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

Enrollment, 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
ENR-130932	ENR	Noah Weaver	2004-03-09	UHC-88070-27	5544641485	3816 River Rd, Scottsdale, AZ, 85207	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130338	ENR	Jennnifer M Long	1946-10-01	UHC-02743-88	5423726895	8751 Harbor Blvd, Minneapolis, MN, 55415	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-118092	ENR	Austin Nelson	1974-06-14	UHC-77457-34	4704537163	9886 Park Pl, Nashville, TN, 37261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118465	ENR	Thomas F Johnson	1987-06-12	UHC-39209-73	6676715244	2625 Main St, Minneapolis, MN, 55431	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131955	ENR	Angela F Wells	1985-07-25	UHC-29972-07	3067956585	2563 Pine Dr, Fresno, CA, 93715	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124482	ENR	Andrew Adams	—	UHC-92432-52	2154986250	5914 Forest Ave, Miami, FL, 33146	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-107024	ENR	Heather Jenkins	1987-09-23	UHC-39135-85	5478102192	9224 Union St, Orlando, FL, 32885	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123405	ENR	Albert P Hunt	2002-08-01	UHC-94956-82	7429366467	5402 Park Pl, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107637	ENR	Terry James	1977-02-05	UHC-30688-05	8332920171	851 Grand Ave, Denver, CO	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-141624	ENR	Donald Willis	2004-02-13	UHC-08578-09	8689676514	3463 Lincoln Way, Tucson, AZ, 85714	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-119720	ENR	Natalie Medina	1945-12-24	UHC-96777-36	9484023277	1410 Broadway, Tampa, FL, 33619	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-113961	ENR	Logan Myers	1982-04-28	UHC-72669-14	2996724058	7043 Pine Dr, Sacramento, CA, 95890	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-102043	ENR	John O Santiago	2005-10-04	UHC-76387-44	—	9707 Ridge Rd, Dallas, TX, 75202	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129735	ENR	Arjun J Carter	2008-02-04	UHC-69028-60	8855956045	2008 Market St, Charlotte, NC, 28246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-130270	ENR	Steevn Hudson	2002-04-11	UHC-23268-84	—	6164 Lake View Rd, Atlanta, GA, 30372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122359	ENR	Douglas D Howell	1959-05-10	UHC-59326-05	7455862120	275 Apache Blvd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-109319	ENR	Jason Tucker	1985-09-22	UHC-72667-92	3869232984	1292 River Rd, San Antonio, TX, 78273	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107396	ENR	Hiroshi J Kennedy	1998-09-26	UHC-09198-34	6214019670	4777 Ocean Ave, Nashville, TN, 37294	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109819	ENR	Alexander Diaz	1989-10-04	UHC-67481-57	4158570050	5065 Church St, Scottsdale, AZ, 85235	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-115813	ENR	Lauren Olson	1990-03-18	UHC-21681-25	6442761521	3523 Indian School Rd, Jacksonville, FL, 32260	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129611	ENR	Victoria Holmes	1989-02-28	UHC-76431-91	9028042155	1423 Oak St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-113902	ENR	Amy Armstrong	1986-06-04	UHC-47924-78	5062396600	8116 Cedar Ln Apt 28, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
ENR-126058	ENR	Kevin Gutierrez	1957-07-08	UHC-24241-23	4613801851	315 Harbor Blvd, Minneapolis, MN, 55408	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122342	ENR	Tyler Bell	1952-04-03	UHC-15801-13	9298344689	4712 Forest Ave Apt 17, Columbus, OH, 43291	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-127526	ENR	Betty U Wood	1993-01-15	UHC-43146-32	8075932787	2494 Lincoln Way, Miami, FL, 33112	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-115861	ENR	Julia W Lewis	1997-03-23	UHC-95120-24	3896493602	2160 Lake View Rd, San Antonio, TX, 78266	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112737	ENR	Kayla W Gray	1963-10-09	UHC-69276-35	6977496815	9706 Lake View Rd, Scottsdale, AZ, 85214	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
ENR-131424	ENR	Laura Q Jordan	1961-07-06	UHC-59863-10	9824877437	7326 Elm St, Phoenix, AZ, 85020	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108947	ENR	Carol Ross	1954-12-21	UHC-83134-19	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Email lower-cased+1 more
ENR-137196	ENR	Betty M Oliver	1971-09-12	UHC-97972-62	6322383388	7470 Church St, Denver, CO, 80258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-118242	ENR	Nathan V Green	1972-06-28	UHC-53617-90	8404193387	2215 Forest Ave, Houston, TX, 77052	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142534	ENR	Stephen Valdez	1975-03-18	UHC-30831-40	7747303736	3115 Park Pl, Denver, CO, 80251	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131109	ENR	Arthur Sims	1953-05-18	UHC-45701-84	4998883626	7908 Broadway, Charlotte, NC, 28208	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-132483	ENR	Janet D Coleman	1945-03-18	UHC-95375-49	6614833832	602 Park Pl, Austin, TX, 78702	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142471	ENR	Kally Valdez	2000-08-09	UHC-94661-95	3832552253	3063 Indian School Rd, Fresno, CA, 93734	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-105042	ENR	Keith B Jordan	1963-03-15	UHC-94244-68	4197367580	7093 Apache Blvd, Nashville, TN, 37267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-105218	ENR	Justin Knight	1998-02-03	UHC-81943-51	7134918314	2710 Cedar Ln, Charlotte, NC, 28272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103133	ENR	Helen F Griffin	1954-01-01	UHC-25193-40	2194205191	6756 Highland Ave, Austin, TX, 78711	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-122881	ENR	Mei D Dunn	1990-12-12	UHC-24848-39	7585611883	617 Apache Blvd, Austin, TX, 78722	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-141250	ENR	Charles Jacobs	2002-08-05	UHC-20686-10	4877499480	7898 Market St, Orlando, FL, 32822	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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
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
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
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

4,309 rows, page 54 of 87Previous Next