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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29453	PRV	Mary Day	1985-11-24	—	4732976946	4022 Church St, Houston, TX, 77096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57827	TPA	Angela Gilbert	1964-01-11	—	—	336 Pine Dr, Miami, FL, 33162	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406373	CLM	Omar Collins	2001-09-13	UHC-17620-38	2292227324	9690 Hillcrest Rd, Atlanta, GA, 30341	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
PRV-21224	PRV	Laura McDonald	—	—	9449547043	8089 Pine Dr, Atlanta, GA, 30382	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-412989	CLM	Jeremy Castillo	1981-09-28	—	—	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-28941	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28940	PRV	Frances Powell	1968-11-17	UHC-90782-54	6442887489	7489 Sunset Blvd, Fresno, CA, 93710	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114535	ENR	Eric V Mejia	1942-05-17	UHC-15564-26	3602878877	6702 Desert Sky Blvd, San Antonio, TX, 78255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24771	PRV	Rachel Colmean	1981-12-28	—	—	93 Ocean Ave, Jacksonville, FL, 32262	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
ENR-136017	ENR	Steve I Stone	1977-07-11	UHC-05330-78	7778480843	3084 Meadow Ln, Glendale, AZ, 85370	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107294	ENR	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122439	ENR	Gabriel Perkins	1979-01-25	UHC-10345-15	8139464457	3375 Lake View Rd Apt 38, Orlando, FL, 32836	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-139308	ENR	Raymond P Wood	1988-01-25	UHC-06749-57	3584464354	2432 Camelback Rd, Miami, FL, 33143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427737	CLM	Lucia Huughes	1939-07-22	UHC-07805-06	3725976654	3294 Lake View Rd, Atlanta, GA, 30345	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-53908	TPA	Christina Gonzalse	1963-11-26	—	6326063316	3686 Lake View Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130643	ENR	Mariana T Snyder	1982-04-19	UHC-99299-91	4652236941	3949 Forest Ave, Houston, TX, 77098	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-60941	TPA	Ethan Wlch	1941-06-23	UHC-61196-41	—	9226 Lake View Rd # 443, Minneapolis, MN, 55409	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425936	CLM	Karen Romero	1986-03-19	UHC-81131-34	—	6696 Spring St, Denver, CO, 80276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412283	CLM	Kathleen A Bryant	1993-08-19	UHC-97131-90	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57867	TPA	Larry Lynch	1993-07-16	—	—	4992 Valley View Dr, San Antonio, TX, 78275	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-102454	ENR	Bradley R Grant	1942-12-11	UHC-19561-64	5289861297	8189 Main St, Miami, FL, 33148	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414826	CLM	Lucia Smith	—	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-134003	ENR	George W Smith	2008-06-25	UHC-87014-69	9344721549	8472 Cedar Ln, Fresno, CA, 93783	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430055	CLM	Priay T Fuller	1952-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110550	ENR	Chris X Chen	1943-01-02	UHC-61903-40	9012937786	7525 Apache Blvd, Atlanta, GA, 30397	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413460	CLM	Natalie Wang	1942-05-17	UHC-03089-16	3485064143	5516 Market St, Austin, TX, 78786	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117636	ENR	Richard Dixon	1962-02-08	UHC-03392-31	8553669790	8238 Valley View Dr, Denver, CO, 80239	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-432094	CLM	Deborah Q Murray	1968-11-04	—	6824204405	1166 Park Pl # 806, Las Vegas, NV, 89199	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-59954	TPA	Betty Cox	1944-01-01	—	—	3527 Central Ave, Jacksonville, FL, 32275	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-114337	ENR	Betty Holmes	1947-02-20	UHC-36733-86	3897143457	7379 Grand Ave, Plano, TX, 75077	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100017	ENR	Jesse A Black	—	UHC-94495-51	4958819582	3456 Bayshore Dr, Nashville, TN, 37230	0.64	Date of birth missing Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-123053	ENR	Santiago X Jiimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-425008	CLM	Maason Bradley	1986-07-19	UHC-43681-03	—	2852 Apache Blvd, Minneapolis, MN, 55414	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-110504	ENR	Juan Weaver	1948-10-15	UHC-49719-35	3295026983	9101 Harbor Blvd, Houston, TX, 77021	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115672	ENR	Randy Webb	1957-12-03	UHC-16139-40	7596643441	2472 Spring St, Houston, TX, 77011	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-132743	ENR	Ronald K Thomas	1962-03-05	UHC-27173-66	3967019209	703 Union St, Phoenix, AZ, 85071	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26929	PRV	Aaron Reyes	1996-04-11	UHC-76516-13	—	593 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year City re-cased ZIP missing+2 more
TPA-61022	TPA	Brandon V Clark	1990-07-05	—	—	2821 Apache Blvd, Plano, TX, 75002	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-137469	ENR	Joshua Castro	1939-02-12	UHC-23978-17	4599778642	2052 River Rd, Tucson, AZ, 85787	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124767	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-124768	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
TPA-63272	TPA	Chris Phillips	—	—	7283023079	3969 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Date of birth unreadable City re-cased ZIP missing+2 more
CLM-427268	CLM	Kyle Myers	1982-10-21	—	—	2974 Ridge Rd, Mesa, AZ, 85211	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-26493	PRV	Philip Olson	—	—	7279844001	3574 Lake View Rd, Chandler, AZ, 85210	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-20707	PRV	Ann R Harris	1985-01-28	—	5869920894	2557 Willow Ct, Dallas, TX, 75206	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121087	ENR	Mark Hart	—	UHC-51511-77	8049933833	9124 Park Pl, Atlanta, GA	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-133882	ENR	Maria G Rojes	1943-08-21	UHC-01066-43	5245561709	5968 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401987	CLM	Stephen Garza	1947-12-11	—	—	9896 Ridge Rd, Orlando, FL, 32863	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419572	CLM	Eugene Perez	1995-04-11	—	—	7968 Baseline Rd, Chandler, AZ, 85244	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416711	CLM	Amber Graene	1965-07-14	UHC-66959-32	—	5664 Market St, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 114 of 357Previous Next