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-115788	ENR	Eugene T Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-129659	ENR	Juan Banks	1967-11-12	UHC-97584-08	4882326431	9425 Mesa Dr, Fresno, CA, 93762	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-429886	CLM	Sandra Rios	2006-03-11	UHC-43703-75	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-428396	CLM	Zachary Willsi	2006-07-10	UHC-45359-25	—	1522 Desert Sky Blvd, Miami, FL, 33113	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
CLM-414994	CLM	Cheryl Catro	1950-02-04	UHC-39022-48	—	570 Broadway, Phoenix, AZ, 85002	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-127752	ENR	Vincent Collins	1954-10-20	UHC-86875-59	7862419694	2477 Elm St, Glendale, AZ, 85323	0.82	Name split from “Last, First”City re-cased Email lower-cased
ENR-141735	ENR	Christine B Cooper	1963-04-27	UHC-90180-01	8366767236	4649 Camelback Rd, Tampa, FL, 33646	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
TPA-51835	TPA	Dorys Welch	1950-07-19	—	4428915456	2676 Forest Ave, Houston, TX, 77070	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-131971	ENR	Walter Estrada	1962-09-16	UHC-05781-54	4915212092	1013 Lincoln Way, Chandler, AZ, 85277	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-415973	CLM	Christina Bishop	1975-04-27	—	—	2857 Bayshore Dr, Phoenix, AZ, 85009	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
PRV-24416	PRV	Mei S Harvey	1985-04-19	UHC-52374-70	9858983921	7910 Cedar Ln, Houston, TX, 77043	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-425693	CLM	Mei Maldonado	1945-11-02	—	6324522021	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-26767	PRV	Rendy Stewart	1955-03-05	UHC-05456-20	2529828935	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-59498	TPA	Mark Silva	1987-12-04	—	—	7641 Ocean Ave, Chandler, AZ, 85251	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
ENR-119252	ENR	Gabriel Tran	1990-06-12	UHC-30468-31	9403547946	3390 Meadow Ln, Houston, TX, 77026	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
CLM-418775	CLM	Andrew V Payne	1954-12-26	UHC-47940-21	—	1487 Apache Blvd, Glendale, AZ, 85378	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-409447	CLM	Sara Ramos	1998-09-02	UHC-90845-02	6568151176	4731 Sage Ct, San Diego, CA, 92168	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-410482	CLM	Sean Bishop	1972-02-13	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-131480	ENR	Lucia E Padilla	1998-10-19	UHC-90643-40	7774201493	1051 Maple Ave, Columbus, OH, 43298	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-136130	ENR	Kim Wood	1984-10-03	UHC-47559-10	3287675498	6099 Cedar Ln, Tucson, AZ, 85708	0.82	Name split from “Last, First”Date of birth reformatted State code upper-cased
CLM-401153	CLM	Bobby D Stone	1965-09-17	UHC-68829-83	—	3821 Mesa Dr, Gilbert, AZ, 85207	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-421199	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ, 85311	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-421200	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ, 85311	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-102727	ENR	Justin U Carr	1939-05-17	UHC-98318-07	7478188871	2297 Church St, Houston, TX, 77093	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-415525	CLM	Philip Garrett	1960-12-03	—	—	5689 Cedar Ln, Tucson, AZ, 85792	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-20309	PRV	Gary Sullivan	1965-11-03	—	7709632432	4564 Baseline Rd, Atlanta, GA, 30334	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-404177	CLM	Willlie Price	1946-06-09	UHC-51717-16	6119984074	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-50016	TPA	Diane Lee	1970-01-11	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-101909	ENR	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-138683	ENR	Denise F Obrien	1947-05-13	UHC-16406-79	5878516671	9137 Indian School Rd, Nashville, TN, 37280	0.82	Name split from “Last, First”Name re-cased Email lower-cased
ENR-138682	ENR	Denise F Obrien	1947-05-13	UHC-16406-79	5878516671	9137 Indian School Rd, Nashville, TN, 37280	0.82	Name split from “Last, First”Name re-cased Email lower-cased
CLM-411847	CLM	Beverly O Sanchez	1952-02-05	—	—	8609 Forest Ave, Chandler, AZ, 85295	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-422262	CLM	Randy Sullivan	1986-02-21	UHC-42995-56	5488104445	841 Grand Ave, Miami, FL, 33194	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-137616	ENR	Douglas Patterson	2000-08-26	UHC-20741-40	2382075071	4786 Sage Ct, Los Angeles, CA, 90052	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-134294	ENR	Kenneth R Garza	1982-07-11	UHC-59034-04	7796882350	9788 Spring St, Orlando, FL, 32821	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
ENR-125871	ENR	Stephanie V Ross	1990-12-11	UHC-04168-70	3362998489	1376 Ridge Rd, Jacksonville, FL, 32239	0.82	Name split from “Last, First”Member ID reformatted Whitespace trimmed
TPA-51855	TPA	Melissa Thompson	1976-02-10	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-402529	CLM	Arthur Munoz	2006-05-28	UHC-53883-63	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-419227	CLM	Zachary Cen	1970-03-25	UHC-33334-72	—	5217 Indian School Rd, San Diego, CA, 92129	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-133794	ENR	Denise Perry	1957-06-25	UHC-72358-97	9299768570	7200 Forest Ave, Orlando, FL, 32862	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-63007	TPA	Dylan Russell	1950-01-20	—	—	875 Camelback Rd, Fresno, CA, 93795	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-114886	ENR	James Wood	1986-08-04	UHC-66277-67	2803038224	6080 Broadway, Austin, TX, 78713	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-136384	ENR	Jduith Brown	1949-05-01	UHC-78195-69	—	4374 Pine Dr, Fresno, CA, 93704	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-54435	TPA	Araon Cruz	2008-01-18	—	5962960753	7271 Jefferson Ave, Phoenix, AZ, 85091	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-415229	CLM	Calos Henderson	1938-09-10	UHC-04658-83	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-425430	CLM	Denise Wilson	1987-11-14	UHC-05747-60	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-130466	ENR	Mary Schulttz	1960-04-26	UHC-67375-85	6972365550	—	0.82	Name split from “Last, First”Email lower-cased Whitespace trimmed
CLM-422361	CLM	Chris Perry	1950-03-15	UHC-27995-45	4727972299	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-408770	CLM	Bradley Perce	1994-09-12	UHC-10913-48	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-427173	CLM	Bryan Black	1940-01-26	—	—	985 Apache Blvd, Minneapolis, MN, 55412	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared

9,980 rows, page 191 of 200Previous Next