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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139722	ENR	Gabriel I Price	1985-07-23	UHC-70241-02	5046017098	3420 Elm St, Las Vegas, NV	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP missing+1 more
CLM-414005	CLM	Donna Ortega	1970-05-14	UHC-71161-86	—	7419 Church St, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-401844	CLM	Madisno Wood	1998-01-25	UHC-82152-40	9047880823	7666 Sunset Blvd, Minneapolis, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124468	ENR	Catherine H Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-24343	PRV	John Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-123732	ENR	Valentina Martinez	2003-01-05	UHC-82598-56	9819103430	8936 Palm Dr, Miami, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-412579	CLM	Shirley Sanchez	1948-12-12	—	—	5839 Apache Blvd, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-100311	ENR	Jassica Armstrong	1962-09-14	UHC-07333-60	6735478980	1123 Bayshore Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106439	ENR	Heather G Welch	1982-03-20	UHC-90892-78	2334356652	7816 Main St # 550, San Diego, CA	0.66	Unit split from street City re-cased ZIP missing Email lower-cased+1 more
ENR-119871	ENR	Douglas A Lawrence	1961-12-18	UHC-50395-41	7222673098	2159 Mountain View Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63730	TPA	Sharon Lewis	1982-06-20	—	—	7383 Central Ave, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109266	ENR	Linda Hicks	2003-06-19	UHC-16514-54	7715267948	701 Central Ave, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420196	CLM	Sharon Woods	2002-07-05	UHC-33271-36	—	6811 Lake View Rd, Plano, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-132704	ENR	Joyce B James	1977-07-06	UHC-51158-02	3033980813	6288 Lake View Rd, Tampa, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-53276	TPA	Thersea Little	1957-10-27	—	2475402381	3599 Meadow Ln, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-107488	ENR	Santiago A Mendoza	1939-10-25	UHC-87845-70	—	4106 Central Ave Apt 14, San Diego, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Email lower-cased+1 more
TPA-63375	TPA	Natalie Z Silva	1982-06-24	—	—	6923 Bayshore Dr, Eden Prairie, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130261	ENR	Ryan P Silva	2006-05-12	UHC-55882-37	6147625750	676 Willow Ct, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61347	TPA	Emily Knight	1985-04-13	—	—	7278 Harbor Blvd, Jacksonville, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-141124	ENR	Jack N Jordan	1968-12-26	UHC-46514-85	—	7965 Washington St, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-122948	ENR	Larson Shirley	2002-03-01	UHC-40728-43	3777893684	3209 Washington St, Columbus, OH	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135986	ENR	Madison Castro	1947-09-03	UHC-09358-13	7763270107	5733 Ocean Ave, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62686	TPA	Lori Franklin	1982-04-15	—	—	3386 Washington St, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55505	TPA	Lauren Holmes	1992-02-16	—	2107885949	8144 Camelback Rd, Austin, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-132589	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+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
ENR-117663	ENR	Joseph C Tran	1948-01-21	UHC-70624-20	7583588954	5524 Oak St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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
TPA-55501	TPA	Denny Dunn	1984-02-25	—	—	4708 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28687	PRV	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
TPA-61087	TPA	Christopher Payne	1996-03-28	—	—	5133 Canyon Rd, Houston, TX	0.66	Name re-cased City re-cased State name converted to code ZIP missing+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
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-60885	TPA	Joyce Sanchez	1966-10-24	UHC-16910-09	5079071539	2620 Market St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-26635	PRV	Sean Gardner	1964-07-20	—	7313075480	9447 Lake View Rd, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-102647	ENR	Aaron I Welch	1960-01-19	UHC-90955-29	6155092153	2218 Harbor Blvd, Tempe, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103815	ENR	Chistine Weaver	1986-04-05	UHC-97085-20	2374526083	9496 Lincoln Way, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-130529	ENR	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH	0.66	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-139916	ENR	Sareh U Clark	1968-08-03	UHC-90160-58	—	5050 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-135403	ENR	Timothy Q Cox	1989-02-22	UHC-59840-23	8706501739	5526 River Rd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405161	CLM	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406691	CLM	Sofia Greene	1976-05-20	UHC-16642-19	6736953071	6125 Apache Blvd, Denver, CO	0.66	Member ID reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-127412	ENR	Joan R Meyer	1967-01-24	UHC-84985-16	7383295970	4967 Hillcrest Rd, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
CLM-422169	CLM	Sandra Alexander	1950-04-13	UHC-52523-43	7763019396	8420 Forest Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20890	PRV	Christian T Rivera	2000-04-11	UHC-95771-57	5122835725	2617 Sage Ct, Seattle, WA	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-424661	CLM	Henry Jackson	1964-04-28	—	—	6329 River Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-102416	ENR	Catherine J Bishop	1967-10-17	UHC-74567-41	2628916417	513 Ocean Ave, Tempe, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22444	PRV	Isabella Williams	2005-12-04	—	6505415742	1402 Maple Ave, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403679	CLM	Frank Williamson	1938-10-13	—	3087428282	5825 Forest Ave, Los Angeles, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more

7,146 rows, page 98 of 143Previous Next