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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106338	ENR	Philip Cruz	1950-04-13	UHC-16685-19	8113338351	7326 Broadway, Atlanta, GA, 30313	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
TPA-58603	TPA	Gabriel T Perkins	1945-04-18	—	—	1327 Valley View Dr, Scottsdale, AZ, 85288	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-422448	CLM	Jeerry Morrison	2001-04-26	—	5767986753	4585 Ridge Rd, Sacramento, CA, 95859	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-27775	PRV	Megan Pena	1972-03-24	—	3896438845	5555 River Rd, Nashville, TN, 37285	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-107232	ENR	Vncent Fuller	1970-02-22	UHC-51108-12	—	9805 Baseline Rd, Las Vegas, NV, 89184	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-121507	ENR	Dorothy O Collins	1941-07-13	UHC-60675-74	2279382681	976 Palm Dr, Chandler, AZ, 85217	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-418297	CLM	Linda A Obrien	1962-06-07	—	3922499740	7746 Palm Dr, Dallas, TX, 75211	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-131796	ENR	Justin R Hernandez	2006-07-28	UHC-60945-90	5376571445	9353 Willow Ct, Charlotte, NC, 28271	0.80	Phone reformatted State name converted to code Email lower-cased Plan code upper-cased
ENR-119328	ENR	Carlos McDunald	1967-01-15	—	9483984209	2060 Desert Sky Blvd, Tempe, AZ, 85203	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54676	TPA	Kathryn Porter	1976-03-17	—	—	1943 Broadway, Tucson, AZ, 85774	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-122003	ENR	Omar E Thompson	1960-06-03	UHC-24165-49	4862228757	2925 Bayshore Dr, Chandler, AZ, 85290	0.80	City re-cased State name converted to code Email lower-cased Whitespace trimmed
CLM-408804	CLM	Mery Moreno	1992-12-28	—	9167791678	2055 Cedar Ln, Phoenix, AZ, 85050	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421764	CLM	Laura Bennett	1963-02-07	—	—	3622 Desert Sky Blvd, Dallas, TX, 75238	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112501	ENR	Adam Cunningham	1993-04-11	UHC-92181-19	2124010773	7672 Sunset Blvd, Tampa, FL, 33638	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
TPA-50513	TPA	Judy Ford	1982-07-24	—	9522956028	3524 Market St, Tucson, AZ, 85793	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-131313	ENR	Marcus I Myers	1949-12-23	UHC-16071-16	4597453607	2919 Harbor Blvd, Scottsdale, AZ, 85218	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
TPA-56465	TPA	Christine Adams	1968-07-14	—	8438736817	1600 Maple Ave, Las Vegas, NV, 89178	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-58248	TPA	Gary Brown	1950-01-24	UHC-63458-01	—	5247 Jefferson Ave, Tucson, AZ, 85789	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-63817	TPA	Jlie Palmer	1948-07-04	—	—	2721 Palm Dr, Chandler, AZ, 85293	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-59473	TPA	Nathan Martinez	1944-04-01	—	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-422184	CLM	Bruce Graham	1960-05-19	UHC-36934-07	—	4108 Highland Ave, Houston, TX, 77019	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405602	CLM	Raymond Gardner	1948-01-19	UHC-31863-51	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-110952	ENR	Alyce Mejia	1971-03-07	UHC-85205-05	2619044980	3801 Canyon Rd, Columbus, OH, 43252	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-423450	CLM	Lauren Sandoval	1955-08-17	UHC-88391-59	3288316191	3650 Willow Ct, Tucson, AZ, 85701	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427438	CLM	Julie Garrett	1940-06-04	—	—	5021 Pine Dr, San Antonio, TX, 78221	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-119905	ENR	Timothy Brooks	1978-03-15	UHC-96249-54	6567818224	9727 Maple Ave, Tempe, AZ, 85257	0.80	Date of birth reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-124311	ENR	Brittany Z Rios	1946-01-13	UHC-10619-92	—	5474 Hillcrest Rd, Dallas, TX, 75229	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413451	CLM	Samantha Obrien	1965-02-22	—	—	6785 Oak St, Seattle, WA, 98136	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-103697	ENR	Wayne S McDonald	1994-06-22	UHC-83978-28	5844825714	7309 Baseline Rd, Eden Prairie, MN, 55300	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-403677	CLM	Raymond Delgado	1966-11-06	—	—	961 Cedar Ln, San Antonio, TX, 78231	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26814	PRV	Philip Fox	1993-12-25	—	8124455250	9588 Highland Ave, Tucson, AZ, 85711	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-111730	ENR	Willie Q Grahem	2001-04-23	UHC-19939-09	4168641075	7899 Willow Ct, Minneapolis, MN, 55468	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-119029	ENR	Debra V Cooper	1979-01-02	UHC-16892-64	7013666961	6428 Valley View Dr, Austin, TX, 78764	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-136212	ENR	Robert Z Bryant	2007-01-01	UHC-52468-82	5793627603	9445 Harbor Blvd, Plano, TX, 75074	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-135947	ENR	Mariana N Rios	1939-03-01	UHC-50725-95	4766492981	8891 Pine Dr, Tampa, FL, 33624	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-121205	ENR	Carl E Schmidt	1963-05-09	UHC-97348-98	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-418534	CLM	Kimberly Pierce	1978-12-17	UHC-02314-68	—	8849 Valley View Dr, Columbus, OH, 43253	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-64093	TPA	Patrick Jenkins	1987-04-22	—	—	975 Valley View Dr, Jacksonville, FL, 32234	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-100662	ENR	Jack Parker	1973-10-15	UHC-24946-49	3235477955	2958 Harbor Blvd, Denver, CO, 80215	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-108511	ENR	Zachary Q Vega	1949-05-07	—	—	9888 Park Pl, Sacramento, CA, 95847	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-400095	CLM	Cooper Justin	1981-03-12	—	—	2254 Sunset Blvd, Gilbert, AZ, 85212	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-100953	ENR	Jacob Obrien	1953-12-07	UHC-35819-35	8974392985	6666 Mountain View Dr, Dallas, TX, 75200	0.80	Name re-cased Phone reformatted State name converted to code Email lower-cased
PRV-22248	PRV	Joe Turner	1997-09-21	—	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-100657	ENR	Wei R Wang	1991-03-02	UHC-96690-22	5649451243	2845 Lincoln Way, Phoenix, AZ, 85073	0.80	Phone reformatted State name converted to code Plan code upper-cased Placeholder values cleared
ENR-104122	ENR	Yuki A Herrera	2004-09-05	UHC-21353-27	2209178255	1268 Palm Dr, Minneapolis, MN, 55469	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-141805	ENR	Julie Evans	1978-10-16	UHC-51135-08	—	847 Sage Ct, Tucson, AZ, 85791	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58719	TPA	Roger Ferguson	1960-04-12	UHC-15165-36	—	4199 Church St, Glendale, AZ, 85349	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422548	CLM	Aisha H Peterson	1964-06-27	—	4768121746	722 Church St, Houston, TX, 77035	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
ENR-111655	ENR	Zachary Murray	1993-03-26	UHC-37659-03	—	3142 Mesa Dr, Mesa, AZ, 85286	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-420933	CLM	Jessica Romero	1959-11-02	UHC-07054-03	—	2273 Lincoln Way, Nashville, TN, 37264	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared

9,084 rows, page 166 of 182Previous Next