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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104687	ENR	Gregory E Austin	1953-06-11	UHC-05709-73	3376217953	1550 Market St # 538, Orlando, FL, 32863	0.68	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed
CLM-414414	CLM	Lawrence Garza	1959-12-26	UHC-96175-05	—	4747 Palm Dr, Minneapolis, MN, 55423	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-420545	CLM	Omar Lopez	1969-11-17	UHC-67709-81	8007005328	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-428123	CLM	Dylan Day	1946-11-15	UHC-32420-88	—	8287 Central Ave, Gilbert, AZ, 85275	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-406781	CLM	Billy Perez	1978-10-05	—	2562963049	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
TPA-55652	TPA	Frances Z Larson	1940-09-28	—	4639404800	2245 Highland Ave, Tempe, AZ, 85291	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
ENR-129252	ENR	Lauren Q Grham	1955-04-28	UHC-60456-28	6517993955	1326 Palm Dr, Houston, TX, 77091	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-102894	ENR	Katherine Y Marquez	1976-01-17	UHC-21181-70	9236390778	4434 Church St, Columbus, OH, 43258	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-101218	ENR	Sofia T Carr	1950-08-08	UHC-88392-63	—	3946 Lincoln Way, San Antonio, TX, 78291	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-55565	TPA	Jesse Morgan	1946-10-11	UHC-62080-24	8965352730	5089 Indian School Rd, Denver, CO, 80289	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
ENR-128885	ENR	Harold D Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX, 75200	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
TPA-62309	TPA	Jeffrey Y Guerrero	1971-02-16	UHC-34240-66	—	7245 Grand Ave, San Diego, CA, 92172	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-121980	ENR	Mike Simmons	1994-02-27	UHC-55383-31	3948378915	3978 Broadway, Houston, TX, 77078	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-418833	CLM	Henry Scott	1959-07-01	—	—	6046 Baseline Rd # 381, Denver, CO, 80268	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-431578	CLM	Pamela Woods	1997-01-27	UHC-24441-51	—	5461 River Rd, Sacramento, CA, 95888	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-61774	TPA	Fatima James	1959-08-22	—	—	751 Ridge Rd, Atlanta, GA, 30356	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-60123	TPA	Maria Scott	1942-07-07	—	—	7104 Church St, Austin, TX, 78779	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51839	TPA	Christine Coleman	1988-07-15	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-51951	TPA	Willie Boyd	2004-10-16	UHC-34280-19	—	2977 River Rd, Gilbert, AZ, 85261	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-400073	CLM	Valentina D Warren	1959-11-17	UHC-64240-81	—	9049 Maple Ave, Dallas, TX, 75225	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-406514	CLM	Virginia Berry	1960-09-23	—	—	6980 Canyon Rd, San Diego, CA, 92197	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
CLM-420065	CLM	Andrea Kim	1945-04-05	UHC-46800-07	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416007	CLM	Brian M Lawrence	1981-07-24	UHC-44332-02	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-138222	ENR	Susan Hnason	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-105570	ENR	Helen A Reid	1977-12-18	UHC-20237-14	2815645615	1376 Mesa Dr Apt 10, Orlando, FL, 32851	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-405922	CLM	Steven Orteag	1941-03-27	UHC-06063-03	—	1456 Jefferson Ave, Tempe, AZ, 85239	0.68	Two-digit birth year SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-27050	PRV	Ryan Myers	1951-06-28	UHC-22890-68	5225174293	3563 River Rd Apt 30, Plano, TX, 75031	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-131391	ENR	Brenda Patterson	2003-09-07	UHC-55114-04	2319647720	—	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-114331	ENR	Joyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX, 75219	0.68	Name re-cased Two-digit birth year SSN last four extracted Email lower-cased
CLM-405932	CLM	Amber Oliver	1949-08-23	UHC-05224-51	5777948476	1841 Willow Ct, Scottsdale, AZ, 85236	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-415565	CLM	Fatima G Vasquez	1981-08-13	—	8245020799	3158 Valley View Dr, Los Angeles, CA, 90094	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-408102	CLM	Judith Peters	1972-01-24	—	4798712757	1591 Canyon Rd, Dallas, TX, 75219	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-117964	ENR	Jacob Webb	1958-05-07	UHC-07880-02	2649216587	6904 Broadway, Houston, TX, 77048	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
PRV-28686	PRV	Stephen Kelley	1976-11-11	—	6827089888	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-118442	ENR	Roy Chavez	1939-11-04	UHC-19953-03	2785855716	1429 Apache Blvd, Chandler, AZ, 85295	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-129427	ENR	Natalie R Myers	2006-05-19	UHC-44376-50	6615760051	5100 Main St, Miami, FL, 33128	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-400417	CLM	Stephen Vasquez	1957-08-23	—	6998107538	7979 Canyon Rd, Houston, TX, 77029	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-140287	ENR	Camila A Castillo	2000-07-24	UHC-26142-58	3084750346	7096 Central Ave, Tampa, FL, 33614	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
TPA-63642	TPA	Dennis Brrown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-127276	ENR	Denise Lynch	1978-07-08	UHC-65111-68	6356432277	9283 Jefferson Ave, Sacramento, CA, 95871	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-414465	CLM	William Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-412589	CLM	Jesse Ross	1940-07-10	UHC-10623-58	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406540	CLM	Christopher Owens	1988-11-07	UHC-06809-20	—	5084 Broadway # 916, Gilbert, AZ, 85246	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-101937	ENR	Marcus Watson	2008-09-25	UHC-17206-25	3429557132	1769 Ridge Rd, Tempe, AZ, 85246	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-426460	CLM	Cynthia D Cralson	1997-07-15	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-115560	ENR	Frances Ford	1945-03-03	UHC-10680-74	6125114279	9796 Market St, Las Vegas, NV, 89161	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
CLM-431322	CLM	Bradley Silva	2006-03-08	—	8055883195	7257 Broadway, Mesa, AZ, 85235	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-413378	CLM	Jesse Richards	1969-03-05	UHC-63467-74	7083178157	1959 Lincoln Way, Las Vegas, NV, 89135	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27834	PRV	Janet A Jimenez	1962-03-12	—	3008720717	4320 Ocean Ave, Las Vegas, NV, 89175	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-120002	ENR	Daniel Reid	1970-11-26	UHC-30086-83	8324186922	9562 Forest Ave, Atlanta, GA, 30321	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared

6,661 rows, page 89 of 134Previous Next