980-02-28	UHC-97721-25	—	6539 Broadway, Sacramento, CA, 95866	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-403532	CLM	Mateo Kim	1983-07-15	—	4143974812	1057 Mountain View Dr, Atlanta, GA, 30338	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
PRV-26659	PRV	Susan Richards	1983-02-21	UHC-61678-33	9686807594	7732 Mountain View Dr, Tempe, AZ, 85246	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-112582	ENR	Angela P Ray	1955-08-18	UHC-12877-21	7735085024	7226 Sage Ct, Tampa, FL, 33616	0.68	Name re-cased Phone reformatted SSN last four extracted State name converted to code
ENR-134036	ENR	Gordon K Sara	1942-10-07	UHC-37263-85	3573169412	5437 Sage Ct, Charlotte, NC, 28244	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-431043	CLM	Doris T Mendez	1997-11-25	UHC-89129-89	—	4014 Harbor Blvd, Miami, FL, 33178	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-54623	TPA	Mei Little	—	—	3266580463	8602 Central Ave, Eden Prairie, MN, 55310	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
ENR-129793	ENR	Julia X Perez	2005-11-25	UHC-69461-38	—	4521 Spring St, Tampa, FL, 33665	0.68	Name re-cased Phone missing area code State name converted to code Whitespace trimmed
TPA-52157	TPA	Amy McDonald	1991-08-25	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-142517	ENR	Stephen O Harris	2001-01-28	UHC-18624-69	8413302005	6491 Grand Ave, Plano, TX, 75015	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
CLM-408647	CLM	Christine G Rice	1958-01-11	UHC-59929-46	6255814117	3788 Jefferson Ave, Houston, TX, 77040	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-431378	CLM	Arjun Burton	1938-05-13	UHC-81734-92	4486057871	4451 Grand Ave, Eden Prairie, MN, 55344	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-56850	TPA	Bradley X Vazquez	1989-07-07	—	—	1527 Cedar Ln Apt 37, Plano, TX, 75044	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-126222	ENR	Jonathan M Baker	1967-06-19	UHC-36841-62	3065003400	4091 Sunset Blvd, Columbus, OH, 43251	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-124310	ENR	Joshua C Hicks	1938-10-10	UHC-89302-30	5458676089	4961 Harbor Blvd, Orlando, FL, 32882	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
CLM-425042	CLM	Patrick H Jordan	1948-08-20	UHC-27638-29	9009636389	5088 Mesa Dr, San Antonio, TX, 78269	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-119839	ENR	Carol Nelson	1960-11-21	UHC-85960-98	—	340 Willow Ct, Columbus, OH, 43288	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-131699	ENR	Barbara Q Mendoza	2007-01-02	UHC-03073-98	8963725268	8073 Sage Ct, Las Vegas, NV, 89102	0.68	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-400148	CLM	Jennifer Cole	1962-10-12	—	—	5396 Elm St, Charlotte, NC, 28231	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-138697	ENR	Cheryl S Maldonado	1999-06-11	UHC-13415-08	3174278811	6974 Hillcrest Rd, Phoenix, AZ, 85037	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-138696	ENR	Cheryl S Maldonado	1999-06-11	UHC-13415-08	3174278811	6974 Hillcrest Rd, Phoenix, AZ, 85037	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-132772	ENR	Eric Walker	1939-07-14	UHC-52069-26	9173522588	59 Willow Ct, Phoenix, AZ, 85086	0.68	Two-digit birth year Member ID reformatted State name converted to code Placeholder values cleared
ENR-123629	ENR	Christine Y Franklin	1998-12-18	UHC-52518-67	8577587707	9526 Maple Ave, Mesa, AZ, 85291	0.68	Phone reformatted SSN last four extracted State name converted to code Placeholder values cleared
ENR-136813	ENR	Patrikk H Guzman	2007-06-08	UHC-36316-19	5059601281	5213 Jefferson Ave, Phoenix, AZ, 85071	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-54202	TPA	Wei Jenkiins	1985-01-01	—	6257616400	2854 Elm St, Nashville, TN, 37253	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-20758	PRV	Ruth Vargas	2001-04-09	—	8469270847	7794 Union St, Glendale, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-138337	ENR	Noah Roberts	2003-05-10	UHC-80842-50	4332747752	7859 River Rd, Jacksonville, FL, 32286	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-139247	ENR	Noah H Franklin	1960-09-27	UHC-74947-71	5728344941	1629 Grand Ave, Denver, CO, 80249	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-139248	ENR	Noah H Franklin	1960-09-27	UHC-74947-71	5728344941	1629 Grand Ave, Denver, CO, 80249	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-102676	ENR	Pamela H Jackson	1940-01-05	UHC-98441-39	—	3501 Sage Ct, Chandler, AZ, 85204	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-104243	ENR	Jess G Carroll	—	UHC-03251-98	3618668303	7789 Spring St, Scottsdale, AZ, 85265	0.68	Date of birth unreadable State name converted to code Email lower-cased Whitespace trimmed
ENR-135581	ENR	Andrea Santiago	1959-06-14	UHC-71825-10	3838478286	9562 Palm Dr, Tucson, AZ, 85723	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-421065	CLM	Patricia Porter	1986-09-25	UHC-40405-05	—	8080 Forest Ave, Denver, CO, 80299	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-142901	ENR	Scott J Mills	1973-04-03	UHC-95658-73	4005442645	5136 Desert Sky Blvd, Tampa, FL, 33671	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-142900	ENR	Scott J Mills	1973-04-03	UHC-95658-73	4005442645	5136 Desert Sky Blvd, Tampa, FL, 33671	0.68	Middle initial moved out of first name Phone reformatted State name converted to code Placeholder values cleared
ENR-110628	ENR	Mateo Ortiz	2008-03-27	UHC-00765-02	9367550311	4680 Forest Ave, Miami, FL, 33158	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420359	CLM	Jean Martin	1980-08-25	UHC-24078-99	2532706939	2678 Cedar Ln, Columbus, OH, 43276	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-423693	CLM	Deborah Henderson	2008-03-10	UHC-53868-27	8282516961	2283 Grand Ave, Scottsdale, AZ, 85238	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared

9,084 rows, page 140 of 182Previous Next