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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113311	ENR	Peter F Brooks	1996-05-06	UHC-55560-09	8859686224	388 Highland Ave # 113, Sacramento, CA, 95832	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-118956	ENR	Julie W Ellis	1997-11-19	UHC-11000-88	8825647612	444 Baseline Rd, Charlotte, NC, 28247	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-110342	ENR	Keith P West	2003-12-22	UHC-45978-28	3428078814	7579 Camelback Rd Apt 23, Orlando, FL, 32860	0.66	Name re-cased Member ID reformatted Unit split from street Gender normalised+1 more
ENR-130511	ENR	Josh Contreras	1946-04-27	UHC-41464-28	8736181988	177 Cedar Ln, Tampa, FL, 33600	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-106709	ENR	Lauren N Thompson	1998-09-04	UHC-80523-37	3577152469	9221 Sunset Blvd, San Diego, CA, 92174	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135597	ENR	Mkie Y Castillo	1993-10-10	UHC-96541-82	3142586483	4631 Sage Ct, Denver, CO, 80276	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127181	ENR	Brian S Parker	1976-11-10	UHC-72365-12	—	6467 Camelback Rd, Plano, TX, 75098	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-425730	CLM	Brenda Rodriguez	1957-10-04	UHC-80980-57	—	4390 Baseline Rd, Tucson, AZ, 85738	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-405113	CLM	Nathan Soto	1986-07-23	UHC-40896-79	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-424132	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-424131	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-423150	CLM	Willie Washington	1952-03-19	UHC-96039-67	6058602454	893 Sunset Blvd Apt 21, Seattle, WA, 98147	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124642	ENR	Arthur Berrry	1956-05-15	UHC-33176-25	9887034935	8371 Sage Ct Apt 9, Charlotte, NC, 28200	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139393	ENR	Billy Q Medina	1980-05-23	UHC-03106-77	—	2742 Church St, Jacksonville, FL, 32293	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
ENR-120646	ENR	Brandon P Mason	1939-02-11	UHC-72913-09	2296444365	617 Elm St, Tucson, AZ, 85701	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408297	CLM	Alice R Mejia	1971-03-07	UHC-85205-05	2619044980	6999 Forest Ave, Jacksonville, FL, 32267	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
ENR-134235	ENR	Prriya Lpez	1944-05-10	UHC-42912-95	2216165141	1884 Palm Dr, Orlando, FL, 32865	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-23635	PRV	Denise Price	1939-12-27	UHC-27721-07	—	8071 Desert Sky Blvd, Seattle, WA, 98119	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400691	CLM	Charlote Bryant	1993-09-22	UHC-51096-97	—	4266 Union St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128182	ENR	Megan Hunter	1963-11-19	UHC-01444-72	8278949767	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
CLM-430141	CLM	Sandra Reynolds	—	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth unreadable Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-423119	CLM	Reed Barbara	1968-01-07	UHC-47110-21	—	3533 Ridge Rd, Miami, FL, 33180	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119671	ENR	Jose P Padilla	1955-01-14	UHC-81594-89	5785331507	2576 Elm St, Seattle, WA, 98141	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-135285	ENR	David J Ryan	1990-01-19	UHC-06040-57	7342478808	5979 Park Pl, Orlando, FL, 32832	0.66	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-127918	ENR	Jerry McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-419191	CLM	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136127	ENR	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ, 85026	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-408710	CLM	Virginia Le	1958-01-16	UHC-66102-15	—	4073 Forest Ave, Scottsdale, AZ, 85218	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-121216	ENR	Willie U Hansn	1995-03-20	UHC-50777-90	3374316747	8046 Maple Ave, Seattle, WA	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120233	ENR	Fatima G Hall	1965-03-14	UHC-67947-36	6783292593	8635 Jefferson Ave Apt 14, Chandler, AZ, 85258	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-126410	ENR	Isabella A Wallake	1955-09-12	UHC-49350-55	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-100844	ENR	Lauren N Spencer	1956-03-13	UHC-15892-51	2393257247	9516 Valley View Dr, Mesa, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-136972	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-118731	ENR	Ryan Q Duncan	1971-05-26	UHC-35024-48	4465996390	6813 Spring St, Scottsdale, AZ, 85230	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-27800	PRV	Gerald K Robertson	1945-09-20	UHC-52253-14	—	2789 Palm Dr, Phoenix, AZ	0.66	Two-digit birth year Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-130701	ENR	Dot Howard	1963-06-08	UHC-03790-63	4855146828	7140 Ridge Rd # 140, Atlanta, GA, 30317	0.66	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
ENR-139364	ENR	Mason O Hoffman	1975-10-25	UHC-12915-20	5824224581	4286 Ridge Rd, Minneapolis, MN, 55495	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117651	ENR	Santiago Tran	1983-11-27	UHC-38066-24	3007289467	549 River Rd, Austin, TX	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-431469	CLM	Kim Heather	—	UHC-33481-45	—	—	0.66	Name re-cased Date of birth unreadable Member ID reformatted Gender normalised+1 more
ENR-110231	ENR	Sophia J Bowman	—	UHC-12484-24	7946108740	6351 Willow Ct, Phoenix, AZ, 85015	0.66	Date of birth missing Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-413691	CLM	DianeJunk	1996-07-02	UHC-87387-07	6124357656	9757 Ridge Rd, Charlotte, NC, 28285	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417939	CLM	Janiice Greene	1986-08-15	UHC-32981-06	5937820515	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-103298	ENR	Andrew Cox	1987-11-22	UHC-53180-13	8562628295	830 Sunset Blvd Apt 18, Miami, FL, 33189	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
CLM-416924	CLM	Paul U Lawson	2005-04-09	UHC-29000-24	—	2360 Mesa Dr, Eden Prairie, MN, 55372	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-121477	ENR	Gabriel Carr	2007-02-14	UHC-50247-35	6693611473	2015 Jefferson Ave, Tempe, AZ	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-122960	ENR	Juan Chen	1982-01-27	UHC-72089-26	—	9807 Church St, Nashville, TN, 37266	0.66	Phone missing area code Member ID reformatted Gender normalised Plan code upper-cased+1 more
ENR-108998	ENR	Arthur L Bennett	1999-10-06	UHC-95087-14	2059529160	9341 Forest Ave, Dallas, TX, 75241	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108650	ENR	Ann Dunn	—	UHC-83785-92	4715513104	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Plan code upper-cased+1 more
CLM-409739	CLM	Scott U Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140949	ENR	John Austin	1939-07-15	UHC-44139-94	4877941078	6587 Bayshore Dr, Eden Prairie, MN, 55331	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more

7,723 rows, page 56 of 155Previous Next