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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107570	ENR	Sean Phillips	1976-12-12	UHC-19316-80	—	2972 Cedar Ln, Eden Prairie, MN, 55340	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423393	CLM	Eric G Bowman	1972-09-14	UHC-39720-70	2386125890	6475 Pine Dr, Orlando, FL, 32845	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426901	CLM	Angela Morgan	1974-12-15	UHC-21095-73	—	6432 Cedar Ln, Orlando, FL, 32843	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-114620	ENR	Randy Howell	1948-03-18	UHC-25970-10	—	9138 Maple Ave, Tempe, AZ, 85264	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-27781	PRV	George K Dominguez	1961-11-27	UHC-82930-52	2814436322	684 Highland Ave, Scottsdale, AZ, 85265	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424782	CLM	Carolyn Z Price	1983-07-27	UHC-44884-39	4767298151	524 Broadway, Nashville, TN	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-419276	CLM	Alice Rojas	1959-09-24	—	7736275600	7541 Meadow Ln, Fresno, CA, 93736	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414396	CLM	Santiago Miller	1969-04-28	—	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57902	TPA	Valentina Hayes	1952-04-28	—	—	6380 Washington St, Scottsdale, AZ, 85229	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416095	CLM	Sandra Mason	1954-04-28	—	3903756414	862 Maple Ave, Mesa, AZ, 85255	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140788	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-140787	ENR	Peter H Banks	1991-12-21	—	5422779550	7123 Ridge Rd # 128, Orlando, FL, 32892	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-132721	ENR	Raymond G Moore	1955-11-21	UHC-60130-99	2259141464	5321 Forest Ave, Jacksonville, FL, 32254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432028	CLM	Camila I Jensen	1988-03-15	UHC-92035-13	9844032725	1928 Canyon Rd, Eden Prairie, MN, 55338	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142220	ENR	Frank N Gonzalez	1939-03-19	UHC-31190-15	3914249461	9280 Highland Ave, Chandler, AZ, 85217	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21993	PRV	Alexis Fernandez	1944-09-25	—	8329421719	4367 Valley View Dr, Scottsdale, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401886	CLM	Brandon M Fox	2005-04-28	—	6766099405	267 Camelback Rd, Plano, TX, 75032	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100132	ENR	Jacqueline L Larson	1939-10-06	UHC-61655-04	6474430681	7816 Palm Dr, Chandler, AZ, 85231	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-58687	TPA	Isabella Li	1948-04-28	—	9009209380	802 Ocean Ave, Charlotte, NC, 28270	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
TPA-61367	TPA	Sara Webar	—	—	6756163224	4638 Lincoln Way, San Antonio, TX, 78206	0.76	Name re-cased Date of birth unreadable Phone reformatted State code upper-cased+2 more
CLM-422358	CLM	Bruce Bradley	2002-03-26	UHC-60709-46	2014560359	2156 Ocean Ave, San Diego, CA, 92153	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104721	ENR	Diana X Ortega	1978-08-19	UHC-22553-31	4692665241	9025 Palm Dr, Chandler, AZ, 85246	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421455	CLM	Bruce Jenesn	1965-06-05	—	—	9140 Oak St, San Diego, CA, 92120	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-421454	CLM	Bruce Jenesn	1965-06-05	—	—	9140 Oak St, San Diego, CA, 92120	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-426211	CLM	Relph Murphy	2001-05-06	UHC-70362-84	—	5314 Palm Dr, Seattle, WA, 98110	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27674	PRV	Sarah Li	1946-03-24	—	7365121624	4849 Mesa Dr, Chandler, AZ, 85232	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-127010	ENR	Luis Patterson	1974-11-01	UHC-74727-19	5314841352	5011 Indian School Rd, Columbus, OH, 43209	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423604	CLM	Wei Kelley	2004-02-10	UHC-12042-09	7053449461	7137 Lake View Rd, Denver, CO, 80201	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105760	ENR	Teresa N George	1971-06-02	UHC-44926-85	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430854	CLM	Russell Brooks	1971-11-18	UHC-32148-92	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-131812	ENR	Tony I Carter	1967-05-05	UHC-26245-20	9109893969	8844 Harbor Blvd, Minneapolis, MN, 55483	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-115219	ENR	Timothy Parrk	1996-02-21	UHC-02264-61	9112057316	2407 Palm Dr, Atlanta, GA, 30371	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408761	CLM	Jack J Mitchell	1965-09-25	UHC-61988-50	—	9206 Church St, Los Angeles, CA, 90056	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-401232	CLM	Matthews Shirley	1944-06-25	—	—	1366 Sage Ct, Las Vegas, NV, 89133	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26190	PRV	Donna Woods	1993-02-11	—	3496141350	4147 Cedar Ln, Miami, FL, 33143	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111941	ENR	Aaron J Bell	1940-03-15	UHC-97382-48	5158857553	6456 Baseline Rd, Houston, TX, 77085	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50040	TPA	Sean Jordan	1974-11-07	—	—	1511 Elm St, Houston, TX, 77092	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407874	CLM	Amber Smith	1988-08-06	UHC-70500-58	3348595388	5727 Market St, Las Vegas, NV, 89193	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429456	CLM	Jose Yang	1996-12-24	—	—	6764 Ridge Rd, Tampa, FL, 33657	0.76	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+2 more
ENR-130175	ENR	Dennis G Ward	1966-04-11	UHC-92140-80	8389399489	9793 Harbor Blvd, Plano, TX, 75067	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101467	ENR	Diana X Dean	2003-02-25	UHC-91989-12	7933379623	9896 Sage Ct, Dallas, TX, 75271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123569	ENR	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-116321	ENR	Sofia Y Carroll	2007-12-13	UHC-74204-21	6207651079	579 Forest Ave, Scottsdale, AZ, 85219	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23655	PRV	Kathy Q Wright	1949-05-25	UHC-81490-13	2852379084	4168 Oak St, Fresno, CA, 93768	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105624	ENR	Ronald Aguilar	1939-06-12	—	2056870300	4880 Maple Ave # 994, Gilbert, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
PRV-23098	PRV	Keith Olson	2006-03-05	—	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24686	PRV	Sara Little	1981-10-12	—	7209361742	5850 Jefferson Ave, Plano, TX, 75086	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-114878	ENR	Nicholas Bradley	2001-07-09	UHC-19450-99	9893788116	3447 Ridge Rd, Phoenix, AZ, 85001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127395	ENR	Hannah H Myesr	1968-05-12	UHC-17225-75	8728324232	623 Hillcrest Rd, Phoenix, AZ, 85063	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59008	TPA	Betty F Wallace	1955-10-16	UHC-43761-16	4558392726	7130 Union St, Los Angeles, CA, 90013	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more

4,010 rows, page 42 of 81Previous Next