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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63412	TPA	Michael Wilson	1955-10-15	—	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
TPA-58844	TPA	Samuel Alvarez	1939-10-18	—	—	7856 Highland Ave, Columbus, OH, 43282	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-119857	ENR	James Franklin	1944-05-27	UHC-76216-09	—	4677 Harbor Blvd, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-106475	ENR	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr, Gilbert, AZ, 85216	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-120534	ENR	Jeffrey O Marquez	1980-10-08	UHC-29336-09	—	6346 Camelback Rd, Dallas, TX, 75262	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-132981	ENR	Matthews P Jose	1956-05-12	UHC-29708-26	—	2912 Hillcrest Rd, Nashville, TN, 37210	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-130363	ENR	Ana Nunez	2003-12-07	UHC-27580-31	—	183 Main St, Orlando, FL, 32840	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-115067	ENR	Marcus Armstrong	1950-08-07	UHC-75536-35	—	1828 Market St, Sacramento, CA, 95852	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-135082	ENR	Stephanie Spenker	1964-01-02	UHC-20596-65	—	1002 Willow Ct, Seattle, WA, 98135	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-62484	TPA	Gary Herrera	1938-11-17	UHC-69117-24	—	589 Mountain View Dr, Plano, TX, 75017	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-405592	CLM	Rachel Hansen	1985-08-15	—	—	2713 Sunset Blvd, Gilbert, AZ, 85244	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20943	PRV	Brenda Robertson	1943-11-07	—	—	8721 River Rd, Minneapolis, MN, 55402	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136584	ENR	Charles F Sims	1988-03-08	UHC-42845-48	—	1382 Sunset Blvd, Tampa, FL, 33692	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-135121	ENR	Lauren Woods	1978-03-14	UHC-04222-70	—	2095 Forest Ave Apt 33, Miami, FL, 33108	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-133974	ENR	Christina F Jacobs	1961-08-11	UHC-68007-46	—	2890 Central Ave, Fresno, CA, 93736	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-23615	PRV	Megan Rivera	1959-08-21	—	—	1707 Baseline Rd, Mesa, AZ, 85204	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20535	PRV	Russell Z Watkins	1990-08-22	—	—	8736 Bayshore Dr, Las Vegas, NV, 89104	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-141210	ENR	Kimberly Vega	1953-09-03	UHC-56666-04	—	1325 River Rd, Charlotte, NC, 28230	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103290	ENR	Kathryn V Medina	1976-07-04	—	—	6971 Meadow Ln, Eden Prairie, MN, 55307	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
CLM-403472	CLM	Andrea K Scott	1947-02-12	UHC-70977-09	—	4760 Mesa Dr, Glendale, AZ, 85348	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-135188	ENR	Richard B Nelson	1997-12-14	UHC-09848-35	—	4440 Jefferson Ave, Atlanta, GA, 30327	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-111566	ENR	Amy I Young	1955-08-07	UHC-60553-01	—	1598 Pine Dr, Tucson, AZ, 85784	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107149	ENR	Johnny M Snyder	1949-04-10	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107441	ENR	Brenda Harris	1985-10-08	UHC-30691-44	—	654 Bayshore Dr, Dallas, TX, 75259	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-131690	ENR	Wayne G Matthews	1955-07-24	UHC-04950-49	—	3815 Highland Ave, Charlotte, NC, 28263	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-101707	ENR	Lawrence Y Richards	1986-06-18	UHC-78501-16	—	7142 Ocean Ave, Gilbert, AZ, 85216	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130598	ENR	Austin Schmidt	1965-03-26	UHC-21559-49	—	3939 Jefferson Ave, Minneapolis, MN, 55458	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-430970	CLM	Sharon Webb	1974-10-26	UHC-86487-27	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-118170	ENR	Anna Ellis	1967-11-23	UHC-86115-09	—	4372 Lake View Rd # 783, Sacramento, CA, 95841	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-139061	ENR	Walter Carlson	1963-02-09	UHC-65562-09	—	8108 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-142199	ENR	Dorothy J Olson	1943-05-24	UHC-01013-65	—	8210 Indian School Rd, Columbus, OH, 43285	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-63781	TPA	Arthur Torres	1997-05-08	—	—	9054 Highland Ave, Phoenix, AZ, 85018	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-102548	ENR	Bobby C Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
ENR-121317	ENR	Andrea Graham	1987-08-01	UHC-05639-13	—	1666 Spring St, Glendale, AZ, 85347	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-422108	CLM	Megan Park	1948-12-04	—	—	3187 Maple Ave, Seattle, WA, 98184	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-101939	ENR	Marc F Mendez	1998-01-10	UHC-43400-14	—	878 Camelback Rd, Chandler, AZ, 85287	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
TPA-60607	TPA	Betty Murphy	1985-11-02	—	—	198 Bayshore Dr, Las Vegas, NV, 89134	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-101703	ENR	Helen K Morris	2002-02-12	UHC-24513-24	—	2782 Park Pl, Denver, CO, 80293	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24805	PRV	Carlos Ryan	1989-06-02	—	—	814 Meadow Ln, Mesa, AZ, 85290	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-423100	CLM	Arthur Jimenez	2001-02-01	UHC-75581-43	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126675	ENR	Christian Y Lopez	1953-01-23	UHC-33964-60	—	2080 Ocean Ave, Las Vegas, NV, 89141	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
CLM-427082	CLM	Sofia Andrews	1996-02-17	UHC-65628-97	—	377 Spring St, Charlotte, NC, 28218	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134721	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	—	9844 Desert Sky Blvd, Glendale, AZ, 85362	0.64	Name re-cased Phone missing area code City re-cased Email lower-cased+2 more
ENR-106025	ENR	Michael Henry	1990-05-07	UHC-07836-36	—	6130 Mountain View Dr, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-112831	ENR	Aaron Lee	1997-12-14	UHC-61672-34	—	9253 Spring St, Tucson, AZ, 85748	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-410751	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St, Mesa, AZ, 85283	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128558	ENR	Ralph R Romero	1992-11-24	UHC-38184-87	—	2926 Central Ave, Atlanta, GA, 30322	0.64	Name re-cased Phone missing area code Gender normalised Plan code upper-cased+2 more
PRV-27110	PRV	Laura Mason	1977-10-26	UHC-86903-57	—	4702 Highland Ave, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP missing+2 more
PRV-23553	PRV	Adam Elliott	2008-10-01	UHC-40799-71	—	4898 Church St, Glendale, AZ, 85372	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more

2,021 rows, page 19 of 41Previous Next