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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27808	PRV	Deborah S Burns	1980-01-12	UHC-63347-73	2202424505	2696 Willow Ct, Fresno, CA, 93727	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26315	PRV	Nicholas F Dunn	1959-08-22	—	9774443061	5990 Pine Dr, Mesa, AZ, 85242	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26750	PRV	Bruce Wells	1977-11-17	—	—	7373 Pine Dr, Charlotte, NC, 28233	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23730	PRV	Barbara Boyd	1966-09-24	UHC-51193-31	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23729	PRV	Barbara Boyd	1966-09-24	UHC-51193-31	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27002	PRV	Walker D Fatima	1977-09-21	UHC-22421-47	—	1113 Mesa Dr, Mesa, AZ, 85266	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-28624	PRV	Camila O Franklin	1979-11-17	UHC-02351-86	4194871252	5533 Main St, San Diego, CA, 92122	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24484	PRV	Jerry Armstrong	1940-04-10	—	9672200978	6898 Mountain View Dr, Phoenix, AZ, 85058	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24066	PRV	Harold I Allen	1982-05-24	UHC-32188-32	—	4801 Mountain View Dr, Atlanta, GA, 30350	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21130	PRV	Martha Hall	1974-09-23	—	8047157691	1786 Grand Ave, Orlando, FL, 32848	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27521	PRV	Fatima O Smith	1941-12-12	—	7519301597	1716 Spring St, Charlotte, NC, 28267	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23221	PRV	Jean U Thomas	1942-09-05	—	—	2362 Mesa Dr, Tempe, AZ, 85209	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24276	PRV	Rob Duncan	1956-10-18	UHC-28650-79	8733497340	7875 Jefferson Ave, Las Vegas, NV, 89148	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
PRV-21136	PRV	Saumel Estrada	1976-06-12	—	2128189582	1665 Palm Dr, Dallas, TX, 75266	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27040	PRV	Mason V Rios	1980-07-07	UHC-58394-45	7052457259	8660 Central Ave, Houston, TX, 77095	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24297	PRV	Emily Alvarado	1961-09-28	UHC-66506-48	—	7977 River Rd, Glendale, AZ, 85328	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28711	PRV	Frances Lawson	1986-07-22	—	7098138335	4507 Sage Ct, Gilbert, AZ, 85245	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26708	PRV	Arthur W Rios	1972-11-23	—	4303402335	8018 Elm St, Glendale, AZ, 85335	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20092	PRV	Charyl Howard	1946-08-24	UHC-29543-47	4318366154	5314 Apache Blvd, Las Vegas, NV, 89176	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20220	PRV	Lori E Meyer	1959-11-17	—	3623758366	9738 Canyon Rd, Charlotte, NC, 28282	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-29441	PRV	Andrea Evans	2002-01-12	—	—	6496 Spring St, Sacramento, CA, 95847	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23235	PRV	Allan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr, Fresno, CA, 93778	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23171	PRV	Bryan Reinolds	1958-08-23	UHC-54408-06	2845697411	1616 Desert Sky Blvd, Glendale, AZ, 85376	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27334	PRV	Lucia Butler	1979-05-26	UHC-92207-77	—	6114 Grand Ave, Miami, FL, 33134	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26753	PRV	Danielle Kelly	1968-01-28	UHC-36263-55	7234006868	3468 Washington St, Phoenix, AZ, 85085	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22552	PRV	Stephen Munoz	1971-04-11	—	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27091	PRV	Marcus Thomas	1959-04-28	UHC-45703-19	7384551260	3707 Ocean Ave, Houston, TX, 77043	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-24986	PRV	Noah Morgan	1976-03-20	UHC-82203-05	—	5058 Palm Dr, Nashville, TN, 37274	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-22906	PRV	Paul Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave, Tampa, FL, 33627	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23941	PRV	Gloria Bukre	1918-11-07	—	3933439367	8287 Valley View Dr, Tucson, AZ, 85728	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29403	PRV	Christian G Meedina	1970-02-20	UHC-32287-16	2992397827	4608 Pine Dr, Charlotte, NC, 28247	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24816	PRV	Larry Z Richardson	1968-09-23	—	9896256904	397 Oak St, Orlando, FL, 32811	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23591	PRV	Beverly Padilla	1988-12-19	—	6967591907	404 Park Pl, Denver, CO, 80256	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
PRV-24559	PRV	Noah Bryant	1949-03-15	—	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-20418	PRV	Sara W Gommez	2002-04-12	UHC-60271-38	6536545230	5624 Elm St, Columbus, OH, 43298	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26494	PRV	Philip Olson	1949-06-10	UHC-04127-27	7279844001	3574 Lake View Rd, Chandler, AZ, 85210	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22319	PRV	Jacqueline I Williamson	1953-06-01	—	—	1442 Canyon Rd, Las Vegas, NV, 89162	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-22151	PRV	Bradley Carr	1998-11-03	—	—	2339 Jefferson Ave, Phoenix, AZ, 85029	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25836	PRV	Beverly Lynch	1991-04-16	—	—	7879 Washington St, Sacramento, CA, 95867	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26099	PRV	Bryan Ryan	2005-03-05	UHC-33706-77	8684279761	9245 Highland Ave, Tempe, AZ, 85270	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20271	PRV	Kayla C Shaw	1986-11-15	UHC-04156-50	—	7030 Washington St, Plano, TX, 75049	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25537	PRV	Jack Clark	1967-02-09	—	6474522331	9312 Sage Ct, Jacksonville, FL, 32243	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22971	PRV	Beverly Robinson	1982-01-25	—	—	9497 Sage Ct, Scottsdale, AZ, 85224	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23118	PRV	Ethan J Lopez	1993-10-04	UHC-85031-68	5283224793	2946 Central Ave, Austin, TX, 78750	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22286	PRV	Amy O Elliott	1950-07-18	UHC-43246-58	—	7041 Elm St, Phoenix, AZ, 85070	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27879	PRV	Megan Sandoval	2004-12-05	UHC-35590-27	8978076545	8968 Highland Ave, Atlanta, GA, 30327	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24890	PRV	Bradley Ford	1955-09-13	—	—	8827 Sage Ct, Chandler, AZ, 85296	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
PRV-21348	PRV	Masun Bowman	1979-01-19	UHC-89875-58	4143894502	1815 Sunset Blvd, Atlanta, GA, 30348	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28359	PRV	Linda Boyd	1993-03-26	UHC-33993-62	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23035	PRV	Melissa Pattarson	1964-03-08	—	3085738275	64 Elm St, Sacramento, CA, 95845	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

5,405 rows, page 100 of 109Previous Next