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-63039	TPA	Gloria Lopez	1942-12-10	—	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62593	TPA	Philip Red	1951-08-10	—	—	3340 Palm Dr, Nashville, TN, 37237	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56312	TPA	Margaret Rice	2001-03-12	—	—	1283 Church St, Eden Prairie, MN, 55387	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60205	TPA	William Knight	1941-02-10	—	3535879695	267 Grand Ave, Los Angeles, CA, 90070	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53236	TPA	Brian Vazquez	1970-07-16	—	3646615998	4314 Washington St, Sacramento, CA, 95831	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50849	TPA	Albert Fields	1969-03-03	—	9662119279	3255 Union St, Minneapolis, MN, 55420	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57109	TPA	Daniel Ward	1948-04-16	—	3548394358	8568 Highland Ave, Austin, TX, 78731	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51991	TPA	Sofia Baker	1944-07-07	—	6855447021	2623 Baseline Rd, Dallas, TX, 75261	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59651	TPA	Hannah Gonzales	1965-10-12	—	6733223843	2372 Central Ave, Fresno, CA, 93703	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61125	TPA	Elijah Li	1942-01-05	—	5463306592	6856 Mesa Dr, Las Vegas, NV, 89190	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56996	TPA	Christine Harvey	1997-03-09	—	3793261896	141 Apache Blvd, Tucson, AZ, 85753	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58279	TPA	Ralph Z Bell	1976-11-03	—	4813904799	8457 Apache Blvd, Tempe, AZ, 85201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54305	TPA	Bryan Williams	2007-08-09	—	2198365668	3380 Park Pl, Tempe, AZ, 85201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55670	TPA	Joe Richards	1945-09-03	—	—	5655 Ridge Rd, Minneapolis, MN, 55404	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60239	TPA	Amy Berry	1942-11-21	—	—	2566 Lake View Rd, Glendale, AZ, 85304	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51276	TPA	Kathryn Harrison	1974-01-11	—	2797703167	2953 Elm St, Orlando, FL, 32855	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51478	TPA	Wayne Luna	1942-05-16	—	7348662457	9591 Jefferson Ave, Denver, CO, 80232	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50691	TPA	Vincent M Dixon	1965-12-09	—	3987935563	2436 Maple Ave, Austin, TX, 78700	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51280	TPA	Virgginia F Delgado	1962-04-03	UHC-25625-24	5676392000	8879 Ocean Ave, Denver, CO, 80215	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58193	TPA	Sean Adams	1968-12-24	UHC-01130-29	8357626925	6127 Indian School Rd, Los Angeles, CA, 90001	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-54012	TPA	Joshua Roberts	1963-03-27	—	—	9038 Washington St, Columbus, OH, 43202	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50694	TPA	Russell Aguilar	2004-04-06	—	6663006532	7938 Elm St, Jacksonville, FL, 32281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64018	TPA	Hiroshi Day	1998-11-02	—	2143366818	9870 Apache Blvd, Mesa, AZ, 85278	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56497	TPA	Sandra Obrien	1985-10-07	—	9009166639	7731 Spring St, Atlanta, GA, 30320	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63831	TPA	Marcus Valdez	1964-02-25	—	—	7713 Ridge Rd, Scottsdale, AZ, 85264	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63812	TPA	Kim Hill	1945-12-18	—	7707482301	1065 Camelback Rd, San Antonio, TX, 78264	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50860	TPA	Sean Alvarado	1974-11-08	—	—	3881 Palm Dr, Los Angeles, CA, 90000	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55130	TPA	Brandon A Park	1957-07-13	—	6249068280	1620 Willow Ct, Scottsdale, AZ, 85294	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57539	TPA	Margaret Moore	1965-02-17	—	2875169648	5409 Canyon Rd, Sacramento, CA, 95815	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63681	TPA	Sean Brown	2003-10-25	—	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63796	TPA	Betty Owens	1990-04-28	—	4504628112	5241 Maple Ave, Nashville, TN, 37264	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61531	TPA	Danielle Schultz	1941-07-01	UHC-73966-94	9595906871	7494 Union St, Eden Prairie, MN, 55302	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63224	TPA	Betty Sandoval	1944-09-25	—	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55026	TPA	Wei Hanson	1956-02-20	—	5763019804	7792 Spring St, Nashville, TN, 37238	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52233	TPA	Margaret Warren	1988-11-03	—	—	1560 Washington St, Atlanta, GA, 30344	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61661	TPA	Dot Alexander	1946-07-26	—	—	4659 Ocean Ave, Atlanta, GA, 30303	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50855	TPA	Tyler Guerrero	1989-03-25	—	2558771204	3570 Park Pl, Phoenix, AZ, 85026	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54525	TPA	Luis Q Campbell	1987-10-16	—	8394278035	4276 Washington St, Denver, CO, 80224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62586	TPA	Hannah G Moore	1963-03-27	—	—	4706 Central Ave, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62587	TPA	Hannah G Moore	1963-03-27	—	—	4706 Central Ave, Minneapolis, MN, 55435	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50540	TPA	Pamela Garrett	1944-12-07	—	9614046705	9254 Grand Ave, Chandler, AZ, 85265	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61260	TPA	Joran Rivera	1943-06-02	—	—	1873 Bayshore Dr, Dallas, TX, 75261	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63419	TPA	Jessica A George	1949-12-04	UHC-93474-84	—	5100 Valley View Dr, Seattle, WA, 98142	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-59528	TPA	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO, 80236	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50319	TPA	Cheryl Parker	1988-06-09	—	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56137	TPA	William Thomas	1963-02-12	—	4893124310	6444 Ridge Rd, Scottsdale, AZ, 85280	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61398	TPA	Gary N Kelly	1969-12-25	—	9005910574	9565 Valley View Dr, San Antonio, TX, 78237	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50828	TPA	Stephanie Cole	1997-09-22	—	—	4353 Ocean Ave, Houston, TX, 77031	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54671	TPA	Rachel Patterson	1941-11-27	—	8917513625	8143 Mountain View Dr, Tampa, FL, 33686	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62769	TPA	Matthew Kelly	1981-02-20	—	3333950305	5109 Hillcrest Rd, Sacramento, CA, 95884	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

7,767 rows, page 90 of 156Previous Next