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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142037	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-142036	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-410171	CLM	Lauren Gutierrez	1989-01-04	—	8545882955	9548 Broadway, Orlando, FL, 32831	0.66	Two-digit birth year Phone reformatted Address re-cased State name converted to code+1 more
CLM-416029	CLM	Luri Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20013	PRV	Olivvia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Two-digit birth year Phone missing area code City re-cased+1 more
CLM-417717	CLM	Jordan Brooks	1968-03-04	UHC-43996-98	—	6544 Mesa Dr, Chandler, AZ, 85215	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421606	CLM	Joseph Lucas	1988-09-18	—	—	8962 Main St, Tempe, AZ, 85259	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52948	TPA	Jacqueline Nunez	1947-06-14	—	—	2269 Sage Ct, Glendale, AZ, 85342	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129090	ENR	Patrrick Mason	1954-04-24	UHC-14426-56	3498085767	6084 Baseline Rd, Mesa, AZ, 85221	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-114666	ENR	Justin J Mason	2002-01-09	UHC-94839-47	7604226272	8634 Sunset Blvd, Dallas, TX, 75222	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-135578	ENR	Matthew P Sanchez	1975-05-13	UHC-20584-91	8387332068	1626 Park Pl Apt 23, Tempe, AZ, 85298	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-135327	ENR	Ashley Garza	1971-09-10	UHC-69569-85	6758275683	6125 Park Pl, Plano, TX, 75086	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125531	ENR	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-420379	CLM	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428684	CLM	Maria Perez	2004-11-22	—	2953991135	4071 Park Pl, Tempe, AZ, 85204	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-120512	ENR	Sharon J Cooper	1951-10-06	UHC-05129-04	7606454037	7393 Sage Ct, Tempe, AZ, 85254	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-121039	ENR	Patrick Gardner	2000-08-12	UHC-61113-46	6274744053	3583 Canyon Rd, Dallas, TX, 75290	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112203	ENR	Logan Valdez	1971-09-21	UHC-80082-29	2769275136	4936 Park Pl, Los Angeles, CA, 90079	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105067	ENR	Stephen Q Scott	1943-08-22	UHC-90161-54	7923482814	8180 Hillcrest Rd, Seattle, WA, 98104	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-140394	ENR	Denny Gray	1960-02-19	UHC-06968-28	5933645495	1283 Sunset Blvd # 313, Miami, FL, 33163	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-132203	ENR	Larry I Watson	1964-11-17	UHC-48101-50	8256533324	2006 Valley View Dr, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-51873	TPA	Sue Sanchez	1984-01-12	—	—	8249 Desert Sky Blvd, Tampa, FL, 33657	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-409223	CLM	Douglas R Crawford	1943-12-25	UHC-51847-36	—	—	0.66	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+1 more
ENR-116003	ENR	Carlos Alvarez	1977-10-26	UHC-04426-82	7704001467	2067 Lake View Rd, Nashville, TN, 37278	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-420422	CLM	Victoria Campbell	1950-12-06	UHC-88823-22	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100955	ENR	Bryan V Weber	1987-10-19	UHC-91647-58	9662626528	3394 Lake View Rd, Minneapolis, MN, 55414	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114721	ENR	Christopher K Miller	1980-09-02	UHC-58051-99	8089600520	5483 Bayshore Dr, San Antonio, TX, 78210	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50460	TPA	Justin Weber	1948-06-28	—	—	9726 Palm Dr, Miami, FL, 33131	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-28772	PRV	Abigail Maldonado	2008-08-23	—	6616983529	1734 Hillcrest Rd, Tampa, FL, 33650	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-419394	CLM	Carl L Castro	1997-08-13	UHC-13801-40	—	7830 Willow Ct, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-60344	TPA	Adam Morgan	1970-12-26	—	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-118501	ENR	Michelle Coleman	1969-08-14	UHC-46833-58	2194961882	3514 Ocean Ave, Nashville, TN	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
CLM-416357	CLM	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-137345	ENR	Charllotte N Wright	1948-01-21	UHC-32543-36	5972740386	5023 Pine Dr, Columbus, OH, 43225	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411534	CLM	Mariana Alvarez	1951-04-01	UHC-81390-02	—	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27459	PRV	Michelle Miller	1948-11-23	—	8989385654	1803 Main St, Houston, TX, 77099	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55804	TPA	Charlotte Gomez	1939-09-12	—	4559728822	7981 River Rd, Sacramento, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-58827	TPA	Lisa Z Bradley	1983-04-28	—	6458501258	4817 Baseline Rd, Nashville, TN, 37263	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-54937	TPA	Lawrence Ray	1985-09-17	—	—	8789 Sunset Blvd, Miami, FL, 33159	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-123341	ENR	Debra Anderson	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
TPA-58186	TPA	Sophia Snider	1943-04-09	—	6444799872	9603 Jefferson Ave, Fresno, CA, 93747	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431930	CLM	Brenda Salazar	1989-06-02	UHC-15544-04	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-129169	ENR	Russell Black	1975-06-03	UHC-14028-95	—	1205 Baseline Rd, Minneapolis, MN, 55491	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51427	TPA	Judith Gilbert	1955-10-23	—	7376544676	7478 Market St, Austin, TX, 78715	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135975	ENR	Maark A Larson	1952-10-22	UHC-49198-72	6077574688	2813 Indian School Rd, Tempe, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-28524	PRV	Christopher Mendez	1989-01-10	—	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
CLM-431059	CLM	Jon Hunt	1991-05-28	—	2338932043	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-402329	CLM	Henry Porter	1953-10-23	UHC-33730-64	—	5566 Desert Sky Blvd, Columbus, OH, 43234	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26660	PRV	Dylan Reid	1943-12-05	UHC-30535-48	6455474498	2056 Mesa Dr, Plano, TX, 75058	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23480	PRV	Victoria Wang	1940-10-15	—	7836307201	3793 Canyon Rd, Nashville, TN, 37207	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more

6,661 rows, page 79 of 134Previous Next