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
CLM-428627	CLM	Diana B Mills	1972-11-19	UHC-74388-14	8517641826	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-116238	ENR	Samuel U Ford	1960-11-10	UHC-70147-78	7803006762	6444 Washington St, Sacramento, CA, 95820	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-404653	CLM	Hannah Wood	1982-10-02	—	3356137914	8882 Harbor Blvd, Houston, TX, 77005	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-117571	ENR	Alexsi P Rodriguez	1984-05-12	UHC-34207-12	6487817696	4731 Broadway, Austin, TX, 78796	0.78	Two-digit birth year Phone reformatted Address re-cased Whitespace trimmed+1 more
TPA-62109	TPA	Wiliam Colemen	1969-02-20	—	—	8040 Baseline Rd, Houston, TX, 77056	0.78	Two-digit birth year State code upper-cased Email lower-cased Whitespace trimmed+1 more
CLM-414571	CLM	Luis Munoz	1997-01-25	UHC-45111-01	5657238308	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-419815	CLM	Richard Elliutt	1965-03-28	UHC-99835-59	—	5139 Ridge Rd, Dallas, TX, 75223	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-25921	PRV	Emma X Meyer	1950-04-22	UHC-01738-01	6689947215	4057 Main St, Tampa, FL, 33669	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-412168	CLM	Elizabeth D Young	1979-01-13	UHC-34103-14	8986447921	6703 Sage Ct, Miami, FL, 33133	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-23529	PRV	Denise Estrada	1979-12-20	—	—	9543 Highland Ave, Columbus, OH, 43252	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-428444	CLM	Michael Holmes	1999-05-15	UHC-66752-04	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-102245	ENR	Brittany R Le	1975-06-11	UHC-90174-59	5239397428	2015 Camelback Rd, Scottsdale, AZ, 85231	0.78	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-104432	ENR	Keith A Lawrence	1973-01-22	UHC-56811-34	3404705848	7530 Maple Ave, Denver, CO, 80247	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-126243	ENR	Hannah H Park	1962-09-20	UHC-14529-43	3393235352	8629 Mesa Dr, Tampa, FL, 33615	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-133553	ENR	Daniel Hiks	1971-08-13	UHC-75322-35	2029983182	9785 Central Ave, Charlotte, NC, 28220	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-25039	PRV	Dan Jimenez	1959-01-18	UHC-38087-84	2503385724	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-51611	TPA	Michael Fields	1967-07-20	—	8716336458	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-124493	ENR	Jack N Santiago	1958-10-20	UHC-32263-16	9329606619	4038 Sage Ct, Minneapolis, MN, 55489	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
TPA-50048	TPA	Wayne Vazquez	1982-02-20	—	4867805798	149 Lincoln Way, San Diego, CA, 92154	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-112242	ENR	Isabella K Carr	1944-10-15	UHC-90357-27	9414001802	9474 Church St, Scottsdale, AZ, 85289	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-23427	PRV	Donald O Lynch	1999-02-27	—	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-429394	CLM	Alexis Prce	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-423330	CLM	Carolyn Day	1942-07-25	UHC-23740-64	5915403919	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-136721	ENR	Sarah Pena	1977-09-08	UHC-07755-17	8734242794	5705 Broadway, Jacksonville, FL, 32214	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-136722	ENR	Sarah Pena	1977-09-08	UHC-07755-17	8734242794	5705 Broadway, Jacksonville, FL, 32214	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-407662	CLM	Shirley Dean	1993-10-19	UHC-15898-83	7766433523	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-105706	ENR	Madison M Simmons	1964-01-08	UHC-06401-73	6116740896	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-124297	ENR	Kyle U Gray	1998-02-04	UHC-48658-50	8669573916	2344 Cedar Ln, Houston, TX, 77009	0.78	Two-digit birth year Phone reformatted Email lower-cased Plan code upper-cased+1 more
PRV-24203	PRV	Henry Jeknins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
PRV-20679	PRV	Bruce Fisher	1991-10-14	UHC-07467-66	9866068988	1939 Pine Dr, Charlotte, NC, 28268	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-24488	PRV	Robert Knight	1974-11-08	UHC-63802-23	7698021759	7235 Spring St, Minneapolis, MN, 55483	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-25138	PRV	Anna Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-27246	PRV	Charles P Griffin	2003-10-08	UHC-79368-12	3085847986	6431 Oak St, Eden Prairie, MN, 55384	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-417063	CLM	Jordan Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-420996	CLM	Ruth D Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-100448	ENR	Jacqueline X Martinez	1947-02-17	UHC-46656-21	9865096080	4224 Central Ave, Phoenix, AZ, 85047	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-132064	ENR	Cynthia Washington	1945-04-24	UHC-73781-55	3583523389	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-27726	PRV	Wei James	1987-05-16	UHC-53568-22	8928080751	7550 Sage Ct, Orlando, FL, 32822	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-136154	ENR	Macr N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL, 33653	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-120497	ENR	Sophia N Austin	2000-01-04	UHC-39676-46	8263578275	6186 Willow Ct, Plano, TX, 75068	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
TPA-59047	TPA	Benjamin Weaver	1996-08-10	—	9635796913	3047 Willow Ct, Columbus, OH, 43204	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25827	PRV	Nicole Woods	1980-02-02	UHC-75934-69	8952114696	6428 Mesa Dr, Chandler, AZ, 85222	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
PRV-21917	PRV	Alan Montgomery	1979-04-12	—	—	8755 Jefferson Ave, Columbus, OH, 43287	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-27259	PRV	Danielle Grahaam	1985-10-18	UHC-01900-59	3775011977	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-411397	CLM	Jacob Kelly	1990-05-14	UHC-64102-34	—	9005 Hillcrest Rd, Austin, TX, 78705	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
PRV-26537	PRV	Russell P Nunez	1987-06-15	—	2273469995	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-126507	ENR	Diego W Robinson	1964-02-18	UHC-83043-87	6107342887	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-25594	PRV	Mei McDonald	1939-01-28	UHC-20880-78	4816081080	7772 Lincoln Way, Houston, TX, 77077	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-58428	TPA	Megan Ortega	1972-09-09	UHC-29695-46	2283978085	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-427005	CLM	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more

6,661 rows, page 104 of 134Previous Next