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

Provider network, 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
PRV-20213	PRV	Abby Simmons	1953-06-10	—	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29507	PRV	Rob Ramos	1946-11-20	—	—	5876 Indian School Rd, San Antonio, TX, 78239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28278	PRV	Shirley Media	1939-03-28	UHC-90535-74	2946985847	902 Elm St Apt 24, Glendale, AZ, 85336	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-21225	PRV	James S Watson	1963-01-06	—	4954177457	784 Palm Dr, Jacksonville, FL, 32221	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23815	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23814	PRV	Samuel Q Lnych	1981-12-12	UHC-18157-27	7306344799	689 Market St, Plano, TX, 75095	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-26033	PRV	Mason P Foster	1975-03-14	—	4662759937	8369 Bayshore Dr, Eden Prairie, MN, 55344	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23708	PRV	Megan R Porter	1975-01-10	UHC-46101-45	—	3600 Harbor Blvd, San Antonio, TX, 78210	0.64	Name re-cased Two-digit birth year State name converted to code Plan code upper-cased+2 more
PRV-28466	PRV	Dylan Lynch	1999-03-16	—	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28464	PRV	Justin Jensen	1953-10-24	—	—	3327 River Rd, Jacksonville, FL, 32223	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25331	PRV	Dylan Watkins	1957-02-07	—	6263297888	7577 Highland Ave, Glendale, AZ, 85378	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29573	PRV	Madison U Thomas	1945-05-25	—	3853863289	9336 Maple Ave, Minneapolis, MN, 55440	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26898	PRV	Mat Bradley	1974-06-22	UHC-67838-83	4776024405	8537 Baseline Rd, Glendale, AZ, 85300	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21402	PRV	Thomas Kelly	2007-01-02	—	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
PRV-28636	PRV	Megan Elliott	1999-03-18	UHC-54964-91	—	2593 Harbor Blvd, Orlando, FL, 32822	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-21079	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-21078	PRV	Omar B Knight	1954-03-18	UHC-76996-54	7195293740	6084 Grand Ave, Phoenix, AZ, 85090	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
PRV-23274	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-29416	PRV	Harold Hart	1994-04-11	UHC-36348-42	6002329636	2280 Valley View Dr, Fresno, CA, 93746	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-20497	PRV	Ralph C Harper	1950-06-14	—	8224266008	712 Elm St, Plano, TX, 75055	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26929	PRV	Aaron Reyes	1996-04-11	UHC-76516-13	—	593 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year City re-cased ZIP missing+2 more
PRV-21552	PRV	Elijah Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-23281	PRV	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22344	PRV	Diego Hill	1986-04-18	UHC-71876-27	7022853275	2197 Church St, San Antonio, TX, 78227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22749	PRV	Heather SJunk	1960-05-18	—	7263988696	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-23371	PRV	Cheryl S Lee	1957-11-25	—	7795654448	6438 Baseline Rd, Dallas, TX, 75245	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-26390	PRV	Pamela Q Grant	1949-06-15	—	7123353593	6343 Maple Ave, Denver, CO, 80235	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-24545	PRV	Angela Willis	1984-11-27	UHC-64489-28	3892245136	4786 Hillcrest Rd, Seattle, WA, 98195	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23484	PRV	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-24036	PRV	Doris Singh	1950-09-25	UHC-06680-50	4216081762	7706 Sage Ct, Las Vegas, NV, 89120	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-22314	PRV	Emily Ellis	2001-01-27	UHC-19306-54	9315959115	321 Sage Ct, Austin, TX, 78748	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23518	PRV	Carlos Alvarez	1977-10-26	—	7704001467	4812 River Rd, Dallas, TX, 75238	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28804	PRV	Don Freeman	1947-02-17	—	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21735	PRV	Steven Y Ortega	1941-03-27	UHC-06063-03	2828626106	1456 Jefferson Ave, Tempe, AZ, 85239	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26197	PRV	Justin G Griffin	1966-09-20	UHC-52595-90	4024591325	5035 Mesa Dr, Jacksonville, FL, 32285	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-29007	PRV	Carolyn D Simmons	1960-04-05	UHC-93810-96	8766516529	7621 Camelback Rd, Jacksonville, FL, 32270	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-27061	PRV	Gloria Brown	2005-05-04	—	8397677849	3815 Church St, Scottsdale, AZ	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
PRV-29488	PRV	Harold Fields	1977-12-15	UHC-15310-75	5677196437	3836 Indian School Rd, Tempe, AZ, 85201	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-28685	PRV	Christine Moore	1954-06-10	—	9244275063	8018 Maple Ave, Scottsdale, AZ, 85267	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20574	PRV	Sarah D Grant	1999-01-04	—	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-22825	PRV	Scott Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26663	PRV	John Reeys	1952-07-07	—	6804201368	5780 Jefferson Ave, Plano, TX, 75082	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21730	PRV	Thomas U Armstrong	1993-12-04	UHC-87670-07	9622937747	1436 Elm St, Austin, TX, 78709	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-27131	PRV	Jason Chavez	1954-06-07	—	6389763999	825 Forest Ave, Tampa, FL, 33694	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-21058	PRV	Cheryl Scott	1971-07-23	—	8743440020	9254 Union St, Miami, FL, 33196	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-29161	PRV	Kayla Brooks	1994-05-18	UHC-31508-89	2779818387	4646 Camelback Rd, Seattle, WA, 98138	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23269	PRV	Margaret Roberts	1962-05-20	UHC-10370-08	3216525886	6363 Highland Ave, Los Angeles, CA, 90039	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25430	PRV	Paul Campbell	1957-07-01	UHC-49908-48	—	571 Palm Dr, Sacramento, CA, 95891	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-29328	PRV	Kathleen Crawford	1969-08-11	UHC-66203-10	6363262724	432 Central Ave, San Antonio, TX, 78206	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23483	PRV	Michael Bishop	1941-05-08	—	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

690 rows, page 7 of 14Previous Next