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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430687	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	2289194915	6511 Sage Ct, Houston, TX, 77018	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+2 more
CLM-405247	CLM	Kaith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405246	CLM	Kaith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427053	CLM	Bryaan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132137	ENR	Lauren F Burke	1998-04-05	UHC-93455-36	6428985531	2157 Park Pl, Miami, FL, 33132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118899	ENR	Raymond Padilla	1959-11-23	UHC-86271-68	8492927414	6845 Maple Ave, Minneapolis, MN, 55439	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127279	ENR	Samuel Graham	1991-02-11	UHC-55464-64	3754639068	7581 River Rd, Sacramento, CA, 95861	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131822	ENR	Josehp L Salazar	1962-06-11	UHC-42198-11	6534859138	7886 Forest Ave, Seattle, WA, 98185	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23887	PRV	Ana Mills	1998-06-13	—	7822849623	7015 Union St, Las Vegas, NV, 89176	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412593	CLM	Jordan Weeler	1976-05-20	—	3746747342	7792 Sage Ct, Dallas, TX, 75247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124673	ENR	Anthony T Taylor	2004-02-11	UHC-75125-22	4845118648	1177 Sage Ct, San Antonio, TX, 78208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137231	ENR	Patrick Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC, 28298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-410220	CLM	David Y Yang	2008-01-27	UHC-06564-81	—	7936 Park Pl, Atlanta, GA, 30313	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52479	TPA	Helen Hasen	1959-09-19	UHC-38525-44	6343361127	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-404325	CLM	Brenda Kelley	1939-09-06	UHC-29633-02	2376015830	1801 Park Pl, Dallas, TX, 75207	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111454	ENR	Aisha A Allen	1979-02-22	UHC-59734-47	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25927	PRV	Bobby Murpyh	1992-04-03	—	3969693979	4556 Ridge Rd, Houston, TX, 77089	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26564	PRV	Hiroshi Schultz	1978-07-23	—	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137715	ENR	Priya L Phillips	1984-06-03	UHC-39705-39	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-131818	ENR	Janet B Anderson	2002-10-24	UHC-16486-01	3942399667	3028 Willow Ct, San Antonio, TX, 78204	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
TPA-62210	TPA	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21700	PRV	Scott Murphy	1972-02-20	UHC-06778-81	9566586171	6185 Church St, Tampa, FL, 33694	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427020	CLM	Kelly Luna	1968-06-03	UHC-78201-10	5192734701	6508 Central Ave, Austin, TX, 78719	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50270	TPA	Abigail Hayes	2004-06-12	—	8296646716	4247 Hillcrest Rd, Austin, TX, 78792	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119237	ENR	Sean N Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX, 75205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-142478	ENR	Jerry G Wang	1946-09-10	UHC-14036-84	6204099402	9799 Park Pl, Mesa, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130311	ENR	Nathan Stewart	1977-07-16	UHC-94689-46	9265211957	8006 Cedar Ln, Phoenix, AZ, 85074	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421550	CLM	Frances Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432768	CLM	Margaret Hall	2004-11-13	—	6145442274	548 Canyon Rd, Gilbert, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26154	PRV	Denny M Hansen	1940-05-06	—	6584496728	4410 River Rd, Tampa, FL, 33667	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417282	CLM	Mateo I James	2008-01-13	UHC-62158-56	6355004806	4536 Canyon Rd, Orlando, FL, 32863	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20951	PRV	Evelyn A Montgomery	1980-09-25	UHC-11441-18	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123305	ENR	Vincent Jacobs	1999-09-07	UHC-69484-81	2264674918	4581 Ocean Ave, Nashville, TN, 37229	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423696	CLM	Ronald West	2007-07-24	UHC-21226-69	3499013255	1699 Union St, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401725	CLM	Emma Patel	1988-09-21	UHC-14814-27	—	3616 Indian School Rd, Phoenix, AZ	0.64	Name split from “Last, First”City re-cased State code upper-cased ZIP missing+2 more
PRV-21366	PRV	Karen Walker	1965-08-19	UHC-57736-99	4455396447	8920 Grand Ave, Denver, CO, 80288	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411786	CLM	Ethan Kennedy	2000-09-12	UHC-94235-35	—	2663 Hillcrest Rd, Mesa, AZ, 85297	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130864	ENR	Joyce C Daniels	1999-03-12	UHC-17507-69	8207156604	6364 Broadway, Seattle, WA	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-103202	ENR	Danielle B Bishop	1974-09-14	UHC-38178-59	9193449787	5050 Desert Sky Blvd, Houston, TX, 77067	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50908	TPA	Danielle U Porter	1946-08-16	UHC-05123-51	6659659857	4668 Apache Blvd, Las Vegas, NV, 89173	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403712	CLM	Joshua Rse	1976-07-10	UHC-06457-96	—	6255 Meadow Ln, Los Angeles, CA, 90054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422034	CLM	Angela Cox	1944-04-26	UHC-63260-82	—	1497 Elm St, Plano, TX, 75014	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-404069	CLM	Abigail Hnut	1979-11-28	UHC-64284-36	—	8501 Park Pl, Houston, TX, 77002	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21365	PRV	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104078	ENR	Yuki Morrison	1972-06-13	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402551	CLM	Russell Walker	1990-03-18	UHC-74532-97	4372865571	3949 Main St, Orlando, FL, 32835	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60738	TPA	Jordan D Cooper	1948-02-07	—	—	1981 Mountain View Dr, Columbus, OH, 43235	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125337	ENR	Debra B Lewis	2002-01-25	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-60611	TPA	Wei Austin	1994-08-27	—	6158603465	1250 River Rd, Orlando, FL, 32814	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112816	ENR	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more

9,980 rows, page 86 of 200Previous Next