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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117963	ENR	Frank Austin	1964-07-03	UHC-35904-15	6456536564	93 Oak St, Austin, TX, 78751	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118988	ENR	Mei B Bradley	—	UHC-98883-33	—	3322 Palm Dr, Denver, CO, 80277	0.76	Name re-cased Date of birth missing City re-cased State code upper-cased+2 more
ENR-105959	ENR	RachelJunk	1954-08-12	UHC-44054-68	6135367989	2152 Oak St, Orlando, FL, 32871	0.76	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+2 more
ENR-114758	ENR	Kevin Mills	1976-08-28	UHC-48283-04	7234116514	8930 Mesa Dr, Orlando, FL, 32899	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23558	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23559	PRV	Sophia Murphy	1975-06-15	—	4433302133	7694 Pine Dr, Glendale, AZ, 85314	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24594	PRV	George Owens	1938-04-26	—	6016586517	491 Union St, Glendale, AZ, 85322	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-129572	ENR	Valentina Wong	1950-04-08	UHC-87911-51	5475147665	316 Pine Dr, Gilbert, AZ, 85240	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115474	ENR	Tyler V Welch	1965-03-01	UHC-94529-67	3354203089	2593 Spring St, Gilbert, AZ, 85256	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21277	PRV	Priya Dixon	1998-08-21	—	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124728	ENR	Donald H Burton	1973-02-10	UHC-51875-33	—	8911 Sunset Blvd, Houston, TX, 77089	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-120081	ENR	Betty Walsh	1988-09-04	UHC-06757-59	9128288778	3850 Maple Ave, Sacramento, CA, 95804	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63586	TPA	Brandon Edwards	1948-04-23	—	—	3531 Church St, Sacramento, CA, 95850	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138034	ENR	Nathan D Santiago	1943-12-11	UHC-27681-55	6238932190	2615 Lake View Rd, Tucson, AZ, 85779	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124383	ENR	Andrea I Riley	1985-08-11	UHC-52926-64	—	8513 Canyon Rd, Columbus, OH, 43263	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-419432	CLM	Bobby Stewart	1957-03-15	—	—	133 Indian School Rd, Eden Prairie, MN, 55392	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423412	CLM	Alexander Warren	2002-04-27	UHC-79134-14	5516451719	8072 Desert Sky Blvd, Columbus, OH, 43265	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112624	ENR	Mary Z Gibson	1980-06-11	UHC-16299-45	2223200158	1461 Canyon Rd, Scottsdale, AZ, 85212	0.76	Name re-cased Member ID reformatted City re-cased State code upper-cased+2 more
CLM-427519	CLM	Emma Diaz	1979-08-04	UHC-52882-72	—	3374 Spring St, Fresno, CA, 93773	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428533	CLM	Richard Tran	1938-07-21	—	—	7877 Oak St, Plano, TX, 75003	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20635	PRV	Ahmed Gutierrez	1938-05-12	—	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108782	ENR	Katherine M Jimenez	1997-01-27	UHC-63280-35	6118693960	3414 Market St, Denver, CO, 80291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419463	CLM	Gerald A Rios	1976-08-18	UHC-08945-22	4202731541	8925 Market St, Mesa, AZ, 85253	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-133775	ENR	Christina E Schmidt	1996-06-17	UHC-77684-45	9199326338	113 Highland Ave, Mesa, AZ, 85235	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-406355	CLM	Alexis Robinson	1959-01-05	—	9708331418	8248 Cedar Ln, Minneapolis, MN, 55433	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416086	CLM	Arjun Harris	1953-10-27	—	5147573995	777 Lake View Rd, Eden Prairie, MN, 55398	0.76	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
ENR-140966	ENR	Keith K Le	1976-05-14	UHC-57274-78	9249067795	7714 Sunset Blvd, San Antonio, TX, 78288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22537	PRV	Jack O Hudson	1999-01-25	—	7907161482	9203 Broadway, Miami, FL, 33199	0.76	Phone reformatted Address re-cased City re-cased State code upper-cased+2 more
TPA-62903	TPA	Ashley Hall	1959-07-24	UHC-37221-22	—	4977 Maple Ave, Los Angeles, CA, 90038	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138378	ENR	Alexander X Reed	1972-07-06	UHC-93940-21	2034337615	5002 Palm Dr, Nashville, TN, 37222	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126403	ENR	Olivia W Campbell	1987-09-15	UHC-44756-52	4178786273	4368 Cedar Ln, Los Angeles, CA, 90035	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427176	CLM	Heather Lawson	1940-09-25	UHC-14515-94	9736265703	5507 Sage Ct, Dallas, TX, 75268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131838	ENR	Pamela Hayes	1967-07-20	UHC-15386-32	9569671033	3336 Valley View Dr, Atlanta, GA	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-54400	TPA	Marcus Tucker	1964-12-03	—	—	2769 Sage Ct, San Antonio, TX, 78264	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404551	CLM	Patricia Gonzales	2002-07-18	—	—	5925 Cedar Ln, Minneapolis, MN, 55404	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-131130	ENR	Heather M Chavez	1947-10-03	UHC-48341-50	2995580953	698 Apache Blvd, Miami, FL, 33189	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-119828	ENR	Julia T Garcia	1989-03-14	UHC-18000-24	3863688391	5786 Elm St, Glendale, AZ, 85387	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118754	ENR	Chapman Adam	1985-07-19	UHC-28802-93	5739619826	8709 Sage Ct, Eden Prairie, MN, 55360	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431458	CLM	Nathan R Shaw	2003-08-10	UHC-44338-93	—	9411 Willow Ct, Miami, FL, 33164	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-114110	ENR	Wei U Estrada	1987-08-21	UHC-45426-98	3574269615	5179 Pine Dr, Los Angeles, CA, 90075	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
PRV-29357	PRV	Arthur Oliver	1972-07-19	—	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-402679	CLM	Jason McDonald	1948-12-03	UHC-32578-15	—	8405 Indian School Rd, Fresno, CA, 93735	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413242	CLM	Maria S Hayes	1942-03-28	UHC-47647-09	—	9089 Jefferson Ave, Minneapolis, MN, 55458	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-122645	ENR	Jesse Ward	1941-06-25	UHC-25709-59	7622487952	6078 Cedar Ln, Minneapolis, MN, 55471	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-410094	CLM	Emily Nguyen	2005-12-28	—	9036446652	2586 Indian School Rd, Sacramento, CA, 95836	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135879	ENR	Juaan Y Hughes	1994-10-24	UHC-86709-92	3206404193	9070 Bayshore Dr, Minneapolis, MN, 55486	0.76	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+2 more
CLM-431295	CLM	Ryan Burns	1994-12-15	—	—	2824 Canyon Rd Apt 8, Seattle, WA, 98104	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
PRV-26356	PRV	George X Robinson	1999-01-11	—	9589138536	4700 Highland Ave, Miami, FL, 33160	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23900	PRV	Jordan Alvarado	1984-03-12	—	4434067287	4827 Lake View Rd, Fresno, CA, 93725	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105120	ENR	Ryan K Harvey	1963-03-19	UHC-57985-21	3785115349	3813 Elm St, Fresno, CA, 93774	0.76	Phone reformatted State code upper-cased ZIP+4 trimmed Email lower-cased+2 more

4,010 rows, page 41 of 81Previous Next