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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-50072	TPA	Sean Cook	1984-03-16	—	3352703469	9409 Valley View Dr, Jacksonville, FL, 32210	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63776	TPA	Stephen Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.78	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-55991	TPA	Margaret Taylor	2005-06-28	—	3903945614	7621 Ridge Rd, Austin, TX, 78761	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55869	TPA	Amanda West	1987-06-04	—	—	9779 Valley View Dr, Tucson, AZ, 85734	0.78	Street suffix standardised Address re-cased Email lower-cased 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-54861	TPA	Hunter Cyntiha	1967-08-19	UHC-39831-20	—	668 Hillcrest Rd, Fresno, CA, 93702	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63688	TPA	Christian Coleman	2001-06-07	—	—	1394 Palm Dr, San Diego, CA, 92175	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63888	TPA	Natalie Moore	1963-05-18	—	2732498869	1524 Valley View Dr, Austin, TX, 78776	0.78	Phone reformatted 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-53369	TPA	Peter Kelly	1981-07-09	UHC-28833-25	—	8295 Mountain View Dr, Las Vegas, NV, 89106	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61379	TPA	Doris Klly	1957-03-07	—	—	9827 Highland Ave, Seattle, WA, 98162	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62714	TPA	Cheryl Garza	2004-07-18	—	3125114372	207 Union St, Tempe, AZ, 85203	0.78	Street suffix standardised Address re-cased City re-cased 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-59478	TPA	Kim Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.78	Street suffix standardised Address re-cased City re-cased 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-54042	TPA	Jason K Gordon	1952-06-05	—	2277306812	8596 Desert Sky Blvd, Plano, TX, 75052	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57554	TPA	Santiago Edwards	2005-04-18	—	—	2556 Oak St, Sacramento, CA, 95847	0.78	Street suffix standardised Address re-cased City re-cased 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-63712	TPA	Robert Patterson	1982-10-18	—	—	8502 Ridge Rd, Phoenix, AZ, 85004	0.78	Street suffix standardised Address re-cased City 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-60984	TPA	Betty Wang	1977-05-08	—	3735019281	2663 Park Pl, Glendale, AZ, 85335	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51214	TPA	Alan Brown	2004-01-08	—	6279760412	740 Central Ave, Phoenix, AZ, 85077	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-63499	TPA	Eric V Owens	1963-08-24	—	—	1197 Willow Ct, Orlando, FL, 32872	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64240	TPA	Jason Wells	1979-06-12	—	—	7236 Valley View Dr, San Antonio, TX, 78296	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61422	TPA	Matthew Bowman	1992-11-25	—	3075231472	4383 Palm Dr, Miami, FL, 33143	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-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-60303	TPA	Nicole Arnold	1979-05-10	—	5623336184	3165 Mesa Dr, Chandler, AZ, 85231	0.78	Date of birth reformatted 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
TPA-59325	TPA	Brenda Simmons	1992-05-23	—	—	6890 Spring St, Sacramento, CA, 95882	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54733	TPA	Teresa Fisher	1991-05-02	—	—	8299 Meadow Ln, Dallas, TX, 75251	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52496	TPA	Lori Li	1994-08-08	—	4574607825	4073 Camelback Rd, Tucson, AZ, 85784	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-62143	TPA	Kimberly Robertson	1940-11-18	—	—	9549 Apache Blvd, Tempe, AZ, 85296	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53152	TPA	Janet Boyd	1967-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58757	TPA	Ronald Lucas	2006-07-08	—	—	2996 Camelback Rd, Plano, TX, 75019	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53727	TPA	Brian D Jensen	2001-09-21	—	—	3976 Canyon Rd, Charlotte, NC, 28276	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50167	TPA	Christopher Pierce	1944-11-18	—	—	3313 Desert Sky Blvd, Minneapolis, MN, 55405	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51386	TPA	Carolyn King	1997-06-22	—	—	6321 Highland Ave, Fresno, CA, 93768	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53694	TPA	Zachary Weber	1945-01-21	—	—	1671 Elm St, Miami, FL, 33142	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,767 rows, page 119 of 156Previous Next