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
TPA-61504	TPA	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr, Scottsdale, AZ, 85245	0.40	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
TPA-61970	TPA	Arjun P Morrison	—	—	8665169842	2175 Camelback Rd Apt 32, Austin, TX, 78735	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407461	CLM	Carolyn M Palmer	—	—	—	1182 Apache Blvd, Orlando, FL, 32886	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416413	CLM	Nancy I Sandoval	1983-11-03	UHC-95939-67	9558260487	2398 Desert Sky Blvd, Scottsdale, AZ, 85284	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103170	ENR	Peter E Roberts	1988-04-11	UHC-41456-86	4076290973	7569 Church St, Scottsdale, AZ, 85253	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114084	ENR	Walter D Parker	1996-06-10	UHC-95006-08	2337840073	1424 Meadow Ln, Orlando, FL, 32829	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-52980	TPA	Jacqueline Burke	1994-12-08	—	—	904 Baseline Rd Apt 33, Tucson, AZ, 85702	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-123869	ENR	Raymond X Patel	1983-07-14	UHC-58315-24	7317853236	5018 Broadway Apt 7, Dallas, TX, 75201	0.42	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
ENR-138224	ENR	Elizabeth U Olson	1946-11-20	UHC-70010-46	5755586667	6038 Grand Ave, Dallas, TX, 75221	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105872	ENR	Priya Dixon	1998-08-21	UHC-42866-51	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.42	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-409599	CLM	Debra J Olson	1973-11-04	—	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.42	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
ENR-112340	ENR	Matthew Alexander	—	UHC-01927-67	9689438789	8271 Mountain View Dr, Glendale, AZ, 85328	0.42	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-112594	ENR	Megan M Simpson	1996-02-28	UHC-32074-70	—	9117 Market St Apt 30, Los Angeles, CA, 90091	0.42	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136020	ENR	MJunk	2002-07-06	—	5888856497	2512 Pine Dr, Phoenix, AZ, 85039	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-53704	TPA	Jason Davis	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ, 85288	0.42	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-104573	ENR	Kevin S Espinoza	1957-12-15	UHC-95455-88	4133163222	5811 Union St, Denver, CO, 80216	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404291	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.42	Name split from “Last, First”SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-139821	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-139822	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-133650	ENR	Albert Freeman	1967-11-21	UHC-38009-44	5953976960	587 Willow Ct, Nashville, TN, 37240	0.42	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137705	ENR	Greg V Luna	1966-07-21	UHC-06652-38	—	1761 Canyon Rd, Phoenix, AZ, 85020	0.42	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-108796	ENR	Charlotte Perry	1999-02-08	UHC-98299-40	2319123024	5053 Jefferson Ave, Las Vegas, NV, 89167	0.42	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406926	CLM	Jose K Medina	—	UHC-85752-84	—	4922 Sunset Blvd, San Diego, CA, 92110	0.42	Name split from “Last, First”Date of birth missing ZIP+4 trimmed Gender normalised+1 more
PRV-26115	PRV	Donna Burns	1948-08-23	UHC-39950-67	3666538883	4001 Meadow Ln, Scottsdale, AZ, 85223	0.42	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-105815	ENR	Bradley V Marquez	2003-05-02	UHC-30238-54	7013052868	7375 Lake View Rd, Chandler, AZ, 85254	0.42	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-428685	CLM	Cynthia V Fuller	1974-01-03	—	—	2479 Park Pl Apt 3, Charlotte, NC, 28299	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
CLM-426209	CLM	Zachary Schultz	1966-05-06	UHC-17530-09	—	9272 River Rd, Seattle, WA, 98170	0.42	Name split from “Last, First”State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-139687	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ, 85793	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117361	ENR	Virginia Warren	2000-10-18	UHC-49628-15	2276978271	6360 Ridge Rd, San Antonio, TX, 78229	0.44	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+6 more
CLM-431824	CLM	Tyler D Garza	1981-11-03	UHC-04182-51	—	4587 Maple Ave # 722, San Antonio, TX, 78207	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
CLM-425458	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr Apt 7, Denver, CO, 80204	0.44	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+6 more
CLM-408907	CLM	Gerald Maldonado	1995-11-12	UHC-91427-57	—	1415 Indian School Rd, Las Vegas, NV, 89111	0.44	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+6 more
PRV-28193	PRV	Jeffrey Nelson	1962-10-20	UHC-95285-40	3324379864	1426 Camelback Rd, Sacramento, CA, 95828	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-50201	TPA	Christina U Holmes	1943-10-03	—	2219124993	1045 Indian School Rd, Houston, TX, 77090	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-112788	ENR	Helen Ward	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.44	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-113563	ENR	Bruce C Morris	1986-01-18	UHC-33350-17	7646439587	6865 Mesa Dr, Gilbert, AZ, 85258	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-29575	PRV	Maria Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-402488	CLM	Susan Bell	1980-04-10	UHC-59959-19	2658995802	6313 Jefferson Ave, Los Angeles, CA, 90023	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-113072	ENR	Kathleen O Williamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-129338	ENR	Bruce I Dean	1983-05-07	UHC-92761-61	4503754132	1899 Oak St, Houston, TX, 77033	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-27018	PRV	Benjamin Cox	1983-03-07	UHC-68145-78	4019548847	2173 Main St, San Antonio, TX, 78230	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-50089	TPA	Mike Dunn	2006-08-16	—	5549773334	7975 Church St, Glendale, AZ, 85329	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-105153	ENR	Timothy H Rivera	1946-03-08	UHC-26841-12	9212725890	5323 Canyon Rd, Scottsdale, AZ, 85236	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-135864	ENR	Emily C Dominguez	1985-10-01	UHC-30743-93	5233103106	4578 Pine Dr, Jacksonville, FL, 32253	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-27343	PRV	Kelly Burton	1980-10-12	UHC-06398-61	7674587524	9072 Park Pl, Dallas, TX, 75217	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
PRV-28219	PRV	Deborah Ray	1944-02-03	UHC-55168-60	7986907373	596 Indian School Rd, Sacramento, CA, 95884	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-127264	ENR	Carol X Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd, Minneapolis, MN, 55427	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
CLM-410506	CLM	Joyce Roberts	2007-01-12	UHC-91571-60	3377074840	2751 Jefferson Ave, Los Angeles, CA, 90046	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-406590	CLM	Mateo Castro	1969-09-04	—	6102596581	8933 Bayshore Dr, Mesa, AZ, 85278	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more

8,263 rows, page 13 of 166Previous Next