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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131627	ENR	Gerald Obrien	1977-03-10	UHC-71049-32	3527023449	4101 Sage Ct, Dallas, TX	0.64	Name split from “Last, First”Name re-cased Phone reformatted ZIP missing+2 more
ENR-136015	ENR	Richard V Jordan	2005-03-20	UHC-30947-21	7356244395	7025 Market St, Columbus, OH, 43230	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102080	ENR	Christine G Hudson	1970-03-28	UHC-23670-70	8648331230	3623 Church St, Columbus, OH, 43295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110722	ENR	Brandon Ward	2000-06-13	UHC-18572-93	3497913571	1918 Main St, Austin, TX, 78793	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109361	ENR	Nancy J Wheeler	1963-01-01	UHC-12362-52	7947958406	5840 Palm Dr # 192, Austin, TX, 78763	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131809	ENR	Wei B Vazquez	2006-01-12	UHC-51207-32	5803674684	2703 River Rd, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-113807	ENR	Lucia H Watson	1976-09-28	UHC-44470-52	5326763495	2545 Oak St, Tempe, AZ, 85265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120550	ENR	Kyle L Peters	2007-09-05	UHC-11956-50	—	4340 Union St, Jacksonville, FL, 32267	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139902	ENR	Hannah I Pierce	1956-10-20	UHC-53803-34	6935139438	742 Baseline Rd, Atlanta, GA	0.64	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-111104	ENR	Marilyn X Reynolds	1945-06-15	UHC-46674-53	8509682835	5503 Central Ave Apt 2, Orlando, FL, 32865	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110525	ENR	Ashley O Fernandez	2003-03-19	UHC-00933-59	—	6961 Lake View Rd, Fresno, CA, 93793	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-134216	ENR	Janet Dominguez	1996-03-24	UHC-70191-82	8886229148	1555 Sunset Blvd, Nashville, TN, 37244	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120935	ENR	Dorothy E Vasquez	1979-11-07	UHC-67174-45	—	7436 Apache Blvd, Plano, TX, 75023	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107479	ENR	Eugene G Contreras	1987-08-05	UHC-38123-34	2326752176	1731 Oak St, Eden Prairie, MN, 55377	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141478	ENR	Paul Kniight	1963-09-22	UHC-30214-82	—	2690 Church St, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136250	ENR	Priya R Carroll	1970-12-06	UHC-18639-53	2935803894	6382 Lake View Rd, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114548	ENR	Sandra Y Luna	1964-03-12	UHC-78857-62	—	9505 Oak St, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-133944	ENR	Stephanie S Collins	1959-12-06	UHC-83864-87	8162159665	195 Main St, Dallas, TX, 75253	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129872	ENR	Dylan Z Perry	1956-03-25	UHC-04097-97	8559664614	1210 Canyon Rd, Mesa, AZ	0.64	Name re-cased ZIP missing Gender normalised Plan code upper-cased+2 more
ENR-104897	ENR	Bryan A Guerrero	1988-06-06	UHC-91293-76	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-111615	ENR	Jim Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St, Seattle, WA, 98113	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-116830	ENR	Madison C Riichards	1946-11-09	UHC-62417-20	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-128812	ENR	Gary V Hill	1955-03-23	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106943	ENR	Juan F Thomas	1951-05-14	UHC-16020-03	6404232827	2865 Sunset Blvd Apt 12, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100869	ENR	Juan X Medina	1982-03-10	UHC-23688-32	9688417232	612 Ridge Rd, Denver, CO, 80207	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112842	ENR	Sean C Vasquez	1954-02-14	UHC-88370-25	4007860249	1366 Bayshore Dr, Columbus, OH, 43272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104050	ENR	Charlotte C Gray	1975-04-20	UHC-06707-24	4348672948	9319 Central Ave, Las Vegas, NV, 89168	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104767	ENR	Lawrence V Estrada	1944-10-22	UHC-71464-18	—	4645 Harbor Blvd, Columbus, OH, 43290	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-133417	ENR	Paul Ramirez	1961-07-11	UHC-57526-13	6929384437	3676 Bayshore Dr, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116802	ENR	Beverly G Keelley	1943-09-20	UHC-41851-93	9046122484	5371 Pine Dr, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116909	ENR	Judy Ward	1976-07-26	UHC-72375-15	—	398 Main St, Atlanta, GA, 30320	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136317	ENR	Christine Griffin	1954-05-03	UHC-39915-74	7977964859	2378 Main St, Los Angeles, CA, 90022	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137372	ENR	Sue Jimenez	—	UHC-77826-79	—	4500 Meadow Ln, Charlotte, NC, 28215	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-135681	ENR	Arthur Rice	2005-03-06	UHC-46288-64	2665327781	8405 Mesa Dr, Dallas, TX, 75257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119202	ENR	Isabella Perkins	1965-05-25	UHC-41872-98	4744684845	566 Church St, Phoenix, AZ, 85099	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111285	ENR	Robetr V Greene	1992-07-26	UHC-26139-06	7046929979	6881 Meadow Ln, Tampa, FL, 33641	0.64	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-122159	ENR	Christian T Roberts	1994-01-13	UHC-76678-78	9226368075	1186 Oak St, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119180	ENR	Tony W Moreno	1984-10-27	UHC-98306-16	8075901776	8852 Mountain View Dr, Glendale, AZ, 85305	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-100850	ENR	Stephen Ramirez	2005-10-17	UHC-34622-69	7649540080	4006 Maple Ave Apt 37, Mesa, AZ, 85233	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-120718	ENR	Doirs Nichols	1944-11-19	UHC-72925-71	8308692916	5904 Willow Ct Apt 21, Houston, TX, 77024	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-105756	ENR	David Garza	1938-04-06	UHC-42370-28	—	4042 Canyon Rd, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101320	ENR	Henry W Gray	1950-12-21	UHC-82608-67	5154205663	119 Park Pl, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134141	ENR	Hannah Vega	1981-07-15	UHC-67004-11	2776576095	3709 Sage Ct, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102567	ENR	Anna U Shaw	1956-08-26	UHC-44369-31	5074415820	8585 Desert Sky Blvd # 393, San Antonio, TX, 78276	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-139084	ENR	Willie K Holmes	2001-10-19	UHC-46139-28	7787496469	8106 Lincoln Way, Houston, TX, 77083	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-100578	ENR	Camila Y Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139104	ENR	Donald Chapman	2003-08-09	UHC-60622-70	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115900	ENR	Arthur G Warren	1957-09-17	UHC-86622-12	5265263860	952 Broadway, Chandler, AZ, 85296	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-129645	ENR	Sean F Mendoza	1962-11-14	UHC-68785-32	9033023098	7046 Highland Ave, Atlanta, GA, 30380	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129088	ENR	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 106 of 347Previous Next