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-140462	ENR	Martha Z Ruiz	1948-04-01	UHC-79278-09	4729198527	5670 Main St, Eden Prairie, MN, 55372	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-125951	ENR	Marilyn James	1969-10-05	UHC-34608-53	4304165070	4451 Forest Ave Apt 23, Scottsdale, AZ, 85265	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
ENR-125025	ENR	Aisha Stone	—	UHC-36349-47	7474481889	905 Main St, Houston, TX, 77055	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115748	ENR	David R Bishop	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-130212	ENR	Marilyn D Bryant	1956-07-24	UHC-01965-82	7749332441	9387 Apache Blvd, Tampa, FL, 33674	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-120207	ENR	Thomas I Hamilton	2001-12-07	UHC-44880-96	—	7449 Baseline Rd Apt 12, Fresno, CA, 93741	0.50	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115524	ENR	Laura O Ruiz	1990-01-04	UHC-43485-07	4166847795	2480 Elm St, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125746	ENR	Bradley Brery	1994-07-25	UHC-89119-30	9077518680	302 Canyon Rd, Tempe, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100526	ENR	Susan Freeman	1948-01-26	UHC-73337-86	4182535245	8141 Pine Dr, Sacramento, CA, 95810	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124309	ENR	Joshua Warren	1949-05-13	UHC-33579-29	—	497 Baseline Rd, Orlando, FL, 32831	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-139842	ENR	Aaron S Shaw	—	UHC-68668-91	6169889813	3907 Elm St, Seattle, WA	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-136381	ENR	Doris Stevens	1967-10-25	UHC-63515-46	4045173201	3446 Apache Blvd # 441, Nashville, TN, 37222	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111143	ENR	Roy Jimenez	2000-04-02	—	6695175320	9219 Apache Blvd Apt 30, Glendale, AZ, 85382	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136318	ENR	Katherine B West	2001-01-25	UHC-33223-95	6707918648	798 Central Ave Apt 4, Dallas, TX, 75213	0.50	Name re-cased Date of birth reformatted Unit split from street State name converted to code+3 more
ENR-127161	ENR	Megan B Clark	1990-01-05	UHC-96665-83	—	3323 Grand Ave, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-134669	ENR	Stephen K Garza	1982-04-22	UHC-48291-25	9456965287	1800 Central Ave, Minneapolis, MN, 55417	0.50	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+3 more
ENR-130682	ENR	Martha Ellis	1946-03-14	UHC-51149-93	8437670606	3183 Grand Ave, San Antonio, TX, 78256	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123356	ENR	Theresa L Garza	1942-10-28	UHC-29869-56	—	877 Cedar Ln, Atlanta, GA, 30319	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-103455	ENR	Ronald G Vazzquez	1988-04-12	UHC-64583-35	—	8925 Meadow Ln, Los Angeles, CA, 90001	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-124044	ENR	Raymond X Ray	1945-12-26	UHC-65599-35	4395608021	1736 Desert Sky Blvd, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125785	ENR	Hannah Morales	2008-03-17	UHC-26431-55	6363160943	3620 Main St, Atlanta, GA, 30316	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101628	ENR	Kimberly Harris	1959-04-24	UHC-10041-73	8328681033	4215 Cedar Ln, Columbus, OH, 43229	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101629	ENR	Kimberly Harris	1959-04-24	UHC-10041-73	8328681033	4215 Cedar Ln, Columbus, OH, 43229	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134293	ENR	Helen G Simmons	1950-06-12	UHC-26724-97	—	8767 Grand Ave, Charlotte, NC, 28297	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-136553	ENR	Cheryl Wagner	1962-03-27	UHC-60739-16	3533484978	7207 Spring St, Dallas, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129517	ENR	Daniel Morales	2006-06-28	UHC-50469-96	—	5695 Willow Ct, Fresno, CA	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-109318	ENR	Laaura S Stone	1984-10-19	UHC-63188-72	—	7846 Willow Ct, Seattle, WA, 98190	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112195	ENR	Vincent Griffin	1956-01-01	UHC-47620-31	7414986730	2128 River Rd # 430, Scottsdale, AZ, 85204	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-129041	ENR	Paul F Romero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-130180	ENR	Randy J Brooks	1989-12-06	UHC-99573-50	5112069004	1030 Mountain View Dr, Miami, FL, 33110	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132929	ENR	Jerry Morales	1965-11-19	—	3575506338	4882 Union St, Mesa, AZ, 85264	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141298	ENR	Terry Z Aguilar	1967-10-18	UHC-05876-64	5812783833	5644 Camelback Rd Apt 37, Tucson, AZ, 85723	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-108906	ENR	Sara F Aguilar	1949-01-09	UHC-97394-26	3194025434	8640 Forest Ave, Las Vegas, NV, 89192	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122461	ENR	Matthew C Alexander	1988-05-08	UHC-16478-31	—	9294 Highland Ave, Miami, FL	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-135818	ENR	Sara L Frreeman	1986-06-22	UHC-04806-77	8309973647	2306 Cedar Ln, Dallas, TX, 75256	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-111331	ENR	Steven Holmes	1938-02-13	UHC-19554-84	—	6670 Washington St, Tempe, AZ, 85245	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-113834	ENR	Jozeph S Petters	1983-04-21	UHC-59958-44	7539151072	5660 Mountain View Dr, Glendale, AZ, 85384	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141049	ENR	Steven Medina	1945-08-08	UHC-03024-42	—	4508 Pine Dr, San Diego, CA, 92110	0.50	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-131020	ENR	Madison O Garza	2005-11-04	UHC-78183-73	—	9875 Mountain View Dr, Houston, TX, 77059	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142718	ENR	Christian T Price	1944-08-02	UHC-56714-75	—	1279 Church St, Tucson, AZ, 85725	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-123944	ENR	William Jones	2004-06-01	—	7995863731	4520 Canyon Rd, Atlanta, GA, 30349	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-131341	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131342	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136105	ENR	George Ray	2001-06-05	UHC-83002-54	8359095135	2902 Union St, Houston, TX, 77045	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129372	ENR	Doris Griffin	1994-02-10	—	9596854431	6340 Mesa Dr, Miami, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106659	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	4427 Washington St, Nashville, TN, 37276	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107595	ENR	Eugene Q Weber	1996-02-13	UHC-24096-95	3455033568	5066 Maple Ave, Minneapolis, MN, 55455	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138489	ENR	Sean M Delgado	2007-05-22	UHC-78051-06	—	8367 Cedar Ln, Orlando, FL, 32827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-128121	ENR	Cheryl Knight	1961-08-03	UHC-48893-14	2702108459	7882 Lake View Rd Apt 9, San Diego, CA, 92128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125135	ENR	Samuel Salazar	1980-09-13	UHC-29299-52	4666535533	8284 Harbor Blvd, Sacramento, CA, 95851	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 20 of 339Previous Next