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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107222	ENR	Ashley J Roberts	—	UHC-42068-49	6529182634	—	0.68	Name split from “Last, First”Date of birth unreadable Email lower-cased Placeholder values cleared
CLM-413264	CLM	Willie Hicks	1962-04-17	—	—	6951 Palm Dr, Mesa, AZ, 85246	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-101123	ENR	Nancy M Lane	1944-12-15	UHC-50508-51	8012862661	7624 Main St, Columbus, OH, 43259	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-415043	CLM	Mei Harvey	1985-04-19	—	9858983921	2393 Cedar Ln, Nashville, TN, 37212	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-129802	ENR	Austin T Young	2006-08-21	UHC-00858-64	—	4779 Meadow Ln, Minneapolis, MN, 55498	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
CLM-425129	CLM	Gray Joshua	1994-04-12	UHC-40679-05	—	1373 Lincoln Way, Sacramento, CA, 95872	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410725	CLM	Ethan Jacobs	1943-12-05	UHC-87152-41	7244354459	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-123373	ENR	Priya B Valdez	1986-04-28	UHC-59028-98	5067940364	8682 Highland Ave, Tucson, AZ, 85744	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
CLM-420545	CLM	Omar Lopez	1969-11-17	UHC-67709-81	8007005328	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-102716	ENR	Gerald Elliott	1978-03-11	UHC-56214-07	9242956892	4723 Palm Dr, Miami, FL	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-136574	ENR	Randy R Vazuqez	1960-06-15	UHC-86837-23	6365778967	9686 Lake View Rd, Austin, TX, 78792	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-406781	CLM	Billy Perez	1978-10-05	—	2562963049	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-58961	TPA	Paul Brooks	1952-12-01	—	—	5911 Lake View Rd, Tucson, AZ, 85762	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
CLM-419921	CLM	Douglas Wang	1938-02-04	—	—	566 Pine Dr, San Diego, CA, 92145	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-142586	ENR	Jennifer Oliver	1974-10-28	UHC-26072-74	4158569070	7835 Oak St, Denver, CO, 80273	0.68	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed
CLM-411587	CLM	Benjamin Tran	2006-06-02	UHC-32488-09	5707060276	3043 Church St, Glendale, AZ, 85305	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55514	TPA	Amber Castro	1997-08-04	—	—	6391 Elm St, Atlanta, GA, 30358	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-140589	ENR	Elizabeth C Gomez	1971-01-28	UHC-07240-65	2184320491	3059 Sunset Blvd Apt 10, Nashville, TN, 37297	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
ENR-115818	ENR	Emily I Reynolds	1953-08-06	UHC-66113-25	3739940158	4267 Meadow Ln, Jacksonville, FL, 32267	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-115819	ENR	Emily I Reynolds	1953-08-06	UHC-66113-25	3739940158	4267 Meadow Ln, Jacksonville, FL, 32267	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-60488	TPA	Anna Wong	—	—	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-27836	PRV	Isabella Lopez	1942-02-10	UHC-11066-76	—	2688 Maple Ave, Nashville, TN, 37280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-133473	ENR	Teresa Mitchell	2001-09-12	UHC-68340-13	8097588651	1695 Cedar Ln, San Antonio, TX, 78272	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-418046	CLM	Joseph Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28697	PRV	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd, Miami, FL, 33155	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-109853	ENR	Ethan Le	1952-01-02	UHC-08015-26	2903571411	6633 Pine Dr, Houston, TX, 77068	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-109486	ENR	Mary B Singh	2000-12-27	UHC-97637-47	4675504351	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-103757	ENR	Cynthia A Gibson	1952-11-09	UHC-98065-16	2595105991	8464 Jefferson Ave, Tempe, AZ, 85239	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
PRV-20553	PRV	Emily Warren	1996-07-11	UHC-27010-24	—	2811 Central Ave, Austin, TX, 78730	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55828	TPA	Susan Adams	1992-09-01	—	5388136562	8014 Valley View Dr, Minneapolis, MN, 55410	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-60008	TPA	Russell Gutierrez	1986-01-15	—	—	1669 Market St, Minneapolis, MN, 55454	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408714	CLM	Vincent Gordon	1973-01-03	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
TPA-51951	TPA	Willie Boyd	2004-10-16	UHC-34280-19	—	2977 River Rd, Gilbert, AZ, 85261	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-110396	ENR	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	8618 Washington St, San Diego, CA, 92129	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-110397	ENR	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	8618 Washington St, San Diego, CA, 92129	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-406591	CLM	Mateo Castro	1969-09-04	UHC-93344-27	—	8933 Bayshore Dr, Mesa, AZ, 85278	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-128833	ENR	Mason Sanchez	1944-03-26	UHC-88232-95	—	3167 Market St, Las Vegas, NV, 89174	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-139088	ENR	Ruth Holmes	1960-03-06	UHC-24470-39	7423183301	2938 Lincoln Way, Chandler, AZ, 85281	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-140282	ENR	Wayne Reed	1949-07-04	UHC-80993-98	7133909503	4643 Hillcrest Rd, Tempe, AZ, 85200	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-140283	ENR	Wayne Reed	1949-07-04	UHC-80993-98	7133909503	4643 Hillcrest Rd, Tempe, AZ, 85200	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-64324	TPA	Roger G Martinez	1990-03-15	—	—	6998 Cedar Ln, Phoenix, AZ, 85049	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-401228	CLM	Yuki Stone	1942-05-22	UHC-81424-76	—	1220 Forest Ave, Columbus, OH, 43241	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-135756	ENR	Harold Black	1953-02-20	UHC-08811-16	7536522416	1814 Lincoln Way, San Diego, CA, 92187	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased
TPA-53459	TPA	Janice Simpson	1998-06-25	—	2879244771	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-60868	TPA	Dorothhy C Fox	1960-10-15	—	—	6342 Willow Ct, Minneapolis, MN, 55430	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-124169	ENR	Danielle Y Roe	1971-07-11	UHC-66971-20	9144640544	3432 Forest Ave, Plano, TX, 75096	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-140785	ENR	Bobby S Alexander	1979-07-27	UHC-60752-33	6029723371	4516 Bayshore Dr, Orlando, FL, 32858	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-130412	ENR	Mark Q Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA, 92135	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
TPA-58072	TPA	Lawrence Lane	2006-08-09	—	9502398303	2237 Camelback Rd, Los Angeles, CA, 90083	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-403165	CLM	Dylan Morris	1947-09-14	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared

9,980 rows, page 132 of 200Previous Next