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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137845	ENR	Walter O Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109487	ENR	Mary B Singh	2000-12-27	UHC-97637-47	—	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138739	ENR	Christian Campbell	1997-08-12	UHC-27250-91	7072348648	9801 Lake View Rd, Mesa, AZ, 85244	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125922	ENR	Dorothy Lwarence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd, Los Angeles, CA, 90087	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139616	ENR	Philip Olson	2007-09-07	UHC-22797-90	8858086728	4297 Indian School Rd, Nashville, TN, 37257	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-120915	ENR	Beverly M Williams	1970-08-09	UHC-94161-98	7144683368	2802 Canyon Rd, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120483	ENR	Douglas R Marshall	1970-08-19	UHC-48557-75	9879326371	534 Market St, Columbus, OH, 43252	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106794	ENR	Austin P Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119649	ENR	Jessica Cook	2004-07-07	UHC-84109-26	9496370799	2137 Camelback Rd, Glendale, AZ, 85348	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100829	ENR	Gary J Gutierrez	1993-12-06	UHC-65560-71	3813418968	3140 Canyon Rd, Sacramento, CA, 95894	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132837	ENR	Madison X Black	1995-03-09	UHC-35572-95	8075917094	5149 Valley View Dr, Atlanta, GA, 30303	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139264	ENR	Priya D Richards	1944-06-12	UHC-68615-53	3636715846	5504 River Rd, Orlando, FL, 32833	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121695	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139767	ENR	Helen X Ellis	2008-02-12	UHC-73490-52	6389703302	2899 Broadway, Denver, CO, 80259	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-117009	ENR	Nick V Fuller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-137554	ENR	Camila Peters	1965-05-28	UHC-84326-75	2217111069	4941 Mountain View Dr, Sacramento, CA, 95837	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122840	ENR	Elizabeth Gibson	—	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-109305	ENR	Sandra D Guzman	2007-11-26	UHC-35500-64	3963470860	7954 Desert Sky Blvd Apt 10, Houston, TX, 77083	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-106222	ENR	Daniel O Fernandez	1960-11-15	UHC-20537-71	8793437255	9880 Forest Ave Apt 17, Charlotte, NC, 28257	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137095	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137094	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-140414	ENR	Teresa Chen	1943-11-11	UHC-95941-37	5833252714	2986 Apache Blvd, Houston, TX, 77059	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120654	ENR	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107654	ENR	Janet Ryan	2005-05-05	UHC-88654-36	3459233061	7220 Market St, Orlando, FL, 32819	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138674	ENR	Cynthia F Rios	1996-08-17	UHC-75661-44	5575157672	8149 Union St, Miami, FL, 33171	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118648	ENR	Charlotte F Wright	1966-03-23	UHC-07440-61	5456061020	9865 Baseline Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103001	ENR	Frank D Soto	2007-11-14	UHC-53783-50	8065527556	4673 Bayshore Dr, Miami, FL, 33121	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-111987	ENR	Satniago McDonald	1991-02-20	UHC-25511-74	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109450	ENR	Sean X Bowman	1957-05-18	UHC-27509-22	5437941543	4985 Canyon Rd, Austin, TX, 78724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130914	ENR	Charlotte N Fowler	1967-11-27	UHC-76075-73	8238044717	6795 Church St, Denver, CO, 80222	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138251	ENR	Christine A Rios	1942-05-09	UHC-18940-85	4482283647	2798 Jefferson Ave, Nashville, TN, 37216	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141278	ENR	Walter Munoz	2002-05-12	UHC-46892-79	5025352140	6152 Sage Ct, Seattle, WA, 98156	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108278	ENR	Andrea Yang	1959-07-18	UHC-82520-81	—	5961 Canyon Rd, Tucson, AZ, 85778	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126034	ENR	Hannah U Schultz	1980-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112039	ENR	Donald W Williamon	1972-09-21	UHC-85616-98	2744258674	1094 Jefferson Ave, San Antonio, TX, 78238	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-134272	ENR	Albert V Dominguez	1961-08-27	UHC-16125-24	3893227612	3883 Canyon Rd # 141, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
ENR-125462	ENR	Melissa U Chavez	1991-11-18	UHC-46372-65	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-138447	ENR	Roger Martin	1998-05-15	UHC-19292-65	3293322869	4122 Sage Ct, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142186	ENR	Carlos K Ryan	1965-11-08	UHC-09464-45	8434429166	8809 Park Pl, Sacramento, CA, 95871	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113908	ENR	Janet Carroll	1979-12-09	UHC-24627-62	3865808267	2629 Sage Ct, Denver, CO, 80226	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134011	ENR	Gerald D McDoneld	1983-06-24	UHC-64643-77	4754671173	4680 Forest Ave, Tucson, AZ, 85777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-137527	ENR	Wayne D Dunn	1981-09-20	UHC-76545-20	4546713779	2552 Willow Ct, Sacramento, CA, 95878	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-108774	ENR	Jordan O McCoy	1962-08-14	UHC-92227-91	5397803910	685 Ridge Rd, Orlando, FL, 32828	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139278	ENR	Janice K Smith	1961-08-04	UHC-63818-98	7754108884	7340 Desert Sky Blvd, Tucson, AZ, 85721	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142903	ENR	Lauuren Harrison	1943-08-27	UHC-14437-61	8755858718	1789 Broadway, San Diego, CA, 92185	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-122831	ENR	Kathy L Weber	1983-04-19	UHC-61537-64	9667907447	6853 Lake View Rd, San Antonio, TX, 78232	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140566	ENR	Richard E Robertson	1966-12-04	UHC-19979-80	5743502014	7513 Mesa Dr, Seattle, WA, 98165	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-120350	ENR	Lawrence Richards	1964-11-21	UHC-84652-73	4556558005	6040 Main St, Columbus, OH, 43236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126612	ENR	Grace Yang	1940-08-25	UHC-08514-14	6615215864	9108 Harbor Blvd, Chandler, AZ, 85243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138230	ENR	Anna Y Wallace	1904-10-14	UHC-03491-04	4542033648	2854 Sage Ct, Glendale, AZ, 85304	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

3,951 rows, page 47 of 80Previous Next