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
CLM-422493	CLM	Christian Peterson	1969-06-14	UHC-46520-71	—	2683 Indian School Rd, Eden Prairie, MN, 55358	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427991	CLM	Janice Kennedy	1948-03-14	—	5265523510	7102 Union St, Denver, CO, 80248	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28613	PRV	Beverly Ortega	1950-07-16	UHC-09931-26	5759757794	830 Bayshore Dr, Dallas, TX, 75209	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406317	CLM	Bobby Jimenez	1963-03-15	—	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-407774	CLM	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-132339	ENR	Kelly C Adams	1950-05-01	UHC-47571-61	—	197 Bayshore Dr, Charlotte, NC, 28264	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431064	CLM	Kathleen Jacobs	—	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-142017	ENR	Chris B Brown	1945-11-26	UHC-23351-30	7459882551	4211 Camelback Rd, Jacksonville, FL, 32298	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106529	ENR	Arthur P Harvey	1968-01-28	UHC-03671-48	4569435045	5009 Desert Sky Blvd, Las Vegas, NV, 89143	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129158	ENR	Young B Adam	1992-07-07	UHC-88914-95	3644259702	9456 Mesa Dr, Tempe, AZ, 85277	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103855	ENR	Danielle Fowler	1969-03-10	UHC-87669-87	5355040582	372 Ridge Rd, Las Vegas, NV, 89192	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50515	TPA	Joe Crawford	1977-07-08	—	—	1032 Sunset Blvd, Denver, CO, 80218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59271	TPA	Elizabeth Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413633	CLM	Roger Guzman	1991-11-22	UHC-24096-79	—	7777 Baseline Rd, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104096	ENR	Carolyn Hawkins	1955-08-14	UHC-24623-34	6954978570	354 Sunset Blvd, Seattle, WA, 98105	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-410404	CLM	Debbie Smith	1955-02-11	UHC-06521-05	—	805 Market St, Plano, TX, 75081	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409563	CLM	Carolyn Berry	1961-03-20	UHC-09486-83	—	9798 Main St, Seattle, WA, 98142	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-104907	ENR	Nicole H Kelley	1961-04-04	UHC-85597-57	3414460761	4084 Central Ave, Plano, TX, 75074	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-119265	ENR	Evelyn Hunter	2000-05-17	UHC-44106-24	8538674372	5600 Mountain View Dr, Nashville, TN, 37210	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-136230	ENR	Kim I Carroll	2000-02-28	UHC-22468-57	2525262938	8978 Elm St, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-142037	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-142036	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-139272	ENR	Lawrence Rojas	1948-07-10	UHC-94431-48	4986509324	691 Palm Dr, Eden Prairie, MN, 55386	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407260	CLM	Lucia Woods	1976-07-17	—	8129798905	3667 Grand Ave, Jacksonville, FL, 32212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59631	TPA	Sara Tran	2003-09-20	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-418612	CLM	Douglas F Day	1946-08-13	UHC-15264-54	—	3209 Washington St, Orlando, FL, 32814	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51854	TPA	Gabreil Russell	1955-12-23	UHC-05189-61	—	4477 Washington St, Columbus, OH, 43258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127590	ENR	Adam McDonald	1986-08-22	UHC-42579-42	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-130735	ENR	Joe Salazar	1994-01-16	UHC-89970-58	8732759175	2559 Mountain View Dr, Dallas, TX, 75260	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24343	PRV	John Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-134403	ENR	Marcus K Matthews	1990-03-08	UHC-28870-27	8416307425	4840 Market St, Austin, TX, 78755	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-421572	CLM	Paamela Scott	2003-06-02	UHC-72353-94	3943944381	5921 Harbor Blvd, Tucson, AZ, 85761	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112109	ENR	Kelly Bailey	—	UHC-23343-92	3096353055	4951 River Rd, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-422627	CLM	Timothy Wheeler	1939-02-03	UHC-43507-18	—	3238 Jefferson Ave, San Antonio, TX, 78239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402083	CLM	Peter Walker	1985-04-18	UHC-17729-51	—	5541 Palm Dr, Glendale, AZ, 85386	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-420288	CLM	Catherine Wong	1986-10-01	UHC-29121-35	3306524165	5747 Grand Ave, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417368	CLM	Susan Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59628	TPA	Robert Wells	1998-08-26	—	—	6881 Ocean Ave, Nashville, TN, 37279	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56682	TPA	Gordon Joshua	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61614	TPA	Bobby Hnasen	1941-09-22	—	—	1878 Lake View Rd, Tampa, FL, 33662	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108185	ENR	Jessica C Mendez	1958-11-24	UHC-94335-21	2742227518	1455 Meadow Ln, Phoenix, AZ, 85016	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24249	PRV	Jordan Porter	2001-04-17	—	—	2631 Highland Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416555	CLM	Christine N Stewart	1946-01-03	UHC-62819-22	6954879216	—	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-135617	ENR	Susan F Owens	1941-08-12	UHC-37768-97	3195353887	3394 Sunset Blvd, Plano, TX, 75077	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-407676	CLM	Christine H Carpenter	1987-07-20	UHC-18449-39	5964267462	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-141078	ENR	Bryan Matthews	1968-09-15	UHC-03832-74	2997795244	5098 Lincoln Way Apt 39, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-413644	CLM	Lauren Hill	1970-11-09	—	—	7973 Park Pl, Denver, CO, 80283	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56422	TPA	Christopher Robertson	1969-07-26	—	6614027020	2940 Valley View Dr, Orlando, FL, 32822	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428002	CLM	Helen Garia	1973-01-28	—	9082605200	8801 Forest Ave, Fresno, CA, 93720	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121002	ENR	Richard Johnson	1989-11-10	UHC-34667-30	7603643693	7344 Willow Ct, Dallas, TX, 75227	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 116 of 200Previous Next