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-20592	PRV	Santiago Banks	1956-06-22	—	—	3079 Highland Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22528	PRV	William A Hayes	1986-09-28	UHC-40174-16	2172709195	5354 Maple Ave, Tampa, FL, 33690	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24962	PRV	Robert Vargas	1940-08-18	—	8217201848	7375 Baseline Rd, Jacksonville, FL, 32228	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27916	PRV	Catherine S Johnson	1947-05-23	UHC-09489-58	6359917157	9299 Palm Dr, Seattle, WA, 98170	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20824	PRV	Alexander V Contreras	—	UHC-84406-53	8327015035	9114 Camelback Rd, Eden Prairie, MN, 55379	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25941	PRV	Gabriel Thompson	1962-10-09	UHC-12785-40	2478706650	6602 Valley View Dr, San Antonio, TX, 78273	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24278	PRV	Donald Luna	1971-01-26	—	—	9766 Washington St, San Diego, CA, 92137	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21032	PRV	Dylan D White	1939-01-15	—	8547426782	7746 Mountain View Dr, Houston, TX, 77050	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23478	PRV	Yuki E Hunter	1998-10-08	—	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23234	PRV	Beverly Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20943	PRV	Brenda Robertson	1943-11-07	—	—	8721 River Rd, Minneapolis, MN, 55402	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26508	PRV	Kimberly G Hoffman	1949-03-15	—	—	1843 Mountain View Dr, Houston, TX, 77025	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21836	PRV	Janice Ells	1972-04-17	—	2313540359	8233 Valley View Dr, Seattle, WA, 98153	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-29483	PRV	Luis Jones	1948-05-16	UHC-28777-79	9778047251	2298 Sage Ct, Phoenix, AZ, 85096	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20340	PRV	Elizebeth G West	1964-07-01	—	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20341	PRV	Elizebeth G West	1964-07-01	—	3665091188	9763 Apache Blvd, San Antonio, TX, 78294	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27350	PRV	Brittany Alvarado	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25308	PRV	Valentina M Hayes	1952-04-28	UHC-86120-56	2417407827	6380 Washington St, Scottsdale, AZ, 85229	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26395	PRV	Arjun Hansen	2001-05-27	—	7488549079	4213 Spring St, Minneapolis, MN, 55428	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21802	PRV	Bobby Q Medina	1981-03-07	UHC-80283-64	5973759403	4451 Desert Sky Blvd, Charlotte, NC, 28243	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23942	PRV	Yuki Patel	1970-03-23	UHC-54511-33	8776403575	4070 Baseline Rd, Chandler, AZ, 85210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24355	PRV	Madison Garcia	1984-09-25	—	—	6656 Church St, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27004	PRV	Amy Warren	1940-12-08	—	7503852602	8408 Palm Dr, Columbus, OH, 43208	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21262	PRV	Matthew Y White	—	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21263	PRV	Matthew Y White	—	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23554	PRV	John Z Armstrong	2003-06-27	—	2117248758	143 Sunset Blvd, Glendale, AZ, 85360	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24530	PRV	George Q Dominguez	2001-04-12	—	4545634232	4593 Ocean Ave, Glendale, AZ, 85363	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23468	PRV	Sofia R Montgomery	2007-02-17	UHC-68722-65	4656011090	9524 Apache Blvd, Tampa, FL, 33696	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23615	PRV	Megan Rivera	1959-08-21	—	—	1707 Baseline Rd, Mesa, AZ, 85204	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24274	PRV	Mason Weaver	1946-08-27	—	3287084598	248 Palm Dr, Fresno, CA, 93706	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-24928	PRV	Raymond Stone	1944-04-18	UHC-79612-67	2818329464	8000 Park Pl, Tampa, FL, 33670	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25131	PRV	Judith Castro	1946-06-18	—	3389249418	9281 Baseline Rd, San Diego, CA, 92180	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25115	PRV	Andraw Jimenez	1966-02-28	UHC-47325-45	5798790779	3408 Spring St, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28360	PRV	Jack James	1957-03-03	—	8956886950	1297 Maple Ave, Tampa, FL, 33662	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26573	PRV	Terry Z Kennedy	2004-08-12	—	5659542295	1735 Forest Ave, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25281	PRV	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd, Miami, FL, 33143	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20535	PRV	Russell Z Watkins	1990-08-22	—	—	8736 Bayshore Dr, Las Vegas, NV, 89104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-22982	PRV	Jean Ruiz	1965-01-26	—	—	6029 Sunset Blvd, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23416	PRV	Eugene Freeman	1940-02-19	—	8984501490	8536 Oak St, Austin, TX, 78732	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25012	PRV	Jake X Hughes	1979-12-21	—	6844144837	7401 Washington St, Atlanta, GA, 30391	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26926	PRV	Peter Harper	1957-04-15	—	2522107241	4191 Grand Ave, Columbus, OH, 43284	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28040	PRV	Adam Richards	2008-09-20	—	7764557343	1893 Sage Ct, Miami, FL, 33111	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21792	PRV	Jacqueline Payne	1952-08-12	—	7664821145	8478 Sunset Blvd, Plano, TX, 75091	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22533	PRV	Samantha Alvarado	1987-10-11	—	6102422246	2471 Sunset Blvd # 195, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26442	PRV	Katherine Z Wilson	1991-03-22	—	5943182924	9140 Union St, Nashville, TN, 37272	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26891	PRV	Austin A Hayes	—	—	5642526506	7703 Palm Dr, Denver, CO, 80201	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
PRV-25876	PRV	Valentina A Estrada	1981-09-04	—	9067894692	3708 River Rd, Nashville, TN, 37236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23307	PRV	Sarah Olson	2000-06-19	—	—	5496 River Rd, Seattle, WA, 98181	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23891	PRV	Ethan Cook	2003-03-18	UHC-76119-12	6497947571	9366 Mesa Dr # 982, Tucson, AZ, 85736	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24361	PRV	Scott Gibson	1966-11-03	UHC-21871-27	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,405 rows, page 37 of 109Previous Next