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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111434	ENR	Logan Ford	1989-11-18	—	6797258774	1144 Meadow Ln Apt 9, Miami, FL, 33133	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142174	ENR	Jerry Day	1966-12-18	UHC-84480-65	7677674930	4362 Church St, Dallas, TX, 75245	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124718	ENR	Bobby W Rodriguez	1940-03-22	UHC-05374-77	—	9029 Main St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-111571	ENR	Vincent R Shaw	1984-04-27	UHC-60140-35	—	3323 Church St, Eden Prairie, MN, 55394	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101818	ENR	Jose S Warren	1969-01-19	UHC-42110-96	4806185878	2902 Oak St, Phoenix, AZ, 85095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132854	ENR	Marilyn Hunt	1941-12-14	UHC-10199-34	—	9381 Sunset Blvd, Las Vegas, NV, 89177	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-138351	ENR	Thomas Campbell	1945-08-21	UHC-19472-43	2504766586	1644 Highland Ave, Eden Prairie, MN, 55327	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-137952	ENR	Jean Stone	1995-11-17	UHC-26319-57	—	8896 Sunset Blvd, Tucson, AZ, 85711	0.64	Name re-cased Two-digit birth year Member ID reformatted State name converted to code+2 more
ENR-122148	ENR	Sophia Watkins	1947-12-21	UHC-75455-64	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-131315	ENR	Michelle F Martin	1980-04-09	UHC-00811-86	2556492722	4748 Central Ave, Jacksonville, FL, 32263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112345	ENR	Ralph Pierce	1962-10-19	UHC-49727-75	2063445570	7815 Desert Sky Blvd, Nashville, TN, 37251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115623	ENR	Steven H Ball	1993-04-22	UHC-14759-22	6572732518	3247 Elm St, Eden Prairie, MN, 55366	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115876	ENR	Daniel Palmer	1976-01-03	UHC-83334-25	—	5385 Broadway, Eden Prairie, MN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
ENR-119621	ENR	Roger Gomez	1968-03-18	UHC-41399-44	8817893079	2051 Cedar Ln, San Antonio, TX, 78262	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141403	ENR	Christina X Rios	1973-07-13	UHC-96267-36	7035855466	4772 Main St, San Antonio, TX	0.64	Phone reformatted SSN last four extracted City re-cased ZIP missing+2 more
ENR-124315	ENR	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133078	ENR	Carol Payne	1945-09-02	UHC-93089-53	3997799243	9850 Mountain View Dr, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110120	ENR	Melissa Richardson	1941-05-20	UHC-85811-37	7317631437	3090 Willow Ct, Charlotte, NC, 28201	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116044	ENR	Evelyn T Gonzales	1962-02-20	UHC-76218-22	—	942 Valley View Dr, San Antonio, TX, 78274	0.64	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113674	ENR	Chris James	1949-11-18	UHC-33225-10	7769818609	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-108312	ENR	Kayla P Dunn	1977-12-24	UHC-36255-45	8398823725	4401 Ridge Rd, Los Angeles, CA, 90082	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117673	ENR	Melissa G Palmer	1959-06-18	UHC-34264-24	7266902587	1888 Cedar Ln, Denver, CO, 80267	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-122393	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141585	ENR	Drew Q Marshall	—	UHC-95340-43	7443086912	6828 Meadow Ln, San Diego, CA, 92120	0.64	Date of birth missing Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-132492	ENR	Raymond Torrees	1938-10-14	UHC-47228-86	—	3104 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113991	ENR	Mateo Gordon	2000-03-20	UHC-32351-59	5628462515	9341 Ocean Ave, Scottsdale, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128268	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135894	ENR	Sophia Garrett	1981-08-05	UHC-49634-55	7502807067	85 Elm St, Charlotte, NC, 28212	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-118173	ENR	Dylan Lynch	1946-09-12	UHC-50578-24	8556854066	3680 Indian School Rd, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129727	ENR	Alex U Sims	1956-04-04	UHC-73870-63	8804560097	8247 Grand Ave, Columbus, OH, 43208	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103748	ENR	Peter Brooks	1965-09-18	UHC-56867-96	2474697906	2138 Union St Apt 6, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-106678	ENR	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd # 393, Mesa, AZ, 85264	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-115873	ENR	Keith R Ross	1996-07-22	UHC-52260-11	4175293226	7356 Maple Ave, Houston, TX, 77015	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139164	ENR	Carol Ruiz	2007-05-05	UHC-33407-76	4643752538	1381 Sunset Blvd # 734, Seattle, WA, 98107	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-132770	ENR	Amy Q Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-121268	ENR	Kim Powell	1978-12-05	UHC-84492-43	4835748222	2043 Spring St, Gilbert, AZ, 85205	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106724	ENR	Hannah U Burke	1957-05-28	UHC-89677-50	6138132791	3542 Bayshore Dr, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123364	ENR	Bryan S Simmons	1947-11-10	UHC-87202-79	—	67 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101495	ENR	Theresa J Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd Apt 19, Atlanta, GA, 30371	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102555	ENR	Walter Allen	1948-12-07	UHC-54700-81	7756458847	6101 Hillcrest Rd, Nashville, TN, 37294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-109492	ENR	Carlos Ruiz	2005-04-19	UHC-41536-90	4923701850	7823 Highland Ave, Fresno, CA, 93704	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-134738	ENR	Debra Reyes	1948-06-17	UHC-49126-41	9502768749	5057 Canyon Rd, Las Vegas, NV, 89162	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120776	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120777	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140856	ENR	Andrew M Herrera	2004-01-23	UHC-78655-68	—	3253 Palm Dr, Minneapolis, MN, 55487	0.64	Name split from “Last, First”Member ID reformatted City re-cased State name converted to code+2 more
ENR-111083	ENR	Sara M Porter	1963-06-07	UHC-06963-91	—	9594 Baseline Rd, Eden Prairie, MN, 55330	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135090	ENR	Russell X Marshall	1971-08-06	UHC-83173-41	2437149342	962 Spring St # 885, Tempe, AZ, 85278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109421	ENR	Megan F Palmer	2003-04-07	UHC-42773-93	6808270867	7321 Highland Ave, Tampa, FL, 33606	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129354	ENR	Angela Burtoon	1988-07-08	UHC-28844-31	—	6571 River Rd, Orlando, FL, 32886	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more

16,916 rows, page 87 of 339Previous Next