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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51908	TPA	Jeremy J Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101180	ENR	Amber C Johnston	1946-08-06	UHC-11140-30	2523126659	1914 Maple Ave, Atlanta, GA, 30303	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63775	TPA	Virginia Fernandez	1973-06-03	—	—	3072 Ocean Ave, Jacksonville, FL, 32215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-100061	ENR	Brenda W Phillips	1942-09-21	UHC-53605-63	3483369303	2925 Bayshore Dr, Plano, TX, 75019	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
CLM-426678	CLM	Batty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57869	TPA	Nathan Parker	1951-06-24	—	—	2088 Desert Sky Blvd, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26172	PRV	Brenda Jenkins	1998-06-28	—	4452347436	8124 Ridge Rd, Las Vegas, NV, 89173	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416673	CLM	Catheriine Lee	1967-03-15	UHC-31793-24	—	1926 Union St, Chandler, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-108505	ENR	Beverly O Maldonado	1983-10-17	UHC-23486-18	9757829936	8868 Bayshore Dr, Dallas, TX, 75256	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413531	CLM	Brian Parker	1983-03-04	—	4525864470	5116 Ocean Ave, Minneapolis, MN, 55460	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405596	CLM	Sandra Smith	1977-06-05	UHC-19366-24	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127228	ENR	Emily J Smith	1947-01-09	UHC-61805-54	2464362858	8374 Market St, Eden Prairie, MN, 55374	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26128	PRV	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-64226	TPA	Piya Burke	1976-02-15	—	9566659500	1398 Ridge Rd, Chandler, AZ, 85268	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404186	CLM	Alexis Daivs	1952-08-28	UHC-98113-37	—	3470 Bayshore Dr, Los Angeles, CA, 90016	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-52720	TPA	Kyle Wadr	1996-05-14	UHC-48973-10	8283322137	131 Canyon Rd, Columbus, OH, 43227	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-57614	TPA	Charlotte Gibson	1948-07-04	—	—	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-107314	ENR	Shirley V Burke	1998-05-25	UHC-99524-15	7857771577	4375 Washington St, San Diego, CA, 92123	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-51411	TPA	Adma Burke	1940-09-04	—	—	1835 Hillcrest Rd, Nashville, TN, 37249	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-137272	ENR	Lauran K Phillips	1966-01-01	UHC-19206-41	—	3689 Bayshore Dr, Los Angeles, CA, 90069	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410527	CLM	Joan Wheeler	1996-12-21	—	—	1955 Park Pl, Fresno, CA, 93729	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133687	ENR	Abigail Morrison	1950-04-01	UHC-09145-97	3974204494	928 Bayshore Dr # 958, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-418286	CLM	Ryan Soto	1994-04-04	UHC-95153-72	5052710280	3892 Hillcrest Rd, Seattle, WA, 98158	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418842	CLM	Charles Ramos	1960-11-01	UHC-32017-70	6774239370	5609 Camelback Rd Apt 23, Glendale, AZ, 85309	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-137054	ENR	Mark Ferguson	2006-06-06	UHC-22617-37	8667991352	8257 Indian School Rd, Tampa, FL, 33606	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113048	ENR	Cerol Espinoza	1962-03-19	UHC-61680-94	8758316544	5277 Mesa Dr, Mesa, AZ, 85205	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-106891	ENR	Eugene V Owens	2008-05-22	UHC-90372-35	—	3082 Indian School Rd, Dallas, TX, 75238	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59862	TPA	Edward Z Sims	1993-02-01	—	—	1338 Hillcrest Rd, Houston, TX, 77051	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+2 more
CLM-428888	CLM	Amber Sandoval	1965-06-05	UHC-51743-96	—	6060 Sunset Blvd, Fresno, CA, 93764	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-105727	ENR	Santiago U Ferguson	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106425	ENR	Jesse R Berry	1963-05-21	UHC-34766-81	7964200802	823 Harbor Blvd, Eden Prairie, MN, 55337	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25121	PRV	Brittany Aguilar	2000-11-16	UHC-06610-34	7482644177	4574 Willow Ct, Gilbert, AZ, 85208	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137658	ENR	Charlotte Alexander	1966-07-09	UHC-38582-59	8152173038	6304 Highland Ave, Atlanta, GA, 30363	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-103397	ENR	Roy Payne	1987-01-20	UHC-52043-76	2617780795	5791 Baseline Rd, Columbus, OH, 43228	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124631	ENR	Randy W Woods	1976-04-09	UHC-63392-57	3947042040	1919 Market St, Phoenix, AZ, 85057	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-431812	CLM	Lucia Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-115660	ENR	Catherine Bennett	1953-05-26	UHC-47636-79	6947724333	4172 Meadow Ln, Jacksonville, FL, 32254	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140919	ENR	Shirley Lee	1955-01-13	UHC-46809-42	—	429 Camelback Rd, Chandler, AZ, 85230	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432428	CLM	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-418145	CLM	Mari F Webb	1943-09-01	—	7573693709	8356 Maple Ave, Miami, FL, 33120	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128482	ENR	Jean Ramirez	2005-03-05	UHC-02634-12	5376725919	6452 Pine Dr, Houston, TX, 77072	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-64397	TPA	Roy Collins	1948-11-26	—	—	9360 Ocean Ave, Plano, TX, 75007	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-105486	ENR	Evelyn Owens	1998-10-28	UHC-89236-21	4152009356	5691 Apache Blvd, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428635	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123414	ENR	Debra V Oliver	2005-11-05	UHC-96451-85	7474998161	676 Washington St, Columbus, OH, 43236	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-134269	ENR	Ashley Daniels	1960-02-25	UHC-77365-77	2274140055	9072 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121798	ENR	Robert E Ramirez	1995-04-20	UHC-10947-38	8244246056	7520 Meadow Ln, Nashville, TN, 37292	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142752	ENR	Nicholas Q Fisher	1996-04-28	UHC-15949-50	—	7457 Meadow Ln, Sacramento, CA, 95802	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142753	ENR	Nicholas Q Fisher	1996-04-28	UHC-15949-50	—	7457 Meadow Ln, Sacramento, CA, 95802	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115331	ENR	Roy S Willis	1956-08-05	UHC-14627-45	7265705906	4226 Willow Ct, Orlando, FL, 32839	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

6,661 rows, page 69 of 134Previous Next