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

Provider network, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20375	PRV	Pamela Diaz	1967-12-02	UHC-10177-33	6686950098	9808 Elm St, Atlanta, GA, 30358	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-27594	PRV	Gary Kelly	1970-12-25	—	—	9565 Valley View Dr, San Antonio, TX, 78237	0.82	City re-cased Gender normalised Placeholder values cleared
PRV-27899	PRV	Eugene Crawford	1954-05-05	UHC-66706-90	—	4182 Highland Ave, Nashville, TN, 37248	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-25637	PRV	Lauren L Washington	1965-10-28	UHC-74755-05	8856518679	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29265	PRV	Catherine I Sanchez	1993-07-05	UHC-57995-64	7342286549	3195 Valley View Dr, Charlotte, NC, 28257	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-25878	PRV	Diane Reid	1954-02-03	—	4824190082	2365 Sage Ct, Houston, TX, 77045	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-24262	PRV	Patricia Wang	1950-08-14	UHC-99901-23	9345370419	4280 Lincoln Way, Austin, TX, 78748	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
PRV-25578	PRV	Billy Austin	1992-05-22	—	—	29 Lincoln Way, Fresno, CA, 93774	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-24054	PRV	Kim Z Jones	1968-08-16	—	—	6153 Central Ave, Columbus, OH, 43271	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-26352	PRV	Marcus Nichols	2005-03-17	—	3672142096	7137 Sunset Blvd, Eden Prairie, MN, 55334	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-28932	PRV	Lori Espinoza	1971-10-10	UHC-27604-26	3344635852	7801 Lincoln Way, Mesa, AZ, 85227	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-24081	PRV	Shirley Stewart	1917-07-06	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23126	PRV	Steven Green	2007-05-26	—	9166339086	17 Oak St, Plano, TX, 75011	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-21809	PRV	Luis I Murphy	1965-07-18	UHC-24205-01	9488942399	2011 Grand Ave, Jacksonville, FL, 32261	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24058	PRV	Julia Hollmes	1974-12-28	—	6967289662	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-23157	PRV	Sara Lucas	1982-04-18	—	—	6230 Union St, Scottsdale, AZ, 85250	0.82	Name re-cased Gender normalised Placeholder values cleared
PRV-22634	PRV	Kathryn Bailey	1952-03-04	—	—	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-29549	PRV	Amber G Griffin	1939-12-09	UHC-63625-50	—	6088 Desert Sky Blvd, San Diego, CA, 92193	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
PRV-24812	PRV	Timothy B Freeman	1992-07-09	UHC-34025-60	9316966389	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-29345	PRV	Michael Garrett	2003-11-10	UHC-15377-59	—	2144 Apache Blvd, Scottsdale, AZ, 85248	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28309	PRV	Michelle Harirson	2000-04-28	UHC-04552-01	7899307291	2767 Indian School Rd, Jacksonville, FL, 32204	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25354	PRV	Karen Hawkins	1994-05-18	UHC-25363-23	—	2740 Meadow Ln, Plano, TX, 75044	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20279	PRV	Ethan Hudson	1939-04-27	—	—	7173 Baseline Rd, Houston, TX, 77029	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
PRV-24273	PRV	Olivia Espinoza	1945-12-04	—	2054054111	1329 Meadow Ln, San Diego, CA, 92101	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-22638	PRV	Theresa T Morrison	1942-12-17	UHC-09600-88	4987511810	9222 Baseline Rd, Las Vegas, NV, 89165	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27789	PRV	Joan Brooks	1964-05-03	UHC-26997-72	6432077408	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
PRV-24401	PRV	Wei N Foster	1994-11-03	—	6534728447	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23152	PRV	Laura W Johnsoon	1981-01-03	—	—	184 Meadow Ln, San Antonio, TX, 78203	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25387	PRV	Rahel Maldonado	1992-09-16	—	9326109587	7516 Meadow Ln, Scottsdale, AZ, 85254	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-25312	PRV	Fatima K Grant	1940-04-28	UHC-54519-79	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23175	PRV	Gabriel Ferguson	1942-03-27	—	3412818924	2571 Spring St, Mesa, AZ, 85225	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-20030	PRV	Denise E Elliott	1948-09-26	UHC-47105-88	4197073922	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
PRV-25792	PRV	Maria M Banks	1962-11-18	UHC-03666-24	3439996331	—	0.82	Phone reformatted Gender normalised Placeholder values cleared
PRV-21394	PRV	Joe Anderson	1948-09-01	UHC-12753-63	9243463238	2779 Baseline Rd, Houston, TX, 77064	0.84	Gender normalised Whitespace trimmed
PRV-23466	PRV	Mariana G Riley	1959-06-25	UHC-27492-53	2787018958	5620 Valley View Dr, Gilbert, AZ, 85263	0.84	Date of birth reformatted Gender normalised
PRV-28025	PRV	Helen Chen	1941-09-22	—	7802985905	—	0.84	Gender normalised Placeholder values cleared
PRV-23028	PRV	Amber Salazar	1962-12-17	—	3498815048	1069 Sunset Blvd, Las Vegas, NV, 89103	0.84	Gender normalised Placeholder values cleared
PRV-25394	PRV	Ronald Price	1983-08-01	UHC-60219-54	2872778067	—	0.84	Gender normalised Placeholder values cleared
PRV-27792	PRV	Joan Morales	1945-05-09	—	3524229122	2787 Union St, Jacksonville, FL, 32218	0.84	Gender normalised Placeholder values cleared
PRV-28597	PRV	Randy Torres	1994-12-12	UHC-32787-64	—	—	0.84	Gender normalised Placeholder values cleared
PRV-24884	PRV	Ruth Mills	1958-02-08	UHC-76487-98	7223504715	6603 Elm St, Nashville, TN, 37205	0.84	Gender normalised Placeholder values cleared
PRV-24158	PRV	Wei Moore	1956-10-25	—	—	—	0.84	Gender normalised Placeholder values cleared
PRV-28503	PRV	Hiroshi O Howell	1963-09-13	—	6724067669	—	0.84	Gender normalised Placeholder values cleared
PRV-28824	PRV	Zachary Harvey	1981-02-22	UHC-43673-22	9485635188	—	0.84	Gender normalised Placeholder values cleared
PRV-29120	PRV	Alexis Elliott	1965-02-04	UHC-73306-15	—	9576 Cedar Ln, Atlanta, GA, 30344	0.84	Gender normalised Placeholder values cleared
PRV-27754	PRV	Martha U Richardson	2002-07-26	—	—	3299 Ocean Ave, Glendale, AZ, 85360	0.84	Gender normalised Placeholder values cleared
PRV-27732	PRV	Olivia Chapman	1956-02-05	UHC-95278-33	5139680812	8780 Broadway, Orlando, FL, 32881	0.84	Phone reformatted Gender normalised
PRV-26600	PRV	Martha Dixon	1980-12-27	—	7392825747	6794 Park Pl, Atlanta, GA, 30377	0.84	Gender normalised Placeholder values cleared
PRV-27772	PRV	Raymond D West	1959-12-27	—	—	451 Union St, Columbus, OH, 43207	0.84	Gender normalised Placeholder values cleared
PRV-28243	PRV	Lauren Dunn	1950-02-24	UHC-63768-04	—	5143 Meadow Ln, Las Vegas, NV, 89119	0.84	Gender normalised Placeholder values cleared

1,602 rows, page 32 of 33Previous Next