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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63078	TPA	Doris James	1972-03-15	—	—	9312 Pine Dr, Glendale, AZ, 85359	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59701	TPA	Daniel D Sanchez	1968-03-01	—	—	1280 Mesa Dr, Eden Prairie, MN, 55396	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52673	TPA	Andrea Woood	2008-06-21	—	—	2241 Desert Sky Blvd, Minneapolis, MN, 55405	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52537	TPA	Elijah Sims	1991-05-19	—	—	2636 Highland Ave, Sacramento, CA, 95889	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50147	TPA	Joe X Hudson	1988-08-22	—	—	22 Grand Ave, Scottsdale, AZ, 85213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64339	TPA	Kimberly Gutierrez	1944-05-12	—	—	8251 Sage Ct, Tucson, AZ, 85796	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-50826	TPA	Timothy Jensen	1976-10-04	—	5595814675	1467 Harbor Blvd, Charlotte, NC, 28280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59178	TPA	Ana Ortiz	1959-05-28	—	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59451	TPA	Jesse U Cunningham	1968-06-09	—	—	7036 Grand Ave, Tampa, FL, 33602	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52184	TPA	Sara Padilal	1981-07-06	—	—	690 Main St, Tampa, FL, 33683	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-55278	TPA	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53655	TPA	Tom Richardson	1996-01-21	UHC-44503-57	—	8105 Bayshore Dr, Tucson, AZ, 85775	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62996	TPA	Alice Lynch	1989-07-03	UHC-35217-75	8942512439	6986 Baseline Rd, Mesa, AZ, 85276	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-56029	TPA	Karen Luna	1990-04-10	—	—	4710 Sage Ct, Los Angeles, CA, 90031	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61747	TPA	Keith Dixon	1996-03-02	UHC-52659-75	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-53160	TPA	Alan W Lynch	1971-03-12	UHC-94055-27	—	1005 Desert Sky Blvd, Orlando, FL, 32837	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60004	TPA	Michelle Burns	1938-06-03	—	—	4095 Park Pl, Dallas, TX, 75205	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63556	TPA	Sarah Evans	2005-06-24	—	—	834 Cedar Ln, Eden Prairie, MN, 55356	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-64027	TPA	Danielle Rodriguez	1978-12-08	—	—	4491 Pine Dr, Columbus, OH, 43250	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56749	TPA	Pamela Wilson	1942-07-21	—	9678349119	175 Camelback Rd, San Antonio, TX, 78280	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-56424	TPA	Amy M Romero	1953-04-25	—	—	5444 Union St, Phoenix, AZ, 85061	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55558	TPA	Janet Young	1976-05-24	—	2425705194	3328 Oak St, Nashville, TN, 37280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54728	TPA	Judy Maritn	1977-07-26	—	9288111335	9886 Highland Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
TPA-56445	TPA	Kayla Mendez	1963-06-14	—	5608894991	3449 Forest Ave # 281, Plano, TX, 75017	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-60261	TPA	Evelyn Palmer	1956-01-03	—	5335273349	2570 Lake View Rd, Fresno, CA, 93770	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
TPA-51828	TPA	Philip Nichols	1988-04-04	—	6144971756	5140 Park Pl, San Diego, CA, 92155	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58839	TPA	Olivia Campbell	1987-09-15	—	4178786273	4368 Cedar Ln, Los Angeles, CA, 90035	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56533	TPA	Isabella Burton	1980-11-25	—	—	3009 Apache Blvd, Tempe, AZ, 85238	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50957	TPA	Kimberly West	1987-09-24	—	—	1188 Pine Dr, Los Angeles, CA, 90005	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-56641	TPA	Elizabeth N Ray	1992-08-26	—	—	3693 Main St, Scottsdale, AZ, 85288	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57373	TPA	Charles Watson	1952-06-16	—	7102090425	2196 Spring St, Tempe, AZ, 85221	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-57803	TPA	William Tucker	1940-03-14	—	—	136 Elm St, Minneapolis, MN, 55480	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50482	TPA	Larry Bennett	1975-08-04	—	—	5746 Market St, Columbus, OH, 43278	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-52208	TPA	Anna Martin	1966-05-02	—	4813589530	766 Park Pl, Chandler, AZ, 85261	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58360	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-50326	TPA	Matthhew Hayes	1993-02-07	—	4649219132	5670 River Rd, Denver, CO, 80220	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61507	TPA	Roy W Orega	1952-09-11	—	—	5579 Baseline Rd, Phoenix, AZ, 85054	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59189	TPA	Michelle Carpenter	1960-07-18	—	—	8637 Ocean Ave, Chandler, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61524	TPA	Adem Vasquez	1973-04-07	—	9417296737	5966 Cedar Ln, Charlotte, NC, 28288	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
TPA-56183	TPA	Mark Garza	1946-07-07	—	5268755930	7320 Washington St, Charlotte, NC, 28201	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56337	TPA	Ana Wong	1980-05-28	—	3955959376	4229 Pine Dr, Scottsdale, AZ, 85277	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63772	TPA	Liz D Myers	1981-12-18	—	—	9332 Ridge Rd, Dallas, TX, 75292	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61375	TPA	Joan J Soto	1981-05-17	—	—	1004 Apache Blvd, Los Angeles, CA, 90000	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-64341	TPA	Paul Morris	1987-08-17	—	—	9224 Sunset Blvd, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59992	TPA	William Hudson	1995-08-11	UHC-43451-15	—	5967 Church St, Tempe, AZ, 85298	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51476	TPA	Brian Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55843	TPA	Carl Park	1963-01-14	—	—	9297 Ocean Ave, Fresno, CA, 93741	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50670	TPA	Wayne Mitchell	1969-03-13	—	—	6633 Central Ave, Fresno, CA, 93789	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54058	TPA	Russell D Bryant	1960-11-27	—	—	2305 Willow Ct, Chandler, AZ, 85202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63618	TPA	David N Phillips	1938-01-10	—	—	7151 Spring St, Chandler, AZ, 85299	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

5,750 rows, page 62 of 115Previous Next