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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22190	PRV	Greg Phillips	1981-07-05	—	—	7908 Forest Ave, Atlanta, GA	0.80	Date of birth reformatted ZIP missing Email lower-cased Placeholder values cleared
PRV-20778	PRV	Thompson Robert	1976-07-17	UHC-19770-53	—	6258 Camelback Rd # 108, Houston, TX, 77022	0.80	Name re-cased Date of birth reformatted Unit split from street Email lower-cased
PRV-29171	PRV	Kyle Cook	2001-09-07	UHC-25023-44	—	9327 Broadway, Scottsdale, AZ, 85241	0.80	Address re-cased ZIP+4 trimmed Email lower-cased Placeholder values cleared
PRV-27954	PRV	Janet Fernanndez	1989-04-14	—	—	8060 Ridge Rd, San Diego, CA, 92189	0.80	Name split from “Last, First”City re-cased Email lower-cased Placeholder values cleared
PRV-23502	PRV	Jenice Jacobs	1965-04-10	—	—	631 Forest Ave, Mesa, AZ, 85270	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-23477	PRV	Rebecca Greene	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23476	PRV	Rebecca Greene	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26834	PRV	Matt Jordan	1964-05-25	UHC-11158-75	—	9371 Camelback Rd, Scottsdale, AZ, 85240	0.80	Two-digit birth year Member ID reformatted Email lower-cased Placeholder values cleared
PRV-27760	PRV	Mariana Hamilton	—	—	8583358665	—	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
PRV-20245	PRV	Sofia Chavez	1996-12-23	UHC-70365-92	—	3709 Sunset Blvd, Los Angeles, CA, 90067	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26367	PRV	Frank Carpenter	1999-02-27	UHC-16808-12	7222778346	1999 Cedar Ln, Austin, TX, 78737	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-26700	PRV	Lori P Hamilton	1961-09-04	—	8493519558	5330 Main St, Columbus, OH, 43205	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
PRV-21429	PRV	Josh Castro	2008-03-20	—	6165994210	5488 Union St, Denver, CO, 80218	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
PRV-21660	PRV	Mary Schmidt	1977-05-21	—	—	6452 Harbor Blvd, Miami, FL, 33132	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-25154	PRV	Jessica Fernandez	1951-04-07	—	—	3338 Highland Ave, Austin, TX, 78789	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
PRV-27959	PRV	Jordan Padilla	2000-03-12	—	3954694704	1639 Baseline Rd Apt 29, Phoenix, AZ, 85032	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
PRV-26631	PRV	Natalie Myers	2006-05-19	—	6615760051	5100 Main St, Miami, FL, 33128	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-21571	PRV	Diana Valdez	2005-07-24	—	8046134231	1783 Cedar Ln, Chandler, AZ	0.80	Phone reformatted City re-cased ZIP missing Email lower-cased
PRV-21798	PRV	Randy X McCoy	1974-02-12	—	2436270035	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20005	PRV	Sophia Ramirez	—	—	7196681436	—	0.80	Date of birth missing Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-22910	PRV	Gary Gutierrez	2008-08-03	—	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
PRV-24873	PRV	Priya Castro	1941-10-01	—	—	1086 Oak St, Seattle, WA, 98156	0.80	Two-digit birth year State code upper-cased Email lower-cased Placeholder values cleared
PRV-22832	PRV	Gabriel Wagner	1959-04-13	—	4998731225	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28378	PRV	Jordan Moore	1991-03-02	UHC-88341-37	8302500727	8323 Union St, Tampa, FL	0.80	Phone reformatted ZIP missing Email lower-cased Placeholder values cleared
PRV-20630	PRV	Luis Sullivan	1943-02-09	UHC-42957-58	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.80	Two-digit birth year City re-cased Email lower-cased Whitespace trimmed
PRV-25715	PRV	Ann Kennedy	1955-04-17	UHC-55225-29	—	5760 Cedar Ln, Chandler, AZ, 85261	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
PRV-24605	PRV	Lri Foster	1993-05-17	—	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23233	PRV	Keith B Jones	1956-01-16	—	6736730358	4325 Church St, Gilbert, AZ, 85296	0.82	ZIP+4 trimmed Email lower-cased Placeholder values cleared
PRV-25920	PRV	Katlheen Y Powell	1995-01-16	—	9098901879	8223 Bayshore Dr, Plano, TX, 75085	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-25130	PRV	Alexis J West	1996-10-23	—	—	5812 Church St, Dallas, TX, 75264	0.82	State name converted to code Email lower-cased Placeholder values cleared
PRV-23885	PRV	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.82	Street suffix standardised Address re-cased Email lower-cased
PRV-28436	PRV	Betty Rodriguez	2008-01-02	—	8284575874	1339 Spring St, Plano, TX, 75083	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-28271	PRV	Jesse Baker	1985-01-05	—	3199329132	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
PRV-23108	PRV	Arthur Santos	1960-11-09	—	3755721481	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-22152	PRV	Sara Richardson	2002-11-24	—	5574408247	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-27708	PRV	Kimberly Black	1991-04-16	—	—	8087 Pine Dr, Tempe, AZ	0.82	ZIP missing Email lower-cased Placeholder values cleared
PRV-23014	PRV	Martha O Chapman	1938-04-06	—	—	1455 Mountain View Dr, Tempe, AZ, 85218	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
PRV-20845	PRV	Philip Le	1983-04-22	UHC-39834-94	7534863035	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-26806	PRV	Alan Adams	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.82	Street suffix standardised Address re-cased Email lower-cased
PRV-25578	PRV	Billy Austin	1992-05-22	—	—	29 Lincoln Way, Fresno, CA, 93774	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-24282	PRV	Margaret Patterson	1977-09-12	—	8035518926	2729 Lincoln Way, Columbus, OH, 43264	0.82	SSN last four extracted Email lower-cased Placeholder values cleared
PRV-26382	PRV	Robert Walsh	—	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.82	Date of birth unreadable Email lower-cased Placeholder values cleared
PRV-22634	PRV	Kathryn Bailey	1952-03-04	—	—	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
PRV-29001	PRV	Larry Hansen	1999-08-13	—	4752587529	5799 Union St, Tucson, AZ, 85752	0.84	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-23067	PRV	Stephen Smith	1942-12-05	UHC-26563-91	7103129215	2624 Mountain View Dr, San Diego, CA, 92113	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-23089	PRV	Aaron Reid	1996-12-22	—	7123040949	9152 Jefferson Ave, Mesa, AZ, 85276	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21088	PRV	Adrea U Brown	1977-01-22	UHC-38340-41	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-25105	PRV	Mariana Taylor	2005-04-02	UHC-39730-46	2036779596	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-27635	PRV	Kathryn Warren	1959-03-12	UHC-71018-94	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
PRV-29252	PRV	Blily R Fisher	1980-06-20	UHC-98030-27	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more

880 rows, page 14 of 18Previous Next