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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61932	TPA	Thomas Phillips	1991-03-10	UHC-55322-89	—	175 Apache Blvd, Denver, CO, 80267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111647	ENR	Kathleen N Paarker	1967-04-06	UHC-59896-61	3146391465	5358 Cedar Ln Apt 24, Miami, FL, 33151	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-111990	ENR	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-412706	CLM	Randy Dixon	1991-08-06	UHC-17679-69	8345020074	6924 Willow Ct, Atlanta, GA, 30381	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
TPA-62442	TPA	Jeffrey Simpson	1943-04-16	—	6005883898	4147 Indian School Rd, Miami, FL, 33101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58233	TPA	Gary Taylor	1950-05-21	—	9676200728	6786 Main St, Phoenix, AZ, 85016	0.64	Name re-cased Two-digit birth year 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
PRV-28464	PRV	Justin Jensen	1953-10-24	—	—	3327 River Rd, Jacksonville, FL, 32223	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423334	CLM	Lauren Porter	1962-08-04	UHC-47113-19	—	1731 Harbor Blvd # 240, Orlando, FL, 32892	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-103701	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103702	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address 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-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-134732	ENR	Bran Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22274	PRV	Harold D Mitchell	2005-12-08	UHC-40615-47	—	5445 Union St, Los Angeles, CA, 90049	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+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
TPA-54282	TPA	Lauren Campbell	1955-08-07	—	—	6268 Main St, Tucson, AZ, 85718	0.64	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-128724	ENR	Brenda Henry	1982-05-17	UHC-49567-69	3468753213	62 Ridge Rd, Los Angeles, CA, 90069	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429913	CLM	Josh U Castro	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 8, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130561	ENR	Deborah M Clark	1985-04-10	UHC-43310-10	2334145134	1310 River Rd Apt 38, Fresno, CA, 93750	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64077	TPA	Melissa Medina	1972-12-23	—	—	670 Sage Ct, Glendale, AZ, 85359	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-54719	TPA	Jacqueline Rice	1965-03-03	—	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-55886	TPA	Natalie Reid	1961-02-05	—	—	9381 Hillcrest Rd Apt 38, Chandler, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+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-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
PRV-27597	PRV	Barbara Little	1987-04-01	UHC-84382-79	—	629 Spring St, Sacramento, CA, 95841	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-423448	CLM	Russell Wallace	1958-10-21	UHC-92159-02	—	7077 Washington St Apt 1, Fresno, CA, 93778	0.64	Unit split from street City re-cased Email lower-cased Gender normalised+2 more
PRV-24003	PRV	Tucker Pamela	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104335	ENR	Lawrence M Bure	1951-03-07	UHC-58705-65	4887835554	1137 Palm Dr, Gilbert, AZ, 85259	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425049	CLM	Mark Johnson	1989-09-14	UHC-68075-73	—	3957 Willow Ct, Scottsdale, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-59327	TPA	Willie Ellis	1995-03-19	—	5866888363	8597 Cedar Ln, San Diego, CA, 92186	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-405481	CLM	Megan Reynolds	1954-09-13	UHC-83388-10	—	9684 Highland Ave Apt 14, Dallas, TX, 75253	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-22923	PRV	Melissa Reyes	1989-06-10	UHC-62424-65	2579676112	8766 Hillcrest Rd, Los Angeles, CA, 90034	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-59361	TPA	James Gardner	1963-10-04	—	—	2078 Sunset Blvd, Nashville, TN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-140172	ENR	Carllos VJunk	—	UHC-94418-35	5712461345	5865 Mountain View Dr, Eden Prairie, MN, 55376	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-122701	ENR	Jonathan B Lewis	1977-06-05	UHC-77740-31	5372591565	7165 Main St, Eden Prairie, MN	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-139139	ENR	Eric U Willsi	1956-05-07	UHC-18969-07	4484409971	1367 Ridge Rd, Las Vegas, NV, 89151	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124508	ENR	Denniis Tran	2002-06-18	UHC-56298-27	5114924669	2865 Highland Ave, Phoenix, AZ, 85088	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
TPA-53895	TPA	George Simpson	1953-11-01	—	—	3637 Harbor Blvd, Orlando, FL, 32889	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-102479	ENR	Mason U Guzman	1969-02-21	UHC-87047-02	8863982756	9598 Palm Dr, San Antonio, TX, 78219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53233	TPA	Marilyn West	1965-09-17	UHC-51771-85	—	5435 Apache Blvd, San Diego, CA, 92156	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20676	PRV	Olivia Hart	1976-10-26	—	—	9622 Highland Ave Apt 18, Houston, TX, 77017	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104546	ENR	Emma Q Stewart	1964-11-26	UHC-29859-33	4797112391	1300 Central Ave, Eden Prairie, MN, 55346	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422330	CLM	Charles Cook	1998-06-25	—	5102279429	7590 Harbor Blvd # 368, San Diego, CA, 92174	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-125578	ENR	Philp G Garza	—	UHC-12274-17	8223167821	9889 River Rd, Phoenix, AZ, 85000	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53144	TPA	Helen Kelley	1996-05-12	—	7704623558	9444 Valley View Dr, Columbus, OH, 43248	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55689	TPA	Pamela H Collins	1942-09-03	—	—	1992 Meadow Ln, Mesa, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-103242	ENR	Anthony J Chen	1999-12-01	UHC-39314-93	—	8278 Desert Sky Blvd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 110 of 357Previous Next