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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27109	PRV	Donald Hudson	1976-01-19	UHC-43303-53	7017474994	6764 Baseline Rd, Charlotte, NC, 28284	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24621	PRV	Martha Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway # 466, Mesa, AZ, 85287	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-422478	CLM	Teresa Fox	1981-12-23	UHC-90462-01	—	4557 Palm Dr, Orlando, FL, 32865	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124643	ENR	Theresa C Hamilton	1978-07-17	UHC-33934-07	2749990981	412 Central Ave, Tampa, FL, 33602	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101708	ENR	Amy P Hayes	1953-06-10	UHC-13328-28	2644830876	8700 Maple Ave, Atlanta, GA, 30392	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129954	ENR	William N Reyes	1940-08-06	UHC-65010-18	2314369033	6141 Union St, Jacksonville, FL, 32256	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123170	ENR	Andy Lawson	1940-01-10	UHC-12756-80	3407428230	8968 Willow Ct, Orlando, FL, 32895	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22321	PRV	Vega Ahmed	1991-05-16	—	—	1975 Jefferson Ave, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-140337	ENR	Bradley T Matthews	1992-07-15	UHC-27612-44	3774976929	6175 Highland Ave, San Antonio, TX, 78274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28070	PRV	Donald Mendez	1996-11-14	—	9084065895	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-126304	ENR	Peter V Maldonado	2003-08-14	UHC-36176-16	4602781707	5647 Broadway # 217, Dallas, TX, 75234	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-111400	ENR	Nicholas Lane	2006-12-14	UHC-16249-96	7202067649	8904 Harbor Blvd, Las Vegas, NV, 89129	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101029	ENR	Sam Price	1987-11-25	UHC-07622-81	6732372079	3203 Central Ave, Atlanta, GA, 30365	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-110919	ENR	Carolyn Q Guerrero	1958-04-17	UHC-58494-83	7359795535	1751 Baseline Rd, Sacramento, CA, 95840	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415536	CLM	Charles Kelly	2006-07-14	—	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415977	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21025	PRV	Megan Little	1998-09-25	UHC-03625-82	7064299237	2116 Washington St, Dallas, TX, 75200	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56592	TPA	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-52629	TPA	Carroll Alice	1942-01-23	—	—	7653 Bayshore Dr, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-63374	TPA	Pat Robinson	1971-12-01	—	—	1715 Ridge Rd, Denver, CO, 80231	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416498	CLM	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX, 78736	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-50483	TPA	Nicole Chapman	1981-08-15	UHC-66699-97	—	7843 Meadow Ln, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22156	PRV	Billy X Diaz	1969-05-21	—	7162139220	9501 Meadow Ln, San Antonio, TX, 78201	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405494	CLM	Lori A Fowler	1972-10-21	—	—	194 Church St, Tampa, FL, 33640	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416214	CLM	Aan O Maldonado	1940-09-18	UHC-40405-98	—	3947 Willow Ct, Fresno, CA, 93760	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-57882	TPA	Sean N Hicks	1971-01-22	—	—	7299 Baseline Rd, Atlanta, GA, 30397	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124716	ENR	Wei M Ramos	1994-12-25	UHC-46923-40	4415881085	9743 Canyon Rd, Dallas, TX, 75261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116460	ENR	Jean Rojas	1967-09-27	UHC-90958-81	—	3453 Broadway, Orlando, FL, 32829	0.66	Name split from “Last, First”Address re-cased Email lower-cased Gender normalised+1 more
TPA-54798	TPA	Wilile V Dunn	1968-09-07	—	—	7513 Jefferson Ave, Minneapolis, MN, 55476	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
ENR-109779	ENR	Ana Hunter	2008-10-04	UHC-68356-50	6402136733	6740 Hillcrest Rd # 540, Las Vegas, NV, 89121	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-413181	CLM	Vincnet McDonald	1971-06-09	—	9578139017	6869 Washington St, Tucson, AZ, 85755	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428643	CLM	Melissa Y Phillips	2008-08-03	—	—	9369 Sage Ct # 529, Seattle, WA, 98167	0.66	Name split from “Last, First”Unit split from street City re-cased Email lower-cased+1 more
CLM-427616	CLM	Matthew Walker	1971-05-21	—	—	8815 Harbor Blvd, Minneapolis, MN, 55477	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56128	TPA	Priya Gonzales	1946-02-20	—	6446722901	8243 Hillcrest Rd, Nashville, TN, 37281	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419797	CLM	Tyler I Rice	1994-08-12	UHC-71226-29	—	9763 Spring St, Orlando, FL, 32855	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139471	ENR	Deeborah W Meyer	1972-12-21	UHC-55607-15	2627212643	9398 Washington St, Minneapolis, MN, 55401	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118592	ENR	Ruth F King	1948-10-03	UHC-11329-08	2652254746	7809 Harbor Blvd, Sacramento, CA, 95821	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-134266	ENR	Frank L Turner	1989-06-15	UHC-62017-64	3627447334	9015 Market St, Sacramento, CA, 95801	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
PRV-21913	PRV	Hannah Jenkins	1993-11-15	—	—	1368 Mesa Dr, Austin, TX, 78756	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-113662	ENR	Jeffrey S Contreras	1985-03-18	UHC-49087-19	8444373158	1184 Main St, San Diego, CA, 92196	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-112377	ENR	Larry V Bradley	1943-04-15	UHC-75227-24	4824612325	4938 Pine Dr, Gilbert, AZ, 85233	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109047	ENR	Betty H Stewart	1963-09-14	—	7302207701	468 Highland Ave, Columbus, OH, 43208	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123636	ENR	Dylan Watkins	1957-02-07	UHC-98153-10	6263297888	7577 Highland Ave, Glendale, AZ, 85378	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-138722	ENR	Douglas Alvarado	2000-03-27	UHC-27382-79	6735118205	1453 Indian School Rd, Jacksonville, FL, 32253	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123526	ENR	Paul Lucas	1946-06-15	UHC-80625-58	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+1 more
ENR-109704	ENR	Joohn F Lee	1959-06-19	UHC-08697-40	9639281174	6819 Pine Dr, Mesa, AZ, 85251	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134261	ENR	Eric Andrews	1969-06-10	UHC-70332-22	8457893306	3953 Ocean Ave, Denver, CO, 80258	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401742	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141607	ENR	Andrea C Matthews	1974-04-26	UHC-26184-74	—	1602 Canyon Rd, Tempe, AZ, 85203	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
TPA-52018	TPA	Philip O Carpenter	1952-03-23	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more

9,980 rows, page 124 of 200Previous Next