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
CLM-402945	CLM	Frances Bailey	1996-09-28	—	—	8364 Park Pl, Nashville, TN, 37226	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403073	CLM	Diego West	1962-07-26	—	—	3822 Baseline Rd, Dallas, TX, 75235	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-425974	CLM	Tyler Myers	1945-12-14	—	—	7937 River Rd # 960, Atlanta, GA, 30377	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-116465	ENR	Virginia Weber	1948-05-14	UHC-05448-55	9184819401	6931 Valley View Dr # 815, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-414048	CLM	Mason Le	1954-04-12	—	6057531126	1454 Camelback Rd Apt 7, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-425010	CLM	Dennis M Elliott	1944-08-12	UHC-36167-23	8989955409	2860 Ocean Ave, Eden Prairie, MN, 55387	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-109335	ENR	Sophia Diaz	1944-07-10	UHC-97392-72	—	5031 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone missing area code State code upper-cased+3 more
TPA-52533	TPA	Virginia Grant	1968-08-03	—	—	3062 Forest Ave, Columbus, OH, 43296	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-126265	ENR	Mateo S Diaz	1952-06-25	UHC-92907-25	5253721839	2968 Apache Blvd # 166, Houston, TX, 77085	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53817	TPA	Carlos Li	1979-07-08	—	—	8294 Grand Ave # 401, Jacksonville, FL, 32266	0.62	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-59201	TPA	Pamela Arnold	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-133622	ENR	Emily S Knight	1985-04-13	UHC-61707-51	4877676188	7278 Harbor Blvd, Jacksonville, FL, 32251	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58149	TPA	Julia Perkins	1945-03-26	—	—	5328 Washington St Apt 8, Tempe, AZ, 85269	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20169	PRV	Amy Husdon	1994-02-15	UHC-74527-15	8087278334	8671 Willow Ct, Denver, CO	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-404628	CLM	Evelyn Wilson	1962-02-16	UHC-19839-19	9375449977	9772 Forest Ave, Plano, TX	0.62	Two-digit birth year Phone reformatted State code upper-cased ZIP missing+3 more
CLM-428763	CLM	Elizabeth Roose	2006-10-22	UHC-27150-81	—	4365 Baseline Rd, San Antonio, TX, 78235	0.62	Name re-cased Phone missing area code City re-cased State code upper-cased+3 more
TPA-56045	TPA	Bradley Fowler	1996-12-25	—	—	9853 Lake View Rd, Gilbert, AZ, 85288	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106035	ENR	Kyle A Body	—	UHC-61947-79	7144915044	2932 Ocean Ave, Seattle, WA, 98191	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-109001	ENR	Emily S Carlson	1981-03-26	UHC-28564-35	6585376021	5795 River Rd, Houston, TX, 77013	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115872	ENR	Kelly Cook	1991-04-01	UHC-28787-18	—	7453 Canyon Rd, Mesa, AZ, 85275	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-51189	TPA	Jacob Evans	1971-07-14	—	—	2290 Spring St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-120164	ENR	Mary X Obrien	1954-01-26	UHC-23190-75	3846257917	1949 Main St, Tucson, AZ, 85756	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-423314	CLM	Mark Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107813	ENR	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
PRV-22166	PRV	Kiimberly White	—	UHC-64583-03	—	6560 Camelback Rd, San Antonio, TX, 78255	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-134531	ENR	Ahmed L Carter	1980-10-01	UHC-41172-79	8123256993	8000 Camelback Rd, Tampa, FL, 33691	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131321	ENR	Raymond Woods	1996-04-12	UHC-91976-08	2534897061	2178 Washington St Apt 38, Minneapolis, MN, 55497	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54710	TPA	Valentina R James	1958-11-14	UHC-20196-87	—	384 Market St # 914, Mesa, AZ, 85296	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126615	ENR	William K Delgado	1971-03-06	UHC-61903-22	4556056951	6558 Cedar Ln, Los Angeles, CA, 90055	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110445	ENR	Lori Palmer	1941-05-23	UHC-50311-07	3758917580	6310 Apache Blvd, Orlando, FL, 32873	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402436	CLM	Denise Perkins	1971-11-25	UHC-55403-36	—	5125 Oak St, Glendale, AZ, 85309	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400738	CLM	Shirley Bell	1971-11-04	—	7685891733	8891 Washington St, Houston, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-416198	CLM	Justin Jenkins	1957-12-15	UHC-35967-43	—	9632 Palm Dr, Scottsdale, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118378	ENR	Samuel Garcia	1939-05-05	UHC-53945-79	8707771596	8620 Meadow Ln, Seattle, WA, 98137	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404174	CLM	Steevn Little	1956-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-419714	CLM	Sean Morgan	2005-10-24	UHC-75819-92	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-410560	CLM	Thomas Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
ENR-102577	ENR	Jose Dixon	1941-09-18	UHC-71614-07	6022402723	4623 Camelback Rd, Charlotte, NC, 28219	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405526	CLM	Danielle Walsh	1984-02-04	—	9459986966	9278 River Rd, Columbus, OH, 43250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119856	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA, 93772	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-62411	TPA	John Santiago	1976-12-27	—	—	535 Canyon Rd, Glendale, AZ, 85361	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
ENR-117062	ENR	Jason R Lopez	1994-12-09	UHC-54594-32	5914259132	5705 Desert Sky Blvd, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64217	TPA	Raymond Maldonado	1969-10-23	—	—	4552 Market St, Columbus, OH, 43285	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-105903	ENR	Alexander Hart	1940-05-07	—	3612581682	8068 Park Pl, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-126703	ENR	Gregory Smith	1987-10-09	UHC-05181-14	4026604922	2142 Indian School Rd, Charlotte, NC, 28207	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-112395	ENR	Lori E Riley	1951-07-08	UHC-95872-02	8938240901	5708 Grand Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-109706	ENR	Suasn Padilla	1981-03-01	—	2138349397	2782 Central Ave, Seattle, WA, 98182	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-410900	CLM	Wayne Bennett	1949-04-19	UHC-21799-63	—	4620 Baseline Rd, Columbus, OH	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-133685	ENR	Carroll Q Bruce	1993-06-16	UHC-92589-72	—	550 Pine Dr, San Antonio, TX, 78283	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136061	ENR	Thomas Marshall	1961-04-01	UHC-23154-17	9035595318	7733 Cedar Ln, Eden Prairie, MN, 55377	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

4,010 rows, page 19 of 81Previous Next