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-136851	ENR	Billy V Hamilton	1950-11-11	—	2453429974	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50611	TPA	Arthur B Banks	1955-09-13	—	—	5876 Bayshore Dr, Seattle, WA, 98111	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-127671	ENR	Lucia Smith	1964-01-03	UHC-39153-37	5628402665	980 Ridge Rd, Austin, TX, 78780	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-113393	ENR	Brian H Richardson	2007-07-09	UHC-54232-44	5084159103	6855 Grand Ave, Austin, TX, 78763	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410523	CLM	Charlotte Y Patel	2008-08-11	UHC-45528-19	—	2247 Mountain View Dr, Los Angeles, CA, 90024	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141226	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-141225	ENR	Gary Matthews	1946-11-13	UHC-27209-51	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-137162	ENR	Fatima Vargas	1997-10-14	UHC-88824-10	6489486316	315 Oak St, Jacksonville, FL	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-113705	ENR	Katherine Hansen	1963-09-13	UHC-80895-21	8842003686	9220 Lake View Rd, Los Angeles, CA, 90064	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24474	PRV	Lisa Carpenter	1948-11-22	—	—	6990 Pine Dr, Tucson, AZ, 85725	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417016	CLM	Alice Soto	1970-05-14	UHC-08324-56	6696781003	3964 Baseline Rd, Eden Prairie, MN, 55306	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403164	CLM	Diego Daniels	1953-10-13	—	—	3198 Highland Ave, Eden Prairie, MN, 55357	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418335	CLM	Camila Ramos	1952-05-01	UHC-23396-60	3156815432	8909 Market St, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-125388	ENR	Santiago W Edwards	1947-04-25	UHC-71806-54	9587807849	554 Mountain View Dr, San Antonio, TX, 78259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121540	ENR	Wayne Lynch	1977-09-28	UHC-56183-22	—	955 Canyon Rd, Tampa, FL, 33624	0.66	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+1 more
CLM-417265	CLM	Jack Alexaander	1971-04-20	UHC-89498-08	7237404966	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-100495	ENR	Ryan M Silva	1976-06-09	UHC-00127-90	8157447189	7846 Grand Ave, Nashville, TN, 37277	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400808	CLM	Kathleen Soto	1939-10-26	UHC-10461-05	8439704719	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-128903	ENR	Stephen D Rose	—	UHC-80010-57	—	8862 Park Pl, Plano, TX, 75069	0.66	Name split from “Last, First”Date of birth missing Member ID reformatted Whitespace trimmed+1 more
CLM-424492	CLM	Ryan Ramirez	1940-06-16	UHC-68274-91	—	2106 Cedar Ln Apt 4, Sacramento, CA, 95845	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-102897	ENR	Angela O Valdez	1953-08-17	UHC-32066-26	2649304235	2780 Palm Dr, Columbus, OH, 43214	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
PRV-28121	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28120	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-413099	CLM	Sofia Lewis	1938-03-27	UHC-91831-67	—	3032 Valley View Dr, Mesa, AZ, 85261	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103514	ENR	Carl Lynch	1955-06-17	UHC-77776-94	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-121461	ENR	Virginia Q Hunter	1968-02-24	UHC-14526-69	7402839156	3867 Broadway, Tampa, FL, 33638	0.66	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised+1 more
ENR-100646	ENR	Ruth C Chapman	1979-08-23	UHC-66165-93	—	862 Palm Dr, Jacksonville, FL, 32297	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129352	ENR	Michael M Reynolds	2006-01-17	UHC-88165-10	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129353	ENR	Michael M Reynolds	2006-01-17	UHC-88165-10	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429900	CLM	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-100193	ENR	Jacqueline O Mejia	2007-12-08	UHC-17908-85	4483305723	3024 Maple Ave, Los Angeles, CA, 90064	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408479	CLM	Sharon Maldonado	1972-08-13	UHC-56381-23	—	3759 Maple Ave, Mesa, AZ, 85281	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-135071	ENR	Camila U Gibson	1968-03-15	UHC-37139-56	9162589539	999 Bayshore Dr, Jacksonville, FL, 32272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126643	ENR	Dorothy Hanson	1997-02-23	UHC-77636-60	5689475987	4663 Harbor Blvd, Sacramento, CA, 95814	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105341	ENR	Fatima T Butler	1991-07-11	UHC-76849-99	3454442946	7507 Oak St, Plano, TX, 75098	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133071	ENR	Sara M Gonzzales	1967-04-26	UHC-46404-09	2488782688	17 Market St, Fresno, CA, 93781	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-418035	CLM	William Williams	1953-12-19	—	—	6941 Elm St, Scottsdale, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24239	PRV	Emma McDonald	2004-12-11	—	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-114822	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-114823	ENR	Wayne U Torres	1946-12-12	UHC-03891-22	5574831761	4078 Highland Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-129752	ENR	Albert I Hughes	1942-06-20	UHC-56108-84	2625017162	6509 Apache Blvd, Tucson, AZ, 85710	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-21451	PRV	Peter Wallace	1974-02-10	UHC-28274-41	—	—	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-114094	ENR	Christian Gutierrez	2005-07-02	UHC-21146-73	2999744287	2694 Cedar Ln, Seattle, WA, 98122	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-114093	ENR	Christian Gutierrez	2005-07-02	UHC-21146-73	2999744287	2694 Cedar Ln, Seattle, WA, 98122	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
TPA-53559	TPA	Abigail Bradley	1974-05-23	—	—	3110 Church St, Mesa, AZ, 85210	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-418416	CLM	Ryan Hunter	1965-10-05	UHC-48235-63	9726429827	7479 Forest Ave, Charlotte, NC, 28209	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134175	ENR	Janice Kim	2008-09-27	UHC-04051-14	7719701265	9277 Palm Dr, Columbus, OH, 43292	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-426267	CLM	Olivia L Soto	1941-06-17	—	5936636180	8769 Grand Ave, Dallas, TX, 75254	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109079	ENR	Dennis Y Graham	1941-08-25	UHC-29375-09	4518382689	7449 Market St, Los Angeles, CA, 90048	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51891	TPA	Raymond H Hanson	1990-05-20	—	7143911775	3321 Grand Ave, Atlanta, GA, 30388	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more

9,980 rows, page 127 of 200Previous Next