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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125777	ENR	Russell Andrea	1944-08-16	UHC-54510-32	7712889749	8847 Apache Blvd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405873	CLM	Nancy Stephens	—	UHC-48987-01	6659931265	5003 Pine Dr, San Diego, CA, 92149	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
TPA-51557	TPA	Alan Henderson	1996-06-16	—	9429298962	6293 Canyon Rd, San Antonio, TX, 78285	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-423925	CLM	Marcus Fuller	1967-12-11	—	—	9406 Indian School Rd, Scottsdale, AZ, 85291	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430896	CLM	Valentina Reid	1965-04-06	—	—	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429171	CLM	Teersa Sims	1970-02-08	UHC-19809-99	7496542572	9686 Indian School Rd, Los Angeles, CA, 90042	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418956	CLM	Vincent Le	1947-02-13	—	9202898359	1141 Ocean Ave, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26473	PRV	Noah Clark	1959-02-15	UHC-79330-67	9502449281	1599 Central Ave, Las Vegas, NV, 89117	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-125207	ENR	Joyce Sone	1940-02-09	UHC-69436-04	4057693020	3693 Elm St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115811	ENR	Samuel Q Adams	1951-06-02	UHC-73260-83	9335347991	1053 Meadow Ln, Los Angeles, CA, 90005	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109033	ENR	Pamela Perry	1948-11-24	UHC-99271-74	8473171023	5465 Maple Ave, Nashville, TN, 37232	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-57602	TPA	George Webb	1956-10-25	—	4089673281	8325 Park Pl, Dallas, TX, 75200	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431776	CLM	Megan Moore	2002-11-06	—	—	640 Maple Ave, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422249	CLM	Gabriel Bradley	1946-03-05	UHC-00034-62	—	1795 Church St, Fresno, CA, 93742	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108434	ENR	Mateo Scott	1991-09-20	UHC-19384-80	4054338735	4314 Elm St, Glendale, AZ, 85313	0.64	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-428305	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428306	CLM	Jerry I Perkins	1988-01-07	—	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51119	TPA	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave Apt 38, Minneapolis, MN, 55458	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-57132	TPA	Carl Q Wang	1944-04-05	—	—	8827 River Rd, Orlando, FL, 32800	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416327	CLM	Theresa Herrera	1945-04-08	UHC-63529-87	—	4862 Indian School Rd, Tempe, AZ, 85243	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59487	TPA	Natalie Johnson	1968-10-03	—	—	3759 Forest Ave, Mesa, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61141	TPA	Russell Powell	1943-08-05	—	—	259 Union St, Miami, FL, 33168	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407108	CLM	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
TPA-51869	TPA	Andrea Vazquez	1978-06-12	—	—	8128 Park Pl, Sacramento, CA, 95825	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425310	CLM	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127536	ENR	Denise White	1964-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-418438	CLM	Wayne Z Mills	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC, 28222	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114683	ENR	Jose W Fulleer	2001-03-22	UHC-64364-99	3642208307	5346 Baseline Rd, Houston, TX, 77005	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54199	TPA	Carol Howell	1942-02-16	—	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61126	TPA	Lopez Jesse	1960-09-09	—	—	3141 Apache Blvd, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-61986	TPA	Santiago Sandoval	1958-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26830	PRV	Henry E Weaver	2006-03-11	—	8858579234	1779 Ridge Rd, Tucson, AZ, 85784	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131287	ENR	Sandra S Vasquez	1987-08-10	UHC-92007-17	8475877055	1056 Mesa Dr, Nashville, TN, 37296	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402995	CLM	Natalie Banks	1985-05-18	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX, 78789	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420604	CLM	Billy Wong	1989-02-21	—	7366585740	5293 Ridge Rd, Plano, TX, 75096	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20721	PRV	Kathleen Cole	1991-08-26	UHC-27256-01	5845072561	7611 Central Ave, Fresno, CA, 93730	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-409986	CLM	Nicole Hayes	1939-04-16	—	7178720107	695 Apache Blvd, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24356	PRV	Arjun Ward	1980-04-04	—	3409287056	535 Willow Ct, Denver, CO, 80212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142402	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142401	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422941	CLM	Arthur Peterson	1953-09-02	UHC-63949-28	5786154081	4424 Central Ave, San Antonio, TX, 78276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26924	PRV	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-23704	PRV	Robert Dixon	2000-10-05	—	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-59896	TPA	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108236	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-108235	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
TPA-55427	TPA	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106505	ENR	Amy B McDonald	1991-08-25	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404484	CLM	Henry Anedrson	1953-11-06	—	—	5226 Washington St, Charlotte, NC, 28246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more

8,263 rows, page 93 of 166Previous Next