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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118673	ENR	Patricia E Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116645	ENR	Diane Bell	1949-11-19	UHC-25158-87	—	2074 River Rd, Sacramento, CA, 95847	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-134870	ENR	Dennis Y Welch	1976-11-06	UHC-22288-82	5263276850	6453 Meadow Ln, Gilbert, AZ, 85207	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-102509	ENR	Janice Bradley	2008-04-14	UHC-98079-31	3248564541	4907 Desert Sky Blvd, Nashville, TN, 37239	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-115097	ENR	Maria Ortega	1993-07-22	—	6682629694	4961 Washington St, Eden Prairie, MN, 55322	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-140690	ENR	Jack Morris	1944-06-09	UHC-18132-82	—	9062 Forest Ave, Seattle, WA, 98182	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113091	ENR	Beverly Berry	1969-07-05	UHC-53754-93	2913874165	5607 Market St, Scottsdale, AZ, 85209	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-118201	ENR	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	857 Union St, Eden Prairie, MN, 55365	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-107728	ENR	Deborah L Ramos	1996-05-03	UHC-13452-14	6499736227	2747 Baseline Rd, Los Angeles, CA, 90008	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115326	ENR	Kayla L Ramos	1946-06-04	UHC-52631-69	4414144068	7515 Market St, Charlotte, NC, 28233	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108776	ENR	Linda Hayes	1996-03-20	UHC-23673-60	6888141660	4741 Mountain View Dr, Nashville, TN, 37265	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113269	ENR	Steven Nelson	1964-01-11	UHC-42830-85	5655606138	960 Apache Blvd, Chandler, AZ, 85211	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-133235	ENR	Craol Watkins	1997-02-06	UHC-60987-70	9778309618	7919 Broadway, San Antonio, TX, 78290	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-128423	ENR	Richard W Montgomery	1974-09-26	UHC-73151-29	4444215030	5204 Lincoln Way, Sacramento, CA, 95802	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-103473	ENR	Jennifer N Henry	1968-06-10	UHC-46109-60	2965849602	4536 Camelback Rd, Orlando, FL, 32843	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-134013	ENR	Abigail Y Little	1993-01-14	UHC-42650-56	9455861276	2172 Cedar Ln, Phoenix, AZ, 85026	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-101321	ENR	Terry I Wels	1948-08-06	UHC-54960-58	2874159000	8898 Jefferson Ave, Austin, TX, 78769	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-112514	ENR	Adam Garrett	1986-12-01	UHC-27878-40	8079311482	1633 Palm Dr, Los Angeles, CA, 90078	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-124287	ENR	Carolyn R Hunter	1944-06-06	UHC-52116-16	2953716845	2682 Willow Ct, Jacksonville, FL, 32284	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-112122	ENR	Braandon Q Lane	1947-09-08	UHC-57423-75	9649246918	581 Lincoln Way, Chandler, AZ, 85219	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129093	ENR	Brenda N Gray	1997-09-11	UHC-73513-52	3872289975	7684 Mesa Dr, Charlotte, NC, 28271	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136179	ENR	Russell L Duncan	1988-08-26	UHC-91639-14	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-136178	ENR	Russell L Duncan	1988-08-26	UHC-91639-14	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-131290	ENR	Paul H Rivera	1952-04-09	UHC-98525-45	4516979720	3936 Elm St, Mesa, AZ, 85283	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-101211	ENR	Chriztian I Wililamson	1974-08-05	UHC-01208-77	6646702564	3455 Oak St, Chandler, AZ, 85285	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-104981	ENR	Frank Bailey	1960-07-08	UHC-99304-17	8194378034	6013 Central Ave, Austin, TX, 78787	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-134941	ENR	Teresa P Park	2001-02-22	UHC-22256-78	6098848358	766 Highland Ave, Sacramento, CA, 95859	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130694	ENR	Aisha D Patterson	1988-02-14	UHC-02136-81	7075833705	2577 Meadow Ln, Phoenix, AZ, 85006	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112953	ENR	Melissa E Mitchell	1965-04-06	UHC-87084-73	8502780215	220 Broadway, Plano, TX, 75009	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-110665	ENR	Eugene Hughes	2008-02-10	UHC-05118-85	2222237078	2894 Camelback Rd, Plano, TX, 75005	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-107092	ENR	Emily Walker	1960-10-10	UHC-64069-02	8892267163	5286 Valley View Dr, Plano, TX, 75004	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129346	ENR	Hiroshi V Gonzales	1986-06-12	UHC-70398-64	2936217265	1483 Canyon Rd, Houston, TX, 77002	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140191	ENR	Jessica Smith	1991-08-28	UHC-10378-37	7944874284	25 Lincoln Way, Las Vegas, NV, 89107	0.78	Phone reformatted State code upper-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-126993	ENR	James Wright	1993-08-27	UHC-88515-11	6378552459	8840 Cedar Ln, Columbus, OH, 43225	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-112450	ENR	Luis West	1971-02-19	UHC-57737-68	7952276883	8772 Lincoln Way, Fresno, CA, 93714	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103304	ENR	Janet A Graham	1965-01-05	UHC-25913-64	2075643692	7239 Lincoln Way, Phoenix, AZ, 85034	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-113350	ENR	Gerald Baker	1975-10-17	UHC-70576-73	4334232401	1298 Lake View Rd, Glendale, AZ, 85373	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
ENR-142695	ENR	Paul A Morris	1987-08-17	UHC-21357-84	3974456187	9224 Sunset Blvd, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-100550	ENR	Aron U Harper	2008-11-02	UHC-06862-81	2896341496	3658 Market St, Scottsdale, AZ, 85237	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124360	ENR	Charlotte Elliott	1996-01-01	UHC-59612-34	4745120707	7422 Market St, Glendale, AZ, 85322	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-124359	ENR	Charlotte Elliott	1996-01-01	UHC-59612-34	4745120707	7422 Market St, Glendale, AZ, 85322	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-118098	ENR	Aaron Peters	1991-02-20	UHC-98021-03	5902791328	5895 Indian School Rd, Dallas, TX, 75265	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-100949	ENR	Mateo Q Duncan	1972-01-23	UHC-05875-18	8554731562	709 Central Ave, Chandler, AZ, 85283	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-133172	ENR	Mason Edwards	1998-08-27	UHC-10902-28	—	4767 Apache Blvd, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-138877	ENR	Helen Rios	1978-07-12	UHC-50612-80	7883054742	3643 Jefferson Ave, Denver, CO, 80225	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-132405	ENR	Charles W Reeid	1969-06-14	UHC-11944-53	3702182011	3202 Lincoln Way, Tempe, AZ, 85211	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107757	ENR	Kathryn L Harvey	1999-12-05	UHC-42616-47	6838017576	1314 Main St, Mesa, AZ, 85254	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-140546	ENR	Michelle F Henry	1947-05-10	UHC-04410-99	4043098227	7331 Grand Ave, Chandler, AZ, 85216	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106612	ENR	Alan Wagner	1970-03-01	UHC-75092-90	5055128445	6466 Broadway, Los Angeles, CA, 90063	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128131	ENR	Ahmed E Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.78	Name re-cased City re-cased ZIP+4 trimmed Plan code upper-cased+1 more

3,951 rows, page 68 of 80Previous Next