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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57821	TPA	Brenda Santiago	1995-01-10	—	5637327961	7882 Washington St, Glendale, AZ, 85377	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-419048	CLM	David Yang	1991-09-02	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-139714	ENR	Albert I Lynch	—	UHC-43210-65	—	3732 Sage Ct, Denver, CO, 80275	0.56	Date of birth unreadable State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-419422	CLM	Sharon Sanchez	1996-03-09	UHC-45305-19	—	6949 Canyon Rd, Tempe, AZ, 85271	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-404140	CLM	Willie Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Placeholder values cleared
CLM-404098	CLM	VirginiaJunk	1981-04-11	—	—	8224 Maple Ave Apt 17, Fresno, CA, 93751	0.56	Unit split from street Gender normalised Placeholder values cleared No usable name (quarantined)
TPA-55510	TPA	Henry Pierce	2007-07-20	—	—	6795 Park Pl # 146, Plano, TX, 75007	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
CLM-403253	CLM	Harold V Ford	1948-12-14	UHC-03013-33	—	7988 Mesa Dr # 691, Miami, FL	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
ENR-116390	ENR	Denise Daniels	1958-09-09	UHC-62235-28	—	6821 Meadow Ln, Dallas, TX, 75235	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared
ENR-116154	ENR	James E Watkins	—	UHC-32087-19	5792920257	4317 Union St, Tucson, AZ	0.56	Date of birth missing State name converted to code ZIP missing Placeholder values cleared
ENR-112600	ENR	Andrew L Bennett	1959-07-03	UHC-25240-08	3412037316	7139 Grand Ave, Denver, CO	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-60422	TPA	Santiago Price	1978-05-09	UHC-98266-18	2632983584	8949 Mesa Dr Apt 27, Houston, TX, 77059	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-56474	TPA	Wei Dunn	1946-05-02	—	—	6309 Lincoln Way # 257, Plano, TX, 75041	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
TPA-60423	TPA	Sharon Romero	2008-11-02	—	4672269397	633 Park Pl, Orlando, FL, 32897	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-109937	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-109938	ENR	Alice I Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd, Tampa, FL, 33640	0.56	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-60143	TPA	Amber Watkins	1976-10-16	—	—	9383 Baseline Rd, Tempe, AZ	0.56	Name split from “Last, First”Two-digit birth year ZIP missing Placeholder values cleared
TPA-55295	TPA	Adam I Howell	—	—	—	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
CLM-429573	CLM	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 10, Mesa, AZ, 85280	0.56	Unit split from street ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-413520	CLM	Fatima R Cole	—	UHC-66662-64	—	675 Grand Ave, Phoenix, AZ, 85095	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Placeholder values cleared
TPA-57805	TPA	Janice Tucker	2005-12-03	—	—	1178 Palm Dr, Sacramento, CA, 95825	0.56	State name converted to code ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-140374	ENR	Grace Myers	1966-04-16	UHC-71788-53	4392750670	2819 Canyon Rd, Eden Prairie, MN, 55353	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-51584	TPA	Evelyn Ray	1941-10-09	—	2313290812	1967 Camelback Rd, Eden Prairie, MN, 55330	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-100944	ENR	Ethan Vargas	1950-02-18	UHC-32789-06	—	6425 Highland Ave Apt 3, Phoenix, AZ, 85005	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
CLM-415093	CLM	Julie Flores	1949-03-17	UHC-51387-50	8248847687	7740 Highland Ave, Gilbert, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-57881	TPA	Kelly Park	2003-01-04	UHC-31870-54	2154662801	4154 Apache Blvd, Las Vegas, NV, 89132	0.56	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
TPA-59866	TPA	George Riley	1959-08-20	—	—	1602 Elm St # 416, San Antonio, TX	0.56	Two-digit birth year Unit split from street ZIP missing Placeholder values cleared
TPA-53568	TPA	Tylre S Alvarez	—	UHC-06222-12	7976380868	9548 Mountain View Dr # 419, Mesa, AZ, 85242	0.56	Date of birth missing Unit split from street Gender normalised Placeholder values cleared
CLM-405686	CLM	Jerry Lynch	1978-12-27	UHC-81730-62	—	5218 Broadway Apt 32, Miami, FL, 33112	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-121662	ENR	Judith Obrien	1942-09-19	UHC-60232-99	5109820373	3631 Highland Ave, Tempe, AZ, 85233	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-24645	PRV	Elijah Gordon	1978-11-12	—	8569301356	2459 Bayshore Dr, Atlanta, GA, 30359	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-50523	TPA	Amy Gonzalez	2008-11-09	—	—	492 Bayshore Dr, Glendale, AZ, 85309	0.56	Name split from “Last, First”Phone missing area code ZIP+4 trimmed Placeholder values cleared
CLM-423308	CLM	Justin S Tucker	1968-12-26	—	—	7759 Forest Ave, Denver, CO, 80231	0.56	Two-digit birth year State name converted to code Gender normalised Placeholder values cleared
TPA-59016	TPA	Nicole George	2006-06-12	—	—	5730 Sunset Blvd # 529, Austin, TX, 78750	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
ENR-138297	ENR	Sara Q Gutierrez	1954-04-09	UHC-54998-45	9379277443	8912 Baseline Rd, Orlando, FL	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
TPA-57507	TPA	Gerald Hamilton	1986-10-02	—	—	6006 Spring St Apt 21, San Antonio, TX, 78237	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-136374	ENR	Terry Ellis	—	UHC-09830-87	—	2093 Indian School Rd, Chandler, AZ, 85228	0.56	Date of birth missing Phone missing area code ZIP+4 trimmed Placeholder values cleared
TPA-55639	TPA	Danielle Jordan	1998-12-05	—	—	5513 Market St Apt 18, Phoenix, AZ, 85087	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
TPA-52643	TPA	Nick X Gonzales	1999-02-28	—	—	3035 Harbor Blvd, Glendale, AZ, 85333	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
ENR-112531	ENR	Valentina Rios	1989-10-21	UHC-36880-73	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-423801	CLM	Doris P King	1976-07-06	UHC-76651-46	—	1377 Indian School Rd, Tampa, FL	0.56	Two-digit birth year State name converted to code ZIP missing Placeholder values cleared
CLM-417598	CLM	Jason Garrett	1978-04-08	UHC-04664-80	—	7286 Baseline Rd, Phoenix, AZ, 85081	0.56	Two-digit birth year Phone missing area code Gender normalised Placeholder values cleared
ENR-106371	ENR	Willie H Greene	1988-07-26	UHC-19975-59	5682204172	8894 Union St, Charlotte, NC	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133294	ENR	Jeffrey E Myers	1943-12-10	UHC-57569-28	7898148784	2112 Forest Ave, Tampa, FL, 33669	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-108576	ENR	Abigail Jacckson	1970-06-20	UHC-80175-96	6857451899	2843 Bayshore Dr, Chandler, AZ, 85292	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127840	ENR	Christian B Buttler	1982-04-27	UHC-45946-22	2716317792	9899 River Rd, Glendale, AZ, 85372	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-112160	ENR	Abigail I Graham	1955-08-18	UHC-59485-94	8056929204	8863 Ocean Ave, Dallas, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427769	CLM	Madison Obrien	1943-10-16	UHC-27298-84	9333446784	7820 Palm Dr, Nashville, TN, 37261	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115440	ENR	Anna O Edwards	2007-08-12	UHC-96929-21	5888661153	4080 Palm Dr, Tucson, AZ, 85782	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-59623	TPA	Terry Powell	1971-06-24	UHC-79657-29	2657634139	3918 Maple Ave, Austin, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

71,257 rows, page 146 of 1,426Previous Next