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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140280	ENR	Jessica V Wood	2004-05-24	UHC-42569-57	5596342608	3017 Camelback Rd, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108073	ENR	Emily Lopez	2004-08-12	UHC-26356-08	4127016275	3277 Forest Ave, Seattle, WA, 98153	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106341	ENR	Diego S Espinoza	1992-02-11	UHC-74540-68	4636196016	6172 Willow Ct, Houston, TX, 77062	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
TPA-63933	TPA	Mary Freeman	1989-10-16	—	—	2156 Highland Ave Apt 8, Sacramento, CA, 95892	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429987	CLM	Rymond Wood	1988-01-25	—	—	1485 Apache Blvd Apt 11, Glendale, AZ, 85381	0.38	Name split from “Last, First”SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-139262	ENR	Danielle E Young	2004-09-22	UHC-09608-97	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+3 more
TPA-54888	TPA	Kenneth Fuller	—	—	—	7076 Lake View Rd, Seattle, WA, 98176	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-119735	ENR	Amber T Berry	1995-05-11	UHC-99791-82	2294123039	5315 Palm Dr # 310, Atlanta, GA, 30369	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117581	ENR	Diego Bowman	1973-10-25	UHC-16501-76	9818540935	8183 Sunset Blvd, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted ZIP missing+3 more
ENR-100488	ENR	Philip W Cole	1991-03-27	UHC-87676-14	4138016940	4018 Highland Ave, Sacramento, CA, 95837	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-141206	ENR	Terry Tucker	1978-04-18	UHC-71283-35	7739769186	525 Meadow Ln, Minneapolis, MN, 55459	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422342	CLM	Dorothy Richards	1979-02-07	—	8163835314	987 Willow Ct, San Antonio, TX, 78280	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-56774	TPA	Hiroshi Gilbert	1958-01-09	—	—	1631 Sunset Blvd Apt 3, San Antonio, TX, 78207	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-425333	CLM	Teresa Y Davis	1962-01-25	UHC-40343-67	7034364160	2133 Lake View Rd, Orlando, FL, 32841	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-104139	ENR	Brenda R Estrada	1963-12-15	UHC-89999-03	—	8397 Canyon Rd, Tucson, AZ, 85738	0.38	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-109867	ENR	Deborah X Harvey	1986-10-11	UHC-95099-55	9614248710	8313 Market St, Tampa, FL, 33649	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400911	CLM	Carl Sandoval	1998-04-01	UHC-49946-01	—	1075 Elm St Apt 20, Plano, TX	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125427	ENR	Mason Cunningham	1994-06-09	UHC-61288-67	—	5701 Apache Blvd, San Diego, CA, 92112	0.38	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410426	CLM	Emma E Garza	—	UHC-80361-35	—	9103 Jefferson Ave, Seattle, WA, 98141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable City re-cased+3 more
ENR-135027	ENR	Sophia Mills	1991-10-20	UHC-74721-57	2272122450	1708 Union St, Los Angeles, CA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114897	ENR	Gabriel G Peterson	2006-07-26	UHC-69899-25	2474827394	3911 Lincoln Way, San Antonio, TX, 78257	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133270	ENR	Larry Mendoza	1992-09-08	UHC-14829-62	9434462190	2548 Willow Ct, Orlando, FL, 32809	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106710	ENR	Nicholas Cunningham	1958-02-02	UHC-50476-59	7022881707	4425 Hillcrest Rd, Orlando, FL, 32807	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-107209	ENR	Valentina B Duncan	1952-02-08	UHC-28239-76	3317667418	5220 Indian School Rd, Los Angeles, CA	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51181	TPA	Patrcik T Grant	1963-01-08	—	—	592 Apache Blvd, Atlanta, GA, 30372	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-103239	ENR	Priya N Phillips	1940-01-02	UHC-10701-47	7499608220	6123 Apache Blvd, Columbus, OH, 43243	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117703	ENR	Linda W Ortega	—	UHC-22191-27	5424309981	8401 Sunset Blvd, Dallas, TX, 75243	0.38	Name split from “Last, First”Middle initial moved out of first name Date of birth unreadable Phone reformatted+3 more
ENR-112918	ENR	Betty Martinez	1996-03-10	UHC-16621-19	7324930602	5975 Lake View Rd # 834, Jacksonville, FL, 32274	0.38	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
CLM-420249	CLM	Nathan Mendoza	1952-11-13	UHC-94958-64	8034525812	5711 Elm St, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126056	ENR	Alexander U Payne	2007-04-03	UHC-40615-86	2942080306	241 Ridge Rd, Tempe, AZ, 85223	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57027	TPA	Judith Mills	1943-05-28	—	3948150586	7674 Pine Dr, Denver, CO, 80205	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110328	ENR	Michael Gardner	1960-06-10	UHC-58642-84	8274025053	4736 Meadow Ln, Charlotte, NC, 28272	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110377	ENR	Kyle P Mason	1952-03-09	UHC-06799-94	8545593191	5448 Ocean Ave, Denver, CO, 80211	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61249	TPA	Theresa Gonzales	2007-09-28	—	—	3488 Lake View Rd Apt 33, Nashville, TN, 37222	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426262	CLM	Julia Calrson	1963-11-18	UHC-47137-69	—	4096 Central Ave, Gilbert, AZ, 85215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426263	CLM	Julia Calrson	1963-11-18	UHC-47137-69	—	4096 Central Ave, Gilbert, AZ, 85215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412128	CLM	Ruth Rose	2006-07-19	—	—	4493 Main St, Minneapolis, MN, 55492	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136909	ENR	Joseph Jimenez	—	UHC-63252-08	3127609582	9058 Camelback Rd, Tempe, AZ, 85244	0.40	Name split from “Last, First”Date of birth missing SSN last four extracted Street suffix standardised+2 more
ENR-115542	ENR	Roy A Parker	1998-01-16	UHC-22953-37	5226032479	5194 Cedar Ln, San Diego, CA, 92158	0.40	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Phone reformatted+2 more
ENR-106768	ENR	Chaarlotte Pierce	1952-11-13	UHC-17584-88	6294984862	6045 Meadow Ln, San Antonio, TX, 78265	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138265	ENR	Sarah E Contreras	1947-06-23	UHC-09556-30	9187846520	2116 Washington St # 543, San Antonio, TX, 78205	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-117674	ENR	Christopher H Perry	1989-12-01	UHC-52638-72	—	1905 Harbor Blvd, Sacramento, CA, 95893	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-402189	CLM	Theresa West	1982-03-22	UHC-07177-15	—	8304 Baseline Rd, San Diego, CA, 92131	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432413	CLM	Judy Henry	1987-05-03	UHC-61460-03	—	—	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted Gender normalised+2 more
ENR-113184	ENR	Charlotte G Larson	1991-02-27	UHC-18308-01	6169617997	7747 Pine Dr, Charlotte, NC, 28266	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-105424	ENR	Elijah F Reyes	—	UHC-97983-29	2064907061	9605 Valley View Dr, Fresno, CA	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-104130	ENR	Natalie James	1972-03-18	UHC-44696-09	7689467689	5951 Desert Sky Blvd, Scottsdale, AZ, 85237	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24012	PRV	Theresa A Cook	1987-01-13	—	4992485697	8803 Mountain View Dr # 687, Denver, CO, 80297	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407481	CLM	Steven G Ellis	1944-12-28	UHC-97673-76	4918030432	6255 Park Pl, Jacksonville, FL, 32272	0.40	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted SSN last four extracted+2 more
ENR-125118	ENR	Pat I Howard	1968-04-16	UHC-28807-93	—	9540 Ocean Ave Apt 24, Nashville, TN, 37265	0.40	Name split from “Last, First”SSN last four extracted Unit split from street ZIP+4 trimmed+2 more

9,980 rows, page 14 of 200Previous Next