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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128757	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128758	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108775	ENR	Jonathhan O Owans	1939-02-17	UHC-76046-66	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-111454	ENR	Aisha A Allen	1979-02-22	UHC-59734-47	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118459	ENR	Joseph V Porter	1960-06-27	UHC-81468-86	2375510773	6037 Sage Ct, Gilbert, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-143062	ENR	Albert F Perry	2007-01-07	UHC-04979-01	4066071744	80 Jefferson Ave, Chandler, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136556	ENR	Ana Y Barnes	1983-04-19	UHC-47145-41	—	4649 Pine Dr Apt 10, Columbus, OH, 43286	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142478	ENR	Jerry G Wang	1946-09-10	UHC-14036-84	6204099402	9799 Park Pl, Mesa, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128195	ENR	Gregory M Willis	1952-09-13	UHC-20155-17	—	6901 Pine Dr, Atlanta, GA, 30391	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-100776	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St, Fresno, CA, 93709	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105598	ENR	Benjamin Berry	—	UHC-61429-87	6222550739	7126 Grand Ave, Tucson, AZ, 85756	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135333	ENR	Catherine S Johnson	1947-05-23	—	6359917157	9299 Palm Dr, Seattle, WA, 98170	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-113758	ENR	Victoria Ramirez	—	UHC-01322-01	8917815866	635 Forest Ave, Sacramento, CA, 95807	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132187	ENR	Bradley Russell	1976-02-07	UHC-39128-68	5219562117	3277 Bayshore Dr, Sacramento, CA, 95833	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133478	ENR	Harold J Peterson	1963-10-29	UHC-37208-63	—	5963 Lake View Rd, Mesa, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135486	ENR	Emily R Parker	2008-12-12	UHC-78781-60	5744718767	4293 Lake View Rd, Jacksonville, FL, 32200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117309	ENR	Alexander L Richards	—	UHC-09285-22	8842327436	4381 Pine Dr, Mesa, AZ, 85232	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-102226	ENR	Jeremy Harper	—	UHC-46303-79	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-114539	ENR	Sarah Carlzon	1989-10-24	UHC-35766-45	8424013054	1651 Sunset Blvd, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-125204	ENR	Tyler R Simpson	1958-12-13	UHC-59723-53	—	8568 Cedar Ln, Denver, CO, 80272	0.64	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108010	ENR	Alen Tran	—	UHC-55420-11	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141686	ENR	Ashley Singh	1989-04-01	UHC-07698-10	2587427328	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104810	ENR	Billy Webber	1989-01-02	UHC-14482-44	5696639713	3418 Indian School Rd, Los Angeles, CA, 90086	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142971	ENR	Bradley P Lane	—	UHC-76599-51	6775352307	5048 Hillcrest Rd, Sacramento, CA, 95874	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135830	ENR	Janice Moore	1982-07-13	UHC-20558-92	—	7643 Union St, Houston, TX, 77017	0.64	Name re-cased Two-digit birth year State name converted to code Email lower-cased+2 more
ENR-125337	ENR	Debra B Lewis	2002-01-25	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-130292	ENR	Rebecca McDonald	1999-03-21	UHC-79820-75	—	5631 Sage Ct, Scottsdale, AZ, 85275	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103723	ENR	Gloria F Flores	1949-06-18	UHC-00099-58	7023135329	—	0.64	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-132636	ENR	Alice V Butler	1948-01-25	UHC-00725-73	8553256161	7764 Main St, Austin, TX	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-120932	ENR	Natalie Q Murphy	1958-12-02	UHC-11747-32	2326704718	9355 Meadow Ln, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-130336	ENR	Megan Lawrence	1963-11-26	UHC-76908-83	4617311412	5603 Baseline Rd, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102429	ENR	Brenda Trner	1992-07-09	UHC-73778-21	8205075819	9071 Bayshore Dr, Eden Prairie, MN, 55346	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117599	ENR	Bobby Miller	1995-01-10	UHC-03506-53	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118401	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd, Nashville, TN, 37226	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142679	ENR	Ashley W Nelson	1943-01-22	UHC-56009-55	8455717151	4692 Canyon Rd, Plano, TX, 75024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125336	ENR	Debra B Lewis	—	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-124979	ENR	Samuel F Powell	1952-04-19	UHC-90652-31	3263348253	7828 Willow Ct, Scottsdale, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-121316	ENR	Julia Vargas	1987-11-20	UHC-03596-95	3935879131	3291 Hillcrest Rd, Gilbert, AZ, 85283	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-114484	ENR	Nicholas J Little	—	UHC-39095-13	3814392435	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-137946	ENR	Vincent K Castillo	—	UHC-39871-55	5865607373	858 Baseline Rd, Chandler, AZ, 85233	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107812	ENR	Jacob Bailey	1949-02-19	UHC-04349-64	8717510371	4884 Ocean Ave, Miami, FL, 33133	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138870	ENR	Anna Olson	1977-11-10	UHC-81376-72	6242172926	4540 Elm St, Las Vegas, NV, 89181	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132412	ENR	Shirley X Roberts	1964-09-11	UHC-98206-77	6513291275	9848 Oak St, Glendale, AZ, 85305	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137364	ENR	Carol C King	1986-01-28	UHC-55950-56	2513178594	854 Lake View Rd, Jacksonville, FL, 32261	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-136646	ENR	Marilyn H Lynch	1971-07-02	UHC-71293-82	7913156564	8726 Washington St, Columbus, OH, 43222	0.64	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-127645	ENR	Greg Walker	1959-11-26	UHC-01696-10	4745571305	6576 Oak St, Glendale, AZ, 85333	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+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-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-104171	ENR	Melissa Y Elliott	1954-09-27	UHC-71227-99	5898438102	4625 Sunset Blvd, Tucson, AZ, 85760	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135162	ENR	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more

8,934 rows, page 53 of 179Previous Next