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

Provider network, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27449	PRV	Roger Z Le	1987-12-14	—	4346333773	9800 Cedar Ln, Austin, TX, 78739	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23768	PRV	Camila E Weaver	1976-10-02	—	5518171644	1120 Spring St, Tempe, AZ, 85298	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20230	PRV	Anna S Fisher	1990-09-28	UHC-66514-15	9384466330	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27345	PRV	Maria P Henry	1981-02-04	UHC-39990-48	—	4187 Central Ave, Plano, TX, 75053	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
PRV-28617	PRV	Jonathan Burton	2006-09-23	UHC-87120-20	9716670384	4473 Mesa Dr, Dallas, TX, 75238	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27610	PRV	Dunna Reed	1985-11-09	—	4475624458	9147 Park Pl, Jacksonville, FL, 32242	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26972	PRV	Lucia Smith	1983-10-17	UHC-73102-48	8506646125	7359 Washington St, Nashville, TN, 37207	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25072	PRV	Alan Jensen	1978-10-09	—	8496178801	2617 Oak St, Seattle, WA, 98171	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29323	PRV	Victoria Singh	1941-04-18	UHC-82237-08	4874165697	3955 Grand Ave, Chandler, AZ, 85255	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20208	PRV	Alice K Crawford	1953-10-20	UHC-75258-47	8197445112	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20670	PRV	Gregory McCoy	1942-05-15	—	5182790967	8994 Lake View Rd, Nashville, TN, 37293	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22502	PRV	Maria Wang	1976-04-07	UHC-01269-47	—	6033 Mesa Dr, Phoenix, AZ, 85004	0.80	Name split from “Last, First”Member ID reformatted Email lower-cased Placeholder values cleared
PRV-27947	PRV	Michelle P Baker	1989-05-27	—	—	3246 Sage Ct, San Diego, CA, 92111	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24980	PRV	Sandra Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24979	PRV	Sandra Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24433	PRV	Nathan Burton	1997-10-09	—	9856764577	3629 Union St, Atlanta, GA, 30308	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26798	PRV	Isabella Watson	1977-02-03	UHC-11528-25	6795711721	6426 Washington St, Houston, TX, 77066	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
PRV-23382	PRV	Jeffrey Wagner	1981-04-19	—	7676570707	8796 River Rd, Nashville, TN, 37299	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25599	PRV	Carlos Young	1985-03-14	UHC-22068-37	7564710943	8579 Spring St, Tampa, FL, 33678	0.80	Name split from “Last, First”Member ID reformatted City re-cased Placeholder values cleared
PRV-20688	PRV	Pamela Vazquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-27413	PRV	Stephanie J Wagner	1966-09-22	UHC-41796-51	3656963373	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
PRV-23053	PRV	Victoria J Simmons	1960-11-19	—	4066128057	9567 Highland Ave, Los Angeles, CA, 90089	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20691	PRV	Ethan Black	2006-05-10	—	7625812027	4513 Washington St, Columbus, OH, 43285	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20941	PRV	Peter K Adams	2003-05-10	—	3706468573	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21340	PRV	Hannah Wood	1982-10-02	UHC-77455-70	—	8882 Harbor Blvd, Houston, TX, 77005	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20236	PRV	Christina Peters	1943-10-27	UHC-28826-82	3535380503	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28596	PRV	Bobby Wilson	1994-01-12	—	2094822436	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21849	PRV	Mason Wagner	1962-08-16	—	9143182055	1593 Church St, San Antonio, TX, 78215	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-23404	PRV	Zachary Simpson	1964-12-08	—	7648769980	5711 Church St, Miami, FL, 33183	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-26006	PRV	Arjun Stone	1987-03-17	—	6575655180	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27891	PRV	Joe C Harvey	1970-03-07	UHC-23152-20	6054023698	7400 Spring St, Orlando, FL, 32890	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28779	PRV	Kyle Powell	1962-10-08	—	5249192176	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27935	PRV	Adam Mendoza	1956-02-27	UHC-49778-06	8238225670	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27954	PRV	Janet Fernanndez	1989-04-14	—	—	8060 Ridge Rd, San Diego, CA, 92189	0.80	Name split from “Last, First”City re-cased Email lower-cased Placeholder values cleared
PRV-25942	PRV	Doris O Sims	1942-11-10	UHC-56700-59	8768345172	5650 Valley View Dr, Plano, TX, 75097	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
PRV-21343	PRV	Sofia Lane	1964-08-03	—	—	5091 Sage Ct, Scottsdale, AZ, 85283	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
PRV-28066	PRV	Jamees Bryant	1982-01-07	UHC-17281-99	5765912996	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23159	PRV	Jese Wrren	2008-11-17	UHC-51170-46	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-23477	PRV	Rebecca Greene	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23476	PRV	Rebecca Greene	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27025	PRV	Amanda Rogers	1938-02-02	UHC-77469-13	9177748046	6473 Spring St, Glendale, AZ, 85331	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26240	PRV	Sofia Thompson	1987-07-21	—	6439313066	4099 Willow Ct, Charlotte, NC, 28268	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29438	PRV	Jerry Y Watson	1983-04-17	—	6833821024	7251 Grand Ave, Sacramento, CA, 95840	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
PRV-29320	PRV	Diana Chavez	1980-02-02	UHC-06047-05	6112894481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29321	PRV	Diana Chavez	1980-02-02	UHC-06047-05	6112894481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26032	PRV	Raymond Mills	1957-05-17	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20319	PRV	Jason I Garrett	2002-09-09	—	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
PRV-24439	PRV	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24800	PRV	David V Davis	1948-04-05	UHC-44621-94	6969462810	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26998	PRV	Jacqueline Wang	1950-06-12	—	4087750630	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared

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