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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140167	ENR	Jackie Carr	1995-07-08	UHC-08909-54	6994778213	7361 Baseline Rd, Phoenix, AZ, 85053	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127668	ENR	Juan S Wells	1963-12-02	UHC-62005-75	7514299935	8015 Lake View Rd, Orlando, FL, 32828	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
CLM-418601	CLM	Marilyn Mason	2003-01-23	UHC-06049-09	2517492884	7190 Baseline Rd, Plano, TX, 75071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106302	ENR	Stephen Li	—	UHC-49292-64	4776314236	9593 Harbor Blvd, Atlanta, GA, 30321	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-113737	ENR	Jack Black	1940-05-11	UHC-42214-28	2616860193	4489 Maple Ave, Chandler, AZ, 85276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100351	ENR	Henry T Brown	1998-08-21	UHC-21741-37	—	3158 Indian School Rd, Miami, FL, 33178	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-105596	ENR	Julia Hunt	1965-02-23	UHC-27781-50	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-63416	TPA	Bobby Jones	1990-10-25	—	—	8156 Lake View Rd, Austin, TX, 78778	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-115618	ENR	Jeffrey H Lucas	1951-10-20	UHC-80548-18	—	5238 Church St, Atlanta, GA, 30312	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-106009	ENR	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138604	ENR	Sean X Sims	1945-02-08	UHC-11547-01	4554337047	4081 Mesa Dr, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119729	ENR	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	5356 Ridge Rd, Chandler, AZ, 85233	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129514	ENR	Jonh N Lynch	2002-02-23	UHC-31180-51	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125320	ENR	Daniel C Shaw	1959-08-15	UHC-67570-57	3584590787	9881 Pine Dr, Scottsdale, AZ, 85259	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101020	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
ENR-133380	ENR	Daniel G Wallace	1940-04-15	UHC-64775-97	9793286812	8459 Lake View Rd, Orlando, FL, 32853	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425426	CLM	Barbara Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431948	CLM	Kimberly Ferguson	—	UHC-50163-50	2729343576	9024 Mesa Dr, Scottsdale, AZ, 85247	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103206	ENR	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427022	CLM	Natalie Cruz	2001-08-03	—	—	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
ENR-106996	ENR	Mateo Armstrong	1990-09-02	UHC-08356-33	2332896184	6290 Grand Ave, Columbus, OH, 43257	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105073	ENR	Nancy Q Gibson	1957-12-21	UHC-64279-71	3263182219	8709 Forest Ave, Chandler, AZ, 85274	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132218	ENR	Mason T Patel	1951-04-10	UHC-32608-14	7135467383	6531 Grand Ave Apt 10, San Diego, CA, 92130	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114894	ENR	Nathan L Peterson	1988-08-04	UHC-13686-05	3889273728	5178 Washington St, Tucson, AZ, 85703	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413631	CLM	Hannah Day	1991-08-23	UHC-89666-89	2932364050	914 Indian School Rd, Minneapolis, MN, 55469	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58424	TPA	Nicole Peterson	1940-03-25	—	—	4591 Jefferson Ave, Phoenix, AZ, 85095	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-25731	PRV	Cheryl Brown	2005-07-19	—	—	872 Willow Ct Apt 37, Las Vegas, NV, 89105	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131842	ENR	Betty I Scott	1987-07-27	UHC-50628-36	2746697839	3319 Washington St, Plano, TX, 75006	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-421822	CLM	Jeffrey Martin	1952-12-20	—	—	4549 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138078	ENR	Marc X Walsh	1997-07-05	UHC-37839-21	9878415044	—	0.64	Phone reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
ENR-109018	ENR	Harold U Marquez	1956-02-26	UHC-97300-32	6986645508	3616 Apache Blvd, Charlotte, NC, 28207	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112623	ENR	Mason M Kelley	—	UHC-29311-14	7348242923	7144 Bayshore Dr, Miami, FL	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP missing+2 more
CLM-417353	CLM	Isabella HJunk	1941-05-22	—	—	9391 Ridge Rd, Sacramento, CA, 95868	0.64	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+2 more
PRV-20880	PRV	Jose E Richardson	1960-08-27	—	—	9388 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Plan code upper-cased+2 more
ENR-135284	ENR	Ethan M Rogers	—	UHC-76883-32	8694389533	1672 Spring St, San Antonio, TX, 78251	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102064	ENR	Jeffrey Q Myers	1950-09-19	UHC-03305-03	3579765682	3390 Harbor Blvd, Tucson, AZ, 85775	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-400349	CLM	Bruce Herny	2001-02-18	UHC-59684-25	9738491510	415 Palm Dr, Nashville, TN, 37202	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428307	CLM	Jerry Perkins	—	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-425406	CLM	Lauren Franklin	1961-08-23	—	6453919863	2015 Lake View Rd, Jacksonville, FL, 32203	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-424301	CLM	Jordan Wood	1979-07-09	UHC-90845-16	—	289 Lake View Rd, Seattle, WA, 98108	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-135188	ENR	Richard B Nelson	1997-12-14	UHC-09848-35	—	4440 Jefferson Ave, Atlanta, GA, 30327	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-428435	CLM	Shirley Gordon	1945-10-15	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130207	ENR	Gary T Torres	2000-04-04	UHC-92111-02	2029224954	2720 Central Ave, Plano, TX, 75017	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104692	ENR	Robert F Jordan	1974-09-10	UHC-77954-08	7876066095	6722 Meadow Ln, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112990	ENR	Grace S Harper	1981-06-12	UHC-75926-22	7989784285	6965 Sunset Blvd, Mesa, AZ, 85251	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128429	ENR	Jeffrey Bradley	1941-10-17	UHC-34850-08	4565141752	3300 Cedar Ln, Eden Prairie, MN, 55321	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-141112	ENR	Emma N Fields	1984-01-12	UHC-62616-12	—	5196 Central Ave, Chandler, AZ, 85254	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406631	CLM	Lori Q Lane	2006-03-28	—	—	5174 Church St Apt 34, Atlanta, GA, 30392	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-113637	ENR	Ralph N Jimenez	1998-04-11	UHC-41438-71	5707458691	9714 Church St, Sacramento, CA, 95875	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

3,278 rows, page 19 of 66Previous Next