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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112585	ENR	Roy Crawford	1991-07-27	UHC-84794-41	3048425311	6673 Oak St, Seattle, WA, 98175	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121594	ENR	Ronald M Day	1999-11-18	UHC-48673-84	2819495875	3077 Sage Ct, San Antonio, TX, 78276	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-427505	CLM	Jesse Miller	1943-04-13	UHC-45991-10	4624821279	1014 Jefferson Ave, Seattle, WA, 98126	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141957	ENR	Jessica S Lwis	1998-02-03	UHC-39423-43	4773849790	2448 Main St, Tempe, AZ, 85226	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139322	ENR	Brandon V Smith	1954-09-13	UHC-16733-19	6118762320	8647 Park Pl, Glendale, AZ, 85350	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-126069	ENR	Justin Elliott	2007-08-16	UHC-63826-19	6837302596	797 Mountain View Dr, Phoenix, AZ, 85043	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-427209	CLM	Rachel Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127390	ENR	Sophia X Franklin	1938-12-01	UHC-43254-64	7748175753	2156 Ocean Ave, Tampa, FL, 33622	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-24123	PRV	Daniel G Bennett	2008-08-12	UHC-66829-88	3279523910	9592 Market St, Glendale, AZ, 85308	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116575	ENR	Anna S Morrson	1956-11-22	UHC-62678-61	5489139559	7151 Baseline Rd, Miami, FL, 33142	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-403614	CLM	Ronald Richardson	1961-04-12	UHC-28177-64	2028482643	7869 Grand Ave, Sacramento, CA, 95850	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-403763	CLM	Alice Robinson	1955-12-26	UHC-97366-44	3819777241	8625 Spring St, Eden Prairie, MN, 55365	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-410604	CLM	Walker Rachel	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ, 85267	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-122280	ENR	Angela Delgado	2002-05-22	UHC-99986-31	6558024973	9739 Sunset Blvd, Tampa, FL, 33609	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-22947	PRV	Luis Hall	1973-09-26	UHC-09047-55	7395664678	136 Ocean Ave, Columbus, OH, 43201	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106539	ENR	Kelly J Wright	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX, 78282	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-142907	ENR	Thomas Harper	1974-08-03	UHC-43283-39	9528903409	973 Market St, Tucson, AZ, 85766	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100101	ENR	Aaron Webb	2008-10-07	UHC-75621-63	4588466333	6397 Grand Ave, Tempe, AZ, 85260	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-121402	ENR	Andrea Collins	1995-03-03	UHC-48003-04	—	4578 Market St, Sacramento, CA, 95812	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-407603	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	3553 Harbor Blvd, Gilbert, AZ, 85240	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-409101	CLM	Gloria Hoffman	1978-12-18	UHC-25518-91	9555756475	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-129616	ENR	Austin Jacobs	1958-06-19	UHC-69015-61	2338107887	8869 Ocean Ave, Atlanta, GA, 30319	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123814	ENR	Jason Bryant	1955-12-01	UHC-97836-97	5953897036	4131 Market St, Chandler, AZ, 85216	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430011	CLM	Larry Garcia	1952-09-11	UHC-62291-99	—	3651 Harbor Blvd, Fresno, CA, 93741	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20808	PRV	Ruth E Wells	2003-12-08	UHC-16007-69	8227708183	7402 Sage Ct, Tempe, AZ, 85264	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-130968	ENR	Grace Williams	1976-04-18	UHC-70016-34	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-105527	ENR	Ronad White	1971-04-08	UHC-20485-15	2248548765	626 Apache Blvd, Seattle, WA, 98149	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138238	ENR	Arjun Dominguez	1985-07-22	UHC-91705-75	6394848074	7632 Camelback Rd, Nashville, TN, 37245	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-128693	ENR	Sophia X Washington	1962-02-13	UHC-07619-89	9363777591	989 Camelback Rd, Los Angeles, CA, 90098	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-131671	ENR	Lucia L Baker	2008-04-25	UHC-00790-82	9116163899	6471 Cedar Ln, Dallas, TX, 75216	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114046	ENR	Ethan X Lopez	1983-05-12	UHC-27810-97	7056804337	7340 Palm Dr, Fresno, CA, 93740	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430205	CLM	Sophia Lynch	1951-05-02	UHC-90674-61	6112390258	8743 Baseline Rd, Eden Prairie, MN, 55315	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-20234	PRV	Victoria Greene	1976-07-22	UHC-12466-94	3705144850	7520 Church St, Seattle, WA, 98185	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-52513	TPA	Ruth Hanson	1985-06-06	UHC-73022-03	8265345553	3317 Church St, Tempe, AZ, 85236	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416275	CLM	Jacob Jensen	1944-06-02	UHC-55803-44	9828047639	3352 Mountain View Dr, Las Vegas, NV, 89159	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100764	ENR	Arjun Hughes	1995-09-25	UHC-32299-75	8642258861	9134 Canyon Rd, Nashville, TN, 37280	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140318	ENR	Charlotte Le	1948-04-01	UHC-73579-53	8793365418	9232 Harbor Blvd, Phoenix, AZ, 85024	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-59216	TPA	Danielle Ellis	1941-03-12	UHC-67285-47	—	7010 Grand Ave, Denver, CO, 80233	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-140435	ENR	Paul Price	1991-01-19	UHC-24890-46	7525967410	5622 Mountain View Dr, Mesa, AZ, 85286	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-111060	ENR	Walter Crewford	1999-10-02	UHC-83187-18	6415089019	6940 Oak St, Gilbert, AZ, 85240	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-141593	ENR	Martha Riley	1972-05-20	UHC-50441-12	9826901636	3498 Union St, Los Angeles, CA, 90040	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-121290	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	—	8266 Central Ave, Gilbert, AZ	0.72	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+4 more
ENR-112360	ENR	Mason L Garcia	1938-08-04	UHC-80156-07	8958080038	7806 Spring St, Austin, TX, 78702	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-111575	ENR	Ruth Le	1940-09-03	UHC-10988-19	6173836317	1269 Oak St, Columbus, OH, 43274	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106370	ENR	Laura V Alvarez	1994-01-13	UHC-59481-37	2819546655	231 Grand Ave, Glendale, AZ, 85322	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-56609	TPA	Victoria Maldonado	1966-01-02	UHC-88689-50	7917734873	9385 Sage Ct, Atlanta, GA, 30348	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136981	ENR	Jenkins Gay	1988-12-04	UHC-39155-95	6827150949	9616 Desert Sky Blvd, Los Angeles, CA, 90006	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-105087	ENR	Grgeory G Morirs	1940-02-01	UHC-46319-60	5872583116	4387 Washington St, Chandler, AZ, 85216	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106096	ENR	Larry Q Barnes	1983-06-16	UHC-44053-64	—	2439 Oak St, Gilbert, AZ, 85247	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-410921	CLM	Mary Morales	1998-04-27	UHC-10683-37	9196515365	738 Broadway, Sacramento, CA, 95819	0.72	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more

7,723 rows, page 65 of 155Previous Next