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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20449	PRV	Sam Hayes	—	UHC-36765-49	3629297240	2104 Ocean Ave, Jacksonville, FL	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28513	PRV	Joshua Stevens	1980-10-26	—	7373281853	9610 Washington St # 268, Charlotte, NC, 28216	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
PRV-28178	PRV	Mary Herrera	1973-03-20	—	8299189312	7943 Palm Dr, Houston, TX, 77040	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28823	PRV	Zachary Harvey	1982-02-22	—	9485635188	9098 Oak St Apt 16, Dallas, TX, 75260	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
PRV-23357	PRV	Adam P Alvarado	1941-02-23	UHC-25176-33	—	1044 Main St, Los Angeles, CA	0.34	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
PRV-23268	PRV	Lucia Hoffman	1971-06-26	UHC-24037-58	8163171375	2795 Sage Ct # 798, Los Angeles, CA, 90011	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+5 more
PRV-20881	PRV	Ralph Shaw	1955-09-18	—	—	6408 Central Ave, San Antonio, TX	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-27684	PRV	Jean Campbell	1944-11-22	—	7872370494	3206 Sage Ct, Dallas, TX, 75214	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26553	PRV	Heather Morris	1949-06-10	UHC-15441-17	—	1309 Willow Ct, Austin, TX, 78751	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-25485	PRV	Jacqueline Mason	—	UHC-70522-46	8082142473	5140 Cedar Ln, Minneapolis, MN, 55456	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-21045	PRV	Keiith I Vazquez	—	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.36	Middle initial moved out of first name Name re-cased Date of birth missing Street suffix standardised+4 more
PRV-25630	PRV	Priya Moreno	1991-08-06	UHC-96157-92	5498854889	8560 Palm Dr # 490, Charlotte, NC, 28296	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-20455	PRV	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd # 923, Nashville, TN	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24085	PRV	Philip Sims	—	UHC-24004-33	6634090106	2558 Baseline Rd, Atlanta, GA, 30348	0.36	Name split from “Last, First”Date of birth missing Phone reformatted SSN last four extracted+4 more
PRV-27352	PRV	Kathryn Mejia	1938-02-19	UHC-64570-80	—	3998 Lake View Rd, Seattle, WA	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
PRV-25516	PRV	Jesse Cunningham	1980-01-08	—	8618908687	8321 Mesa Dr, Dallas, TX, 75224	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25526	PRV	Elizabeth Hanson	1981-10-23	UHC-21503-26	6745142023	1726 Elm St, San Antonio, TX, 78247	0.36	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
PRV-22853	PRV	Marilyn Richards	1987-08-16	UHC-81335-20	3277357547	9496 Church St Apt 6, Las Vegas, NV, 89160	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-23236	PRV	Dorothy T Richardson	—	UHC-54546-12	—	1505 Camelback Rd, Seattle, WA, 98192	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
PRV-21868	PRV	Logan H Welch	1964-09-19	—	9483956037	5903 Grand Ave, Minneapolis, MN, 55407	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
PRV-25571	PRV	Ronald Long	1972-07-10	UHC-17595-06	5102469841	3301 Oak St # 281, Charlotte, NC, 28270	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
PRV-22758	PRV	Kenneth Stewart	—	—	2539247268	333 Jefferson Ave, Atlanta, GA	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-23367	PRV	Douglsa Walker	1993-06-08	UHC-39642-73	5889277270	1960 Ocean Ave, Tampa, FL, 33610	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20703	PRV	Randy Harrison	1985-11-20	—	7124552893	5559 Sage Ct, Chandler, AZ, 85226	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
PRV-25591	PRV	Julia Snyder	1951-02-06	UHC-60469-08	5525074119	2609 Sunset Blvd, Glendale, AZ, 85379	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23330	PRV	Alexander Shultz	1967-11-05	—	2416952655	7629 Desert Sky Blvd, Tucson, AZ	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27826	PRV	Joe Cox	1954-06-17	UHC-98294-10	—	839 Grand Ave, Atlanta, GA, 30394	0.36	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+4 more
PRV-21594	PRV	Luis R Fernandez	1939-03-16	UHC-80478-13	—	6230 Camelback Rd Apt 21, Austin, TX, 78790	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27337	PRV	Lcuia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20365	PRV	Mari Carroll	2000-04-04	—	7658012640	3988 Camelback Rd, Austin, TX, 78705	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23541	PRV	Jerry Jensen	1955-08-28	UHC-63050-35	—	4916 Sunset Blvd, Nashville, TN, 37255	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-26978	PRV	Andrew Nunez	1995-08-24	UHC-64434-62	2167408191	6814 Canyon Rd, Houston, TX, 77059	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22958	PRV	Rob Phillips	1943-11-04	—	7325472007	4709 Indian School Rd, Scottsdale, AZ, 85255	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-26301	PRV	Sandra Fostre	2001-07-19	—	8917708882	2551 Pine Dr, Columbus, OH	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24529	PRV	George Hall	2008-02-17	—	—	6086 Maple Ave, Dallas, TX, 75269	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-21850	PRV	Susan Cruz	1999-02-13	UHC-91616-29	8619654207	9775 Cedar Ln, Atlanta, GA, 30338	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-29179	PRV	Kimberly K Mills	1955-12-07	—	8016234112	9137 Main St Apt 17, Gilbert, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-25401	PRV	—Junk	1965-05-18	—	2547880228	1428 Maple Ave, Orlando, FL	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26213	PRV	Jerry R Garrett	1970-04-05	—	4065040895	4320 Valley View Dr, Orlando, FL	0.36	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-28972	PRV	Bryan U Wallace	1964-12-01	—	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21547	PRV	Aaron Pierce	1967-07-04	—	7818060558	9338 Spring St # 712, Columbus, OH, 43288	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
PRV-29068	PRV	Amanda G Gibson	1938-02-15	—	7508292181	6501 Meadow Ln, Plano, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29131	PRV	Bruce T Garrett	1962-07-12	UHC-64079-01	—	383 Central Ave, Miami, FL, 33114	0.38	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-23334	PRV	Julie Chen	1981-10-26	UHC-35660-93	6966381928	6058 Church St # 437, Dallas, TX, 75259	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20095	PRV	Kyle Mason	2008-03-16	—	—	9092 Park Pl, Orlando, FL, 32888	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26224	PRV	Michelle Powell	1966-11-26	—	8846791047	7546 Ocean Ave, Chandler, AZ, 85269	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26434	PRV	Carl F Santos	—	—	3092747997	967 Valley View Dr, Tempe, AZ, 85227	0.38	Date of birth missing Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28987	PRV	Ahmed Freeman	1940-09-12	—	—	1848 Pine Dr Apt 28, Las Vegas, NV, 89180	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25412	PRV	Bruce Olson	1938-06-21	UHC-09197-07	—	2751 Ridge Rd, Seattle, WA, 98165	0.38	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+3 more
PRV-26593	PRV	Deborah Robinson	1946-06-14	UHC-84327-14	3847063063	9488 Jefferson Ave, Columbus, OH	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more

5,467 rows, page 2 of 110Previous Next