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 “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-104154	ENR	Ann Simmons	1954-09-13	UHC-19311-66	3154372695	3060 Market St, Glendale, AZ, 85394	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131607	ENR	Madison Edwards	1995-01-13	UHC-69976-74	4356830530	7010 Meadow Ln, Charlotte, NC, 28277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101952	ENR	Jason Li	1970-05-16	UHC-97033-03	2478409639	8580 Lincoln Way, Phoenix, AZ, 85041	0.60	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
CLM-424211	CLM	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137492	ENR	Zachary O Greene	1944-01-17	—	5744261458	7572 Baseline Rd, Austin, TX, 78718	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132983	ENR	Denis R Griffin	1989-11-22	UHC-11850-53	—	4985 Valley View Dr, Phoenix, AZ, 85022	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-141557	ENR	Thomas Castillo	1972-11-12	UHC-88761-59	8434276876	8253 Spring St, Tucson, AZ, 85770	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122228	ENR	Joshua G Watsun	1984-12-12	UHC-62896-70	3018601747	7627 Highland Ave, Chandler, AZ, 85204	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122229	ENR	Joshua G Watsun	1984-12-12	UHC-62896-70	3018601747	7627 Highland Ave, Chandler, AZ, 85204	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-61726	TPA	Janice Wong	2006-04-19	—	—	7523 Highland Ave, Nashville, TN, 37223	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-131604	ENR	Alan T Gray	1991-02-28	UHC-21586-54	8112811697	8700 Spring St, Las Vegas, NV, 89114	0.60	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
CLM-402214	CLM	Rebecca V Clark	2004-07-06	UHC-91106-06	3097028171	4900 Market St, San Antonio, TX, 78263	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128109	ENR	Juan Kelly	1945-10-24	UHC-12228-04	8963762803	2386 Central Ave, Phoenix, AZ, 85057	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54959	TPA	Patricia Kennedy	1991-09-17	—	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110481	ENR	Rachel L Bradley	1943-10-26	UHC-97573-46	4488784946	446 Central Ave, Dallas, TX, 75262	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426485	CLM	Jesse Freeman	2001-09-26	UHC-54492-80	—	3400 Grand Ave, Tucson, AZ, 85753	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-407039	CLM	Judith Mendez	1952-03-15	—	8339806245	4935 Pine Dr, Austin, TX, 78774	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104060	ENR	Wei X Bailey	1963-09-25	UHC-00260-68	3469124284	8300 Park Pl, Mesa, AZ, 85214	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127137	ENR	Teresa K Meyer	1943-03-14	UHC-07697-73	3503589022	2292 Canyon Rd, Los Angeles, CA, 90013	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137864	ENR	Stephen Schmidt	1939-11-16	UHC-90450-82	2389099766	8679 Grand Ave, Tampa, FL, 33668	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101623	ENR	Sara Y Bryant	2008-07-23	UHC-95119-03	8907536979	2128 Maple Ave, Jacksonville, FL, 32211	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135308	ENR	Mark I Hunt	1979-01-24	UHC-14722-67	8007595729	6380 Lake View Rd, Charlotte, NC, 28257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409981	CLM	Wei Bradley	1962-09-24	UHC-76357-55	—	2524 Baseline Rd, Columbus, OH, 43297	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-130773	ENR	Deborah A Hoffman	1955-12-20	UHC-58070-09	6522655625	551 Spring St, Chandler, AZ, 85202	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107150	ENR	Diana G Hannson	1989-01-07	UHC-23006-28	6684891550	2739 Hillcrest Rd, Fresno, CA, 93730	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27209	PRV	Kelly Munoz	1971-07-06	—	6109535292	997 Bayshore Dr, Tempe, AZ, 85247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112244	ENR	Lori Ells	2005-08-15	UHC-21885-66	8887633981	5821 Union St, Orlando, FL, 32879	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106092	ENR	Teresa Mendez	1987-06-26	UHC-99599-84	8074200818	4688 Willow Ct, Chandler, AZ, 85258	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424357	CLM	Julie Alexander	1996-01-22	UHC-03560-02	7983554718	6091 Highland Ave, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432735	CLM	Brenda X Graham	1982-08-16	UHC-82376-53	4212948431	8593 Sunset Blvd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111277	ENR	Yuki R Gibson	2005-09-19	UHC-16421-67	3084509405	4005 Main St, Glendale, AZ, 85346	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-402634	CLM	Emma Nguyen	1975-02-21	UHC-41432-67	3103037639	5278 Indian School Rd, Minneapolis, MN, 55449	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140822	ENR	Gary Daniels	2007-01-19	UHC-24336-40	4364137189	2076 Lincoln Way, Nashville, TN, 37261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108110	ENR	Camila M Webb	1977-10-18	UHC-57634-72	8864779404	4854 Bayshore Dr, Scottsdale, AZ, 85206	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23788	PRV	Anthony Lawson	1994-06-11	—	7758864925	4179 Sunset Blvd, Jacksonville, FL, 32288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26259	PRV	Brittany Mendez	1946-05-27	UHC-75234-10	9825017689	5701 Baseline Rd, Columbus, OH, 43234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120338	ENR	Helen X Bradley	1983-08-18	UHC-31370-36	7649095307	4064 Mesa Dr, Scottsdale, AZ, 85223	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59254	TPA	Jessica Carter	1977-08-02	UHC-74848-26	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139885	ENR	Maria R Greene	1981-03-10	UHC-79831-39	—	2309 Market St, Las Vegas, NV, 89167	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-125005	ENR	Douglas Scott	1972-11-23	UHC-87164-66	5747645660	4134 Jefferson Ave, Las Vegas, NV, 89168	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103501	ENR	Lucia L Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414906	CLM	Jose Edwards	1994-08-22	—	9314941398	6240 Elm St, Mesa, AZ, 85249	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28519	PRV	Carol Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-103829	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ, 85267	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139276	ENR	Danielle Austin	1971-08-11	UHC-75102-81	3442004802	8500 Canyon Rd, Minneapolis, MN, 55406	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-114109	ENR	Jacqueline Rice	1965-03-03	UHC-18053-04	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20296	PRV	Peter U Carter	1999-02-24	UHC-21483-29	5982547530	8215 Market St, Fresno, CA, 93755	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119492	ENR	Amber Gutierrez	2002-09-05	UHC-40564-33	9679222206	7696 River Rd, Tucson, AZ, 85766	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102349	ENR	Debra V White	1951-01-13	UHC-67594-75	—	7964 Valley View Dr, Minneapolis, MN, 55491	0.60	Name re-cased City re-cased State code upper-cased ZIP+4 trimmed+4 more
ENR-143002	ENR	Marcus H Fernandez	1997-10-04	UHC-69524-07	4979829474	1095 Hillcrest Rd, Tempe, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

8,263 rows, page 59 of 166Previous Next