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-103301	ENR	Kayla E Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd, Fresno, CA, 93700	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107099	ENR	Doris Alvarez	1971-01-07	UHC-60201-75	6699270351	8860 Meadow Ln, Tampa, FL, 33639	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-133334	ENR	Patrick I Barnes	1970-06-10	UHC-32707-31	3603931957	1678 Ridge Rd, Gilbert, AZ, 85298	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24089	PRV	Michael Lucas	1965-08-11	—	—	1524 Highland Ave, Eden Prairie, MN, 55329	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421772	CLM	Jose Y Perez	1980-04-25	UHC-94809-39	—	4123 Central Ave, Gilbert, AZ, 85257	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-425470	CLM	Steven Ramos	1969-01-26	—	7312929098	1184 Hillcrest Rd, Sacramento, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-116444	ENR	Henry M Nguyeen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413116	CLM	Barbara Snyder	1975-07-12	UHC-34905-16	5285628009	1746 Bayshore Dr, Charlotte, NC, 28217	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412011	CLM	Jose W Campbell	1980-01-09	—	—	5850 Union St, Jacksonville, FL, 32269	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424898	CLM	Diego Freeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave # 485, Glendale, AZ, 85309	0.66	Name split from “Last, First”Member ID reformatted Unit split from street Whitespace trimmed+1 more
TPA-52798	TPA	Lucia Lynch	1968-04-09	—	5604861546	8941 Forest Ave, Atlanta, GA, 30302	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-104140	ENR	Samantha V Sandoval	2000-06-18	UHC-17937-83	9466474914	7192 Highland Ave, Minneapolis, MN, 55419	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-404709	CLM	Charlles Rice	1968-08-21	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431354	CLM	Pamela Schmidt	1948-08-12	UHC-00388-35	—	2097 Lake View Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430757	CLM	Jerry Knight	1993-08-06	UHC-14087-46	—	2251 Forest Ave, Los Angeles, CA, 90032	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126327	ENR	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct # 235, Columbus, OH, 43260	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-23212	PRV	Santiago Price	1940-11-08	—	9009308202	3870 Sage Ct, Denver, CO, 80204	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-417437	CLM	Angela Sullivan	1962-09-08	—	—	173 Indian School Rd, Minneapolis, MN, 55402	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27385	PRV	Carlos Jordan	2006-09-02	UHC-81783-75	2763499443	86 Oak St, Sacramento, CA, 95886	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118575	ENR	Grace R Collins	1988-09-08	—	4545070571	681 Forest Ave, Miami, FL, 33125	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51453	TPA	Ana Santos	1940-10-17	—	—	7064 Indian School Rd, Tucson, AZ, 85779	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109507	ENR	Thomas W Tran	1978-11-08	UHC-05853-23	2085968364	5079 Camelback Rd, Plano, TX, 75081	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-403938	CLM	Jerry Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct, Fresno, CA, 93701	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413456	CLM	Barb Edwards	1951-10-01	UHC-91524-18	8699664205	—	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-113770	ENR	Ambre L Day	1971-01-22	UHC-56441-98	3298645030	6898 Baseline Rd, Denver, CO, 80273	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419848	CLM	Doris Chavez	1945-06-01	UHC-61116-89	—	3286 Bayshore Dr, Gilbert, AZ, 85234	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418992	CLM	Sofia I Rioos	1992-06-06	UHC-21043-75	8688752423	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-61264	TPA	Scott Johnston	1965-08-10	UHC-34433-48	—	7864 Oak St, Nashville, TN, 37209	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100310	ENR	Jessica Armstrong	1962-09-14	UHC-07333-60	—	1123 Bayshore Dr, Plano, TX, 75025	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108458	ENR	Aaron F Kelley	1972-04-19	UHC-36205-79	—	909 Forest Ave, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
TPA-52523	TPA	Roy Stephens	2007-03-23	—	—	9170 Cedar Ln, Denver, CO, 80227	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123654	ENR	Joshua W Tran	2003-08-04	UHC-48255-08	8838343537	700 Market St, Seattle, WA, 98101	0.66	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
CLM-407338	CLM	Elijah Sandoval	1995-08-03	UHC-68589-33	—	4630 Market St, Miami, FL, 33145	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405591	CLM	Jose Lawrence	1967-12-22	UHC-16741-15	2338899604	4669 Lincoln Way, Plano, TX, 75040	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133943	ENR	Jeremy Mitchell	1970-08-07	UHC-54886-96	3003547756	1460 Camelback Rd, Los Angeles, CA, 90080	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432704	CLM	Patrick Wells	1969-09-19	UHC-81827-11	6745804075	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-27437	PRV	Steven Wright	2003-04-06	—	9249428800	8108 Meadow Ln, Chandler, AZ, 85219	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126952	ENR	Martha Mejia	1995-04-06	UHC-37847-81	9195493899	9430 Sunset Blvd, Austin, TX, 78712	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415970	CLM	Jenny Hayes	2004-01-09	—	6818982160	314 Maple Ave, Phoenix, AZ, 85021	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-109209	ENR	Joyce J Vega	1947-06-09	UHC-91649-13	—	4301 Sunset Blvd, Atlanta, GA, 30397	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113933	ENR	Stephanie S Porter	2001-02-18	UHC-07006-03	5075854083	3225 Forest Ave, Denver, CO, 80200	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-114073	ENR	Carl U Gilbert	1966-08-23	UHC-44633-68	5783226069	2361 Camelback Rd, San Diego, CA, 92186	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52309	TPA	Pamela Griffin	1942-08-10	UHC-70075-68	—	9620 Cedar Ln, Fresno, CA, 93700	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420118	CLM	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425452	CLM	Jeffrey Myers	—	UHC-57569-28	7898148784	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-26875	PRV	Robert H Stone	1972-01-08	UHC-11766-70	3274236988	4545 Cedar Ln, Eden Prairie, MN, 55319	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113781	ENR	Joyce Roberts	2007-01-12	UHC-91571-60	3377074840	2751 Jefferson Ave, Los Angeles, CA, 90046	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401798	CLM	Gibson Y Matthew	1973-03-05	—	3612678988	7642 Market St, Sacramento, CA, 95816	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412414	CLM	Harold Smith	1965-12-25	—	—	6838 Camelback Rd, Denver, CO, 80214	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420204	CLM	Alexis A Armstrong	1996-08-18	UHC-63561-95	—	1658 Canyon Rd, Austin, TX, 78733	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 110 of 200Previous Next