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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415491	CLM	Betty Brooks	1952-05-01	UHC-46475-01	—	2768 Park Pl, Mesa, AZ, 85231	0.78	Member ID reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-401463	CLM	Gerald Roberts	1971-08-19	UHC-67087-61	8499643728	4789 Baseline Rd, Seattle, WA, 98156	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418769	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	—	7232 Broadway, Charlotte, NC, 28298	0.78	Member ID reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-141939	ENR	Danielle P Cruz	1946-12-22	UHC-42973-31	8149598680	8974 River Rd, Seattle, WA, 98176	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
CLM-418896	CLM	Grace V Hall	2000-05-09	UHC-20965-19	—	2262 Bayshore Dr, Tempe, AZ, 85213	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418805	CLM	Heather Z Williamson	1954-09-11	UHC-16635-25	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418806	CLM	Heather Z Williamson	1954-09-11	UHC-16635-25	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141180	ENR	Sharon Matthews	1995-01-27	UHC-00390-96	6252153198	6074 Palm Dr # 223, Las Vegas, NV, 89188	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-422417	CLM	Alexander Collins	1980-05-24	UHC-69267-58	8253936353	6735 Hillcrest Rd, Jacksonville, FL, 32263	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100285	ENR	George R Knight	1976-08-20	UHC-05781-78	4034327514	5156 Palm Dr, Gilbert, AZ, 85292	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108986	ENR	Aaron B Smith	1947-09-28	UHC-12751-91	3963702963	6483 Washington St, Gilbert, AZ, 85253	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-22005	PRV	Larry S Gibson	—	UHC-74898-55	9375549069	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
ENR-115182	ENR	Betty Rose	2004-02-14	UHC-23050-58	8767136718	1454 Grand Ave, Glendale, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-135848	ENR	Ryan J Nichols	1978-02-25	UHC-07037-75	2705479337	4417 Camelback Rd, San Diego, CA, 92172	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432183	CLM	Madison Allen	1995-10-23	UHC-41395-61	—	8889 Ocean Ave, Sacramento, CA, 95893	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-111539	ENR	Jacob Cruz	1988-07-09	UHC-04690-02	9257108550	7937 Lincoln Way, San Diego, CA, 92162	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-135355	ENR	Maria Obrien	1962-09-02	UHC-45605-61	4179623581	432 Elm St, Miami, FL, 33149	0.78	Name split from “Last, First”Name re-cased Phone reformatted Member ID reformatted+1 more
ENR-135471	ENR	Linda Warren	1955-03-10	UHC-14675-02	2836128657	2619 Ocean Ave, Miami, FL, 33122	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-116269	ENR	Heather Berry	1949-09-19	UHC-91586-85	8427084547	1192 Hillcrest Rd, Scottsdale, AZ, 85284	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-116268	ENR	Heather Berry	1949-09-19	UHC-91586-85	8427084547	1192 Hillcrest Rd, Scottsdale, AZ, 85284	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-113851	ENR	Madison N Le	1978-11-27	UHC-13978-95	2858665804	1519 Main St, Seattle, WA, 98178	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131885	ENR	Randy V Porter	1939-08-26	UHC-52523-92	7844320325	5279 Washington St, Fresno, CA, 93705	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-114385	ENR	Jerry E Jenkins	1999-09-07	UHC-73766-04	2817167167	6315 Park Pl, Mesa, AZ, 85292	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-121960	ENR	Jerrry Y Montgomery	1973-01-26	UHC-61947-38	—	9637 Valley View Dr, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-124326	ENR	Alna Hunt	1941-11-17	UHC-94748-44	7418436421	2719 Lincoln Way, Plano, TX, 75087	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-109300	ENR	Frank K Bowman	1976-05-12	UHC-05898-40	8403412160	8692 Desert Sky Blvd, Jacksonville, FL, 32209	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-107867	ENR	Brandon J Santos	1959-05-16	UHC-26128-01	7128044696	1857 Camelback Rd, Mesa, AZ, 85281	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133247	ENR	Jason T Proter	1972-08-28	UHC-48950-27	8234578512	2763 Canyon Rd, Tampa, FL, 33614	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-102370	ENR	Brian Munoz	1976-10-19	UHC-20932-66	6725070916	2640 Hillcrest Rd, Jacksonville, FL, 32257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-124864	ENR	Willie F Ray	1961-09-01	UHC-49421-70	8155422264	271 Valley View Dr, Las Vegas, NV, 89109	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-114136	ENR	Lauren Perry	1954-10-27	UHC-79257-94	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-25019	PRV	Diane Rogers	2004-10-08	UHC-26032-76	9448180415	7771 Maple Ave, Gilbert, AZ, 85215	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423746	CLM	Mariana Gardner	2001-01-24	UHC-13906-61	—	7580 Willow Ct, Miami, FL, 33169	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-405507	CLM	Madyson Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway, Gilbert, AZ, 85219	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-117947	ENR	Aaron Ford	2006-08-21	UHC-64440-42	6126184130	8192 Lincoln Way, Houston, TX, 77090	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-139725	ENR	Hannah O Arnold	1989-06-16	UHC-81185-17	3699562370	4860 Desert Sky Blvd, Charlotte, NC, 28277	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-116075	ENR	Wayne Boyd	1960-05-01	UHC-60088-89	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
ENR-101557	ENR	Carol H Gray	1944-12-11	UHC-84386-26	3177934138	4136 Valley View Dr, Scottsdale, AZ, 85255	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422427	CLM	Amanda C Brooks	1966-05-17	UHC-53265-89	—	497 Canyon Rd, Nashville, TN, 37214	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136670	ENR	Dego D Brown	1967-06-21	UHC-48863-51	7019631220	8182 Lake View Rd, Seattle, WA, 98147	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102357	ENR	Sara E Ortega	1954-09-16	UHC-33453-03	6259326223	8418 Lake View Rd, Scottsdale, AZ, 85269	0.78	Member ID reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-137187	ENR	Julia T Gutierrez	1958-06-12	UHC-85626-35	—	2184 Washington St, Dallas, TX, 75223	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-102481	ENR	Teresa Y Harvey	1995-07-24	UHC-30222-34	3347836443	4064 Palm Dr, Mesa, AZ, 85261	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142247	ENR	Logan J Marshall	1939-04-21	UHC-13279-34	5397048856	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-141655	ENR	Mary T Willis	1952-09-17	UHC-05010-57	2417681188	7102 Cedar Ln Apt 30, Denver, CO, 80262	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
ENR-111327	ENR	Mason E Harris	1972-05-11	UHC-21936-72	4846329063	9568 Canyon Rd, Atlanta, GA, 30392	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-133114	ENR	Carl Hunter	1998-06-16	UHC-88712-27	8137511527	734 Maple Ave, Columbus, OH	0.78	Phone reformatted Member ID reformatted ZIP missing Email lower-cased+1 more
ENR-104564	ENR	Billy Hughes	1980-03-14	UHC-09060-83	7882827080	2722 Washington St, Nashville, TN, 37287	0.78	Phone reformatted Member ID reformatted SSN last four extracted Email lower-cased+1 more
ENR-138955	ENR	Debra O Wood	1946-09-21	UHC-63319-04	—	3612 Sunset Blvd, Houston, TX, 77029	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-128674	ENR	Martha Brown	1957-06-11	UHC-05954-71	3926234791	6487 River Rd, Sacramento, CA, 95893	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more

7,723 rows, page 105 of 155Previous Next