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
ENR-142068	ENR	Nicholas M Hill	1939-12-25	UHC-19819-24	5237625924	7755 Canyon Rd, Los Angeles, CA, 90089	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109043	ENR	Samuel Williamson	2003-10-11	UHC-27141-39	—	8488 Valley View Dr, Austin, TX, 78798	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-425660	CLM	Arthur Taylor	1957-04-05	UHC-31787-49	9552461881	7573 Baseline Rd, Atlanta, GA, 30373	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137887	ENR	Jean Q Johnson	1947-06-09	UHC-89715-52	—	6754 Canyon Rd, Nashville, TN, 37277	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136328	ENR	Peter Y West	1975-01-06	UHC-81086-81	6986086364	9360 Elm St, Los Angeles, CA, 90076	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54341	TPA	Tommy Jensen	1993-10-28	—	4339903320	2508 Maple Ave, Mesa, AZ, 85243	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425972	CLM	Natalie Johnston	—	—	5144223794	8028 Camelback Rd, Denver, CO, 80281	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-406342	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406343	CLM	Amber Tucker	1995-05-03	UHC-44715-06	—	8124 Camelback Rd, Sacramento, CA, 95801	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55798	TPA	Roger Gibson	1942-12-06	—	—	2278 Canyon Rd, San Diego, CA, 92154	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-420525	CLM	Denise Ramos	1960-12-10	UHC-80996-85	5257937763	899 Forest Ave # 582, Denver, CO, 80256	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-426907	CLM	Frank Garcia	1940-07-01	UHC-99822-51	—	9059 Market St, Denver, CO, 80268	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119147	ENR	Diana Mendez	1997-04-20	UHC-96329-81	—	9376 Pine Dr, Jacksonville, FL, 32260	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110956	ENR	Diego D Nguyen	1985-12-09	UHC-13195-60	3068492793	7290 Hillcrest Rd, Tempe, AZ, 85278	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
ENR-114708	ENR	Beverly L Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
CLM-406194	CLM	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106040	ENR	Amber F White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411628	CLM	Arthur Matthews	1958-09-05	—	—	8260 Palm Dr, Plano, TX, 75035	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107215	ENR	Roger D Porter	1992-03-10	UHC-61167-62	3457276244	5095 Ridge Rd, Chandler, AZ, 85256	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-108975	ENR	Zachary Wallace	1994-02-09	UHC-31902-21	2969309719	7504 Ridge Rd, Miami, FL, 33109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58987	TPA	Noah Cook	1982-04-09	—	6506429202	496 Market St, Tempe, AZ, 85263	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419889	CLM	Diana Flores	1943-09-06	UHC-29823-15	5509507556	8278 Hillcrest Rd, Tucson, AZ, 85750	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140003	ENR	Elijah N Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-54706	TPA	Jose Munoz	1982-11-23	—	—	7787 Mesa Dr, Tampa, FL, 33665	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53714	TPA	Roy Mendez	1973-06-03	—	7732206513	9475 Meadow Ln, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118770	ENR	Ralph Reed	1978-06-03	UHC-28797-29	3289065305	6164 Main St, Nashville, TN, 37205	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26956	PRV	Bryan Franklin	1981-12-17	—	—	325 Valley View Dr, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136258	ENR	Margaret R Cook	1996-09-07	UHC-09865-45	6703615197	8085 Grand Ave # 180, Orlando, FL, 32845	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-24880	PRV	Lori Lee	1943-09-07	—	7793828307	7843 Sunset Blvd, Scottsdale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57955	TPA	Doroty Griffin	1942-08-16	—	—	968 Camelback Rd, Austin, TX, 78770	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51138	TPA	Eugene Robinson	1958-11-01	UHC-47358-77	7946847171	6267 Oak St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-58407	TPA	Eugene Fields	1946-04-17	—	2327990491	8134 Valley View Dr, Columbus, OH, 43232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-401095	CLM	Daniel Bailey	1967-02-12	—	—	6151 Desert Sky Blvd, Mesa, AZ, 85276	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131029	ENR	Yukki Elliott	1992-02-18	UHC-02081-19	5678289868	4413 Church St, Chandler, AZ, 85273	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-400484	CLM	Santiago Peters	1999-11-21	—	—	8248 Willow Ct Apt 7, San Antonio, TX, 78210	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103791	ENR	Christina D Crawford	1956-06-26	UHC-10362-89	4245444443	5106 Desert Sky Blvd, Eden Prairie, MN, 55310	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142725	ENR	Santiago W McDonald	—	UHC-59608-33	6896673729	6607 Jefferson Ave, Miami, FL, 33176	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-23264	PRV	Debra Hill	1947-12-10	—	3066553236	3871 Bayshore Dr, Phoenix, AZ, 85041	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100146	ENR	Anna H McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-406511	CLM	Kayla Henry	1969-11-11	UHC-88085-99	—	5247 Spring St, Columbus, OH	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114865	ENR	Judith M Fox	1948-03-11	UHC-81588-93	4246330248	3009 Mountain View Dr, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-142072	ENR	Grace C Oliver	1954-02-20	UHC-79868-47	2579887625	5167 Willow Ct, Gilbert, AZ, 85234	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-63165	TPA	Donald Chapman	2003-08-09	—	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139962	ENR	Sara N Alvarado	2003-01-03	UHC-48967-87	8239092793	3430 Desert Sky Blvd, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112425	ENR	Etan Alvraez	1955-12-04	UHC-95573-58	9707017180	349 Mountain View Dr, Nashville, TN, 37269	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104502	ENR	Timothy Hamilton	1952-01-26	UHC-90711-45	8204608804	6114 Church St, Eden Prairie, MN, 55359	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57998	TPA	Hayes B Gloria	2006-11-05	UHC-74017-49	—	9821 Spring St, Fresno, CA, 93770	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-100846	ENR	Justin Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX, 78238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102972	ENR	Sean K Jenkins	1946-04-18	—	9796543950	2326 Desert Sky Blvd, Chandler, AZ, 85263	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-424245	CLM	Gabriel Freeman	1997-01-10	—	—	8222 Park Pl, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more

9,980 rows, page 48 of 200Previous Next