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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27587	PRV	Eugene Freeman	1961-12-23	—	8543837439	5162 Lincoln Way, Scottsdale, AZ, 85251	0.66	Name split from “Last, First”City re-cased State code upper-cased Gender normalised+1 more
ENR-139836	ENR	Hiroshi Tran	1986-02-04	UHC-69597-53	2873701322	5710 Jefferson Ave, Tempe, AZ, 85226	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-108598	ENR	Diane F Ward	1997-09-08	UHC-11834-77	—	2021 Park Pl, Columbus, OH, 43292	0.66	Name split from “Last, First”Date of birth reformatted State code upper-cased Gender normalised+1 more
CLM-401516	CLM	Alice Le	1943-01-22	—	—	845 Bayshore Dr, Charlotte, NC	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401751	CLM	Agnela Fowler	1969-11-24	UHC-91761-70	—	1269 Sage Ct, Tempe, AZ, 85283	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411179	CLM	Jean Morrison	1942-01-18	—	8929707534	1239 Spring St, Tampa, FL, 33615	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
TPA-62310	TPA	Cheryl Wagner	1962-03-27	—	—	7207 Spring St, Dallas, TX, 75247	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-143005	ENR	Madison A Taylor	1976-11-16	UHC-93143-71	6983794310	2393 Canyon Rd, Gilbert, AZ, 85235	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23805	PRV	Jannet Gray	2003-04-10	—	—	1374 Spring St, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-26884	PRV	Joyce Clark	1949-01-21	UHC-03973-63	2748927201	9737 Sunset Blvd, Columbus, OH, 43279	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-101705	ENR	Carl X Le	1963-04-28	UHC-61492-71	3307599290	3325 Church St, Tempe, AZ, 85248	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124128	ENR	Frank A Phillpis	1966-04-13	UHC-90331-76	—	614 Valley View Dr, Miami, FL	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-127114	ENR	Alexis R Gilbert	1999-09-26	UHC-90693-78	9575972892	103 Park Pl, Nashville, TN, 37265	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
PRV-23571	PRV	Deborah Gilbert	1966-05-12	—	—	5353 Church St, Minneapolis, MN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-28589	PRV	Benjamin G Wright	1974-05-17	UHC-86998-36	3266584477	9599 Ocean Ave, Orlando, FL, 32824	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-132868	ENR	Brian H Franklin	1951-10-06	UHC-33533-77	6106088020	2149 Park Pl, Los Angeles, CA, 90057	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-126366	ENR	Terry Burns	1971-09-12	UHC-17911-64	7059912831	8343 Main St, Tampa, FL, 33601	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405783	CLM	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd # 667, Houston, TX, 77097	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-409528	CLM	Matthew Hanson	1944-12-11	—	2927607482	1870 Spring St, Glendale, AZ, 85325	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-102966	ENR	Charlotte V Matthews	2007-07-19	UHC-58416-57	—	9592 Harbor Blvd, Nashville, TN, 37273	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-29074	PRV	Brittany W Taylor	1941-05-07	—	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-142188	ENR	Kelly D Boyyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-137266	ENR	Sofia T Walker	1938-06-11	UHC-82632-05	6896354189	7867 Park Pl, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
CLM-418340	CLM	Doulgas Gomez	1989-08-20	UHC-25187-47	6899796529	1670 Ocean Ave, San Antonio, TX, 78242	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57186	TPA	Carol N Ross	1987-03-24	—	—	5318 Central Ave, Orlando, FL, 32845	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62478	TPA	Austin Wlch	1963-04-23	—	7728276325	278 Palm Dr, Gilbert, AZ, 85277	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-120210	ENR	Sara Y Carter	1968-05-03	UHC-10224-44	2378449565	8769 Cedar Ln, Gilbert, AZ, 85200	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-105845	ENR	Carol W Cunningham	1982-08-01	UHC-63509-20	9423164227	6317 Spring St, Orlando, FL, 32828	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51837	TPA	Wells Jonathan	1997-04-19	—	—	9341 Church St, Seattle, WA, 98160	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428709	CLM	Hiroshi Herrera	1979-01-23	—	4822735360	4577 Union St, Plano, TX, 75018	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
TPA-50919	TPA	Benjamin Cruz	2007-06-05	—	—	3939 Pine Dr, Jacksonville, FL, 32265	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117084	ENR	Julie M Armstrong	1995-02-28	UHC-49553-83	3706638063	1904 Sunset Blvd, Chandler, AZ, 85239	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101542	ENR	Fatima Davis	1997-04-15	UHC-77945-54	9334228741	35 Cedar Ln, Chandler, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-26892	PRV	Amber Lawrence	1978-04-18	UHC-53728-11	8084888038	1461 Bayshore Dr, Fresno, CA, 93794	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-402095	CLM	Natalie Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63028	TPA	Megan Elliott	1999-03-18	—	—	2593 Harbor Blvd, Orlando, FL, 32822	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-413956	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	—	—	0.66	Phone missing area code Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-24746	PRV	Patrick Fisher	—	—	7773295953	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-431566	CLM	Lawrence J Davis	1987-06-12	—	—	9021 Highland Ave, Plano, TX, 75027	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63410	TPA	Maria Greene	1918-03-10	—	—	2309 Market St, Las Vegas, NV, 89167	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114016	ENR	Melissa Y Turner	1969-05-07	UHC-27635-81	7193376210	1906 Jefferson Ave, Seattle, WA, 98147	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421596	CLM	Terry L Li	1965-05-07	—	4623377466	8628 Oak St, San Antonio, TX, 78245	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124786	ENR	Dot J Hughes	1980-03-27	UHC-92550-82	7649083664	7079 Main St, Atlanta, GA, 30332	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119279	ENR	Danielle Q Rios	1981-12-04	UHC-80470-70	8149148888	943 Oak St, Los Angeles, CA, 90076	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406217	CLM	Frank Armsrong	1977-11-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429619	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-429618	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-416768	CLM	Samuel H Montgomery	1946-10-24	UHC-58307-57	—	1004 Pine Dr, Sacramento, CA, 95879	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416246	CLM	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-113391	ENR	Christine Morales	2007-01-19	UHC-18121-75	—	9879 Lincoln Way, Fresno, CA, 93702	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 187 of 337Previous Next