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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20926	PRV	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-20351	PRV	Janice Z Luna	1976-10-02	—	2433521738	6923 Palm Dr, Tucson, AZ, 85763	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23310	PRV	Jerry L Riley	1941-10-02	—	9317839840	4607 Pine Dr, Charlotte, NC, 28214	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
PRV-21287	PRV	Mason Duncan	1984-04-28	UHC-64676-94	7874786941	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23552	PRV	Alice Alvarez	2007-10-06	UHC-16932-07	8704290398	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24352	PRV	Long D Olivia	1997-07-15	UHC-29266-21	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-24743	PRV	Albert Reed	1972-02-19	—	8053194501	2018 Desert Sky Blvd, Tampa, FL, 33650	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21818	PRV	Timothy Flores	1980-10-14	UHC-53330-02	5772997854	6476 Washington St, Eden Prairie, MN, 55389	0.64	Phone reformatted Member ID reformatted State name converted to code Gender normalised+2 more
PRV-22280	PRV	Robert Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave, Chandler, AZ, 85270	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27581	PRV	Anthony P Foster	1987-01-06	—	8388749143	7589 Pine Dr, Nashville, TN, 37254	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23921	PRV	Stephen Hansen	1939-05-11	—	7543598589	8089 Pine Dr, Fresno, CA, 93739	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-21945	PRV	Harold Vega	—	UHC-62854-39	6169594956	9470 Highland Ave, Orlando, FL, 32842	0.64	Name re-cased Date of birth missing Phone reformatted State name converted to code+2 more
PRV-27848	PRV	Tony Hunt	1939-05-02	UHC-11062-05	9134485813	7124 Mountain View Dr, Fresno, CA, 93795	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27849	PRV	Tony Hunt	1939-05-02	UHC-11062-05	9134485813	7124 Mountain View Dr, Fresno, CA, 93795	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26414	PRV	Annna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22267	PRV	Dylan J Guerrero	1944-04-17	—	5693645022	9202 Spring St, Las Vegas, NV, 89119	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23408	PRV	Juna C Singh	1968-07-02	—	5594119668	4657 Cedar Ln, Miami, FL, 33155	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21998	PRV	Willie Books	1964-08-16	—	—	1402 Indian School Rd, Las Vegas, NV, 89178	0.64	City re-cased State name converted to code Email lower-cased Gender normalised+2 more
PRV-20268	PRV	Scott Alexander	1939-02-10	—	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-27995	PRV	Thomas A Reynolds	1946-11-28	UHC-63941-86	—	4967 Valley View Dr, San Antonio, TX, 78205	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26608	PRV	Danny Cunningham	1943-08-03	UHC-00723-22	5869895708	2249 Mesa Dr, Glendale, AZ, 85325	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
PRV-27952	PRV	Pirya Little	1949-11-22	—	7528168242	9710 Desert Sky Blvd, Columbus, OH, 43213	0.64	Name re-cased 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-22505	PRV	Alyce Q Salazar	2002-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25339	PRV	Austin Thomas	2004-05-28	—	2043320144	9416 Ocean Ave, Sacramento, CA, 95859	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21448	PRV	Billy X Mendez	1959-05-15	—	7938147936	1872 Willow Ct, Miami, FL, 33100	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21645	PRV	Vincent Schmidt	2007-12-17	—	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26117	PRV	Roger Carr	1985-11-04	—	8253551950	5490 Sunset Blvd, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
PRV-24432	PRV	Daniel K Reid	1939-01-23	—	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22616	PRV	Mary Moreno	1992-12-28	UHC-34202-75	9167791678	2055 Cedar Ln, Phoenix, AZ, 85050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28375	PRV	Virginia Kim	1945-08-11	UHC-47194-23	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27992	PRV	Amanda Peters	1971-12-05	—	3079611652	4865 Willow Ct, Phoenix, AZ, 85031	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29011	PRV	Vincent Gray	1942-01-27	UHC-05842-82	2417880612	4845 Bayshore Dr, Las Vegas, NV, 89165	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
PRV-20622	PRV	Diane Stone	2000-02-21	—	9333401447	3422 Pine Dr, San Antonio, TX, 78297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25223	PRV	Jennifer F Henry	1980-01-17	—	8196936019	2409 Oak St, Jacksonville, FL, 32216	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-24771	PRV	Rachel Colmean	1981-12-28	—	—	93 Ocean Ave, Jacksonville, FL, 32262	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
PRV-28320	PRV	Philip X Gray	1982-01-06	—	4129265674	6954 Sage Ct, Dallas, TX, 75214	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27917	PRV	Katherine Butler	1938-10-05	—	7905444668	7504 Desert Sky Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22645	PRV	Charlotte O Peterson	1963-07-15	UHC-11340-18	6588626908	833 Central Ave, Tempe, AZ, 85243	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
PRV-20707	PRV	Ann R Harris	1985-01-28	—	5869920894	2557 Willow Ct, Dallas, TX, 75206	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25345	PRV	Rachel Jacobs	1997-04-04	UHC-30192-79	4739085402	8448 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-20696	PRV	Carr P Fatima	1954-11-23	UHC-87958-42	2424617953	931 Cedar Ln, Charlotte, NC, 28226	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
PRV-25211	PRV	James Mejia	1976-04-10	—	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24420	PRV	Danielle Ramirez	1966-02-11	UHC-72750-13	—	8031 Spring St, Miami, FL, 33107	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26397	PRV	Aaron Soto	1985-01-05	UHC-84486-65	3543586621	505 Washington St, Fresno, CA, 93711	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20435	PRV	Amber Yang	1959-09-10	—	3556570858	1998 Jefferson Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
PRV-24381	PRV	Douglas Carpenter	1945-07-21	—	4924136877	3423 Jefferson Ave, Tampa, FL, 33648	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
PRV-20655	PRV	Russell Wood	1958-08-17	UHC-18978-12	6504591886	667 Lake View Rd, Phoenix, AZ, 85043	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28400	PRV	Maria Y Jackson	1958-12-04	UHC-58867-15	2334720836	6174 Apache Blvd, Tucson, AZ, 85770	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

926 rows, page 11 of 19Previous Next