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
PRV-25596	PRV	Jemes Martin	1966-02-17	—	—	5807 Lincoln Way, Tampa, FL, 33651	0.84	Name split from “Last, First”Placeholder values cleared
CLM-407113	CLM	Katherine Hernandez	1940-11-01	—	9479167005	—	0.84	Name split from “Last, First”Placeholder values cleared
PRV-29387	PRV	Jesse Coleman	1983-02-04	—	3459386945	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-137299	ENR	Roger R Fernandez	1950-07-03	UHC-87047-92	8934818059	3486 Broadway, Dallas, TX, 75214	0.84	Name split from “Last, First”City re-cased
TPA-57814	TPA	Jason Schultz	1989-11-12	—	6877064246	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-52717	TPA	Hiroshi Murphy	1978-01-07	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-431828	CLM	Valentina Simpson	1978-02-15	UHC-84824-46	2424776764	—	0.84	Name split from “Last, First”Whitespace trimmed
ENR-103691	ENR	Kimberly O Pena	1982-05-28	UHC-27784-32	9612391659	2968 Sage Ct, Las Vegas, NV, 89108	0.84	Name split from “Last, First”Date of birth reformatted
TPA-60647	TPA	Edward H Tucker	1966-10-13	—	—	5509 Lake View Rd, Fresno, CA, 93708	0.84	Name split from “Last, First”Placeholder values cleared
CLM-422633	CLM	Heather Hudson	1938-03-05	UHC-13473-34	9293965350	359 Jefferson Ave, Fresno, CA, 93771	0.84	Name split from “Last, First”Whitespace trimmed
CLM-405856	CLM	Dylan Gibson	1946-04-15	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-428597	CLM	Donald Gomez	1938-04-07	UHC-17486-80	—	6300 Ocean Ave, Plano, TX, 75011	0.84	Name split from “Last, First”Placeholder values cleared
CLM-423540	CLM	Matthew Roberts	1981-08-12	UHC-34127-65	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-129936	ENR	Douglas S Matthews	1976-06-02	UHC-71180-40	—	1722 Canyon Rd, Tampa, FL, 33601	0.84	Name split from “Last, First”Placeholder values cleared
CLM-416479	CLM	Jen Lynch	1996-12-23	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-416480	CLM	Jen Lynch	1996-12-23	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
PRV-23394	PRV	Carl Watson	1947-06-09	UHC-46114-22	6356141072	4297 Palm Dr, Miami, FL, 33100	0.84	Name split from “Last, First”Placeholder values cleared
ENR-120058	ENR	Priya Nunez	1963-04-10	UHC-86485-54	8555178828	5759 Indian School Rd, Scottsdale, AZ, 85246	0.84	Name split from “Last, First”Phone reformatted
ENR-138801	ENR	Lauren Pierce	1975-02-04	UHC-58226-07	4477615739	2672 Hillcrest Rd, Columbus, OH, 43211	0.84	Name split from “Last, First”Whitespace trimmed
ENR-110675	ENR	Santiago N Carter	1968-04-12	UHC-16958-98	—	1512 Union St, Miami, FL, 33148	0.84	Name split from “Last, First”Placeholder values cleared
ENR-103674	ENR	Santiago M Nunez	1954-08-27	UHC-42554-30	6593579338	8018 Union St, Chandler, AZ, 85236	0.84	Name split from “Last, First”Phone reformatted
TPA-54712	TPA	Sophia Howell	1955-03-14	—	—	2468 Oak St, Gilbert, AZ, 85221	0.84	Name split from “Last, First”Placeholder values cleared
CLM-413127	CLM	Victoria Fowler	1982-06-02	UHC-96248-91	9239940169	4796 Hillcrest Rd, Sacramento, CA, 95879	0.84	Name split from “Last, First”Whitespace trimmed
ENR-134058	ENR	Paamela S Cooper	1965-04-18	UHC-56199-92	3765126689	5263 Valley View Dr, Gilbert, AZ, 85290	0.84	Name split from “Last, First”Whitespace trimmed
CLM-417054	CLM	Roger Wagner	1959-01-11	—	6535995616	—	0.84	Name split from “Last, First”Phone reformatted
CLM-405170	CLM	Terry Williams	1974-12-27	UHC-14173-51	—	3360 Lake View Rd, Eden Prairie, MN, 55369	0.84	Name split from “Last, First”Placeholder values cleared
CLM-426273	CLM	Rtuh Dixon	1938-07-22	UHC-79049-36	9319270788	4358 Park Pl, Glendale, AZ, 85349	0.84	Name split from “Last, First”Phone reformatted
TPA-53753	TPA	Linda Stevenns	2006-10-05	UHC-86754-83	9233154263	6800 Maple Ave, Nashville, TN, 37260	0.84	Name split from “Last, First”Placeholder values cleared
ENR-125959	ENR	Mari Morgan	2007-02-11	UHC-98499-33	—	6055 Willow Ct, Mesa, AZ, 85273	0.84	Name split from “Last, First”Placeholder values cleared
ENR-108314	ENR	Angela X Gonzales	2007-10-14	UHC-43571-53	6109320115	7833 Sage Ct, Tampa, FL, 33670	0.84	Name split from “Last, First”Whitespace trimmed
ENR-123532	ENR	Jeremy X Wallace	1941-09-20	UHC-20150-52	5045177695	7102 Union St, Phoenix, AZ, 85021	0.84	Name split from “Last, First”Phone reformatted
ENR-123531	ENR	Jeremy X Wallace	1941-09-20	UHC-20150-52	5045177695	7102 Union St, Phoenix, AZ, 85021	0.84	Name split from “Last, First”Phone reformatted
TPA-52881	TPA	Brian Nunez	1966-01-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-119626	ENR	Christina Wilson	1989-05-09	UHC-86231-01	9248185789	7942 Bayshore Dr, Orlando, FL, 32897	0.84	Name split from “Last, First”Phone reformatted
ENR-138373	ENR	Carolyn Vazquez	1962-08-12	UHC-12396-17	2357681394	1706 Desert Sky Blvd, Glendale, AZ, 85381	0.84	Name split from “Last, First”City re-cased
ENR-136274	ENR	Billy Z Singh	1957-03-05	UHC-37632-95	7256946273	7609 Broadway, Las Vegas, NV, 89189	0.84	Name split from “Last, First”City re-cased
CLM-409997	CLM	Kevin E Morris	1995-12-22	UHC-47442-06	—	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-401746	CLM	Bradlley Rice	1983-03-12	—	2807381003	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-416657	CLM	Judith Simpson	1986-04-27	—	—	2933 Pine Dr, Tempe, AZ, 85207	0.84	Name split from “Last, First”City re-cased
CLM-421733	CLM	Mason Murray	1956-08-08	UHC-24206-53	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-124582	ENR	Rachel Olson	1989-10-28	UHC-10292-12	—	7502 Church St, Glendale, AZ, 85375	0.84	Name split from “Last, First”Placeholder values cleared
ENR-139660	ENR	Donna P Torres	1957-03-17	UHC-62265-92	6878102635	2673 Park Pl, Tempe, AZ, 85267	0.84	Name split from “Last, First”Phone reformatted
ENR-116633	ENR	Kathleen Q Wright	1949-05-25	UHC-81490-13	—	4168 Oak St, Fresno, CA, 93768	0.84	Name split from “Last, First”Email lower-cased
PRV-28079	PRV	Brian Patel	1955-12-13	—	8403111600	2765 Lincoln Way, Charlotte, NC, 28200	0.84	Name split from “Last, First”Placeholder values cleared
CLM-415997	CLM	Larry Mendoza	1972-11-08	UHC-94891-67	—	—	0.84	Name split from “Last, First”Placeholder values cleared
ENR-131799	ENR	Scott F Sophia	1949-03-16	UHC-50442-67	3436297675	3828 Palm Dr, Charlotte, NC, 28283	0.84	Name split from “Last, First”Phone reformatted
CLM-428461	CLM	Kyle Peters	1955-11-12	—	9627644449	—	0.84	Name split from “Last, First”Placeholder values cleared
CLM-424170	CLM	Amber T Reed	1964-04-03	UHC-27473-20	—	7366 Pine Dr, Phoenix, AZ, 85099	0.84	Name split from “Last, First”Placeholder values cleared
TPA-53193	TPA	Anna F Carr	1965-06-17	—	—	6692 River Rd, Houston, TX, 77033	0.84	Name split from “Last, First”Placeholder values cleared
ENR-117551	ENR	Scott R Rose	1985-06-01	UHC-63562-94	7008722117	954 Canyon Rd, San Diego, CA, 92102	0.84	Name split from “Last, First”Phone reformatted

9,980 rows, page 195 of 200Previous Next