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

All sources, 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
ENR-122930	ENR	Herny Wang	1956-10-11	UHC-73333-83	5465842721	9589 Forest Ave, Denver, CO	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428233	CLM	Jerry Dunn	1993-02-22	UHC-45079-43	6789921657	5397 River Rd # 466, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
TPA-55719	TPA	Kelly Jimenez	1960-05-09	—	8672357828	9175 Forest Ave, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417627	CLM	Omar Sandoval	1988-10-09	UHC-06877-43	9317437233	6551 Grand Ave, San Antonio, TX, 78223	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101032	ENR	Hiroshi G Fullre	—	UHC-10742-92	8024769878	9186 Church St, Tampa, FL, 33680	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
PRV-21069	PRV	Austin Mendoza	1939-04-11	—	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.60	Name re-cased Date of birth reformatted City re-cased State code upper-cased+4 more
ENR-131209	ENR	Nicole King	1969-03-10	UHC-75840-72	8848891767	6954 Pine Dr, Phoenix, AZ, 85091	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20006	PRV	Margaret K Bell	2006-07-25	UHC-39574-66	—	4859 Elm St, Tampa, FL, 33618	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-27052	PRV	Evelyn U Contreras	1977-01-11	—	8072724415	8517 Sunset Blvd, Jacksonville, FL, 32240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138669	ENR	Carol W Turner	1988-06-04	UHC-66102-25	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122767	ENR	Christina D Sanchez	2006-06-01	UHC-05882-67	4455399844	28 Sunset Blvd, Houston, TX, 77052	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29463	PRV	Nicole Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave # 939, Fresno, CA	0.60	Name re-cased Phone reformatted Unit split from street City re-cased+4 more
ENR-129223	ENR	Andrea L Wells	1974-04-08	UHC-09143-66	2962636283	1442 Highland Ave, Atlanta, GA, 30301	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424269	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St, Atlanta, GA, 30356	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134239	ENR	Dorothy Cook	1982-07-23	UHC-19060-90	8492320783	5326 Union St Apt 37, Minneapolis, MN, 55408	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411890	CLM	Ryan D Fuller	1965-12-23	—	7176395510	5944 Lake View Rd, Sacramento, CA, 95886	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427675	CLM	Pamela Harvey	1953-11-17	UHC-71603-21	—	5210 River Rd, San Antonio, TX, 78252	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50772	TPA	Kenneth Marshall	2003-03-20	—	—	7655 Camelback Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403211	CLM	Rebecca Phillips	1966-11-25	UHC-96782-86	5047057126	6764 Baseline Rd # 126, Seattle, WA, 98102	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-20421	PRV	Donald T Johnston	1945-11-27	—	5666986636	942 Harbor Blvd Apt 28, Glendale, AZ, 85356	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-418369	CLM	Brandon Graham	1999-03-03	UHC-81812-78	2115434560	3790 River Rd # 101, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-423292	CLM	Robert Moore	1975-11-08	—	—	3363 Meadow Ln, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120529	ENR	Janet T Hoffman	1977-04-21	UHC-00217-94	—	9782 Valley View Dr, Dallas, TX, 75231	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-112008	ENR	Maeo Armstrong	1979-02-15	UHC-54870-93	8868558811	1841 Bayshore Dr, Los Angeles, CA, 90069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425265	CLM	Wayne Y Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL, 33698	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421378	CLM	Dylan L Bowman	1984-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426176	CLM	Jose Jordan	1947-12-06	UHC-22708-92	—	2093 Oak St # 606, Dallas, TX, 75201	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-116918	ENR	Patty A Nguyen	2005-03-23	UHC-22321-64	7243578348	6015 Elm St, Fresno, CA, 93770	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-51381	TPA	Janet Jenkins	1976-05-08	—	9794867603	5208 Main St, Phoenix, AZ, 85004	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21250	PRV	Jeffrey S Larson	1955-09-24	UHC-00373-95	2895514159	5242 Jefferson Ave, Scottsdale, AZ, 85236	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141833	ENR	Lauren Jackson	2004-04-04	UHC-07467-12	8903456751	7895 Harbor Blvd, Houston, TX, 77066	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24382	PRV	Henry Stevens	1970-10-26	UHC-50709-36	8138942341	9556 Sunset Blvd, Eden Prairie, MN, 55343	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52330	TPA	Christine Hicks	1996-10-24	—	3089776609	4361 Canyon Rd, Scottsdale, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142460	ENR	Deborah N Chapman	1938-10-27	UHC-03542-11	2535724174	6636 Canyon Rd, Houston, TX, 77028	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23912	PRV	Matthew N Fowler	1946-10-15	—	6606137410	5316 Washington St, Chandler, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108706	ENR	Randy I Lawrence	1981-01-02	UHC-90741-18	9258489130	8287 Highland Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127968	ENR	Lysa Z Pena	1956-11-01	—	5952517329	4869 Elm St, Nashville, TN, 37288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130000	ENR	Benjamin H Rozs	1945-12-11	UHC-24918-60	3618549079	8110 Spring St Apt 38, Denver, CO, 80295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-402813	CLM	Brandon Y Obrien	1985-10-23	UHC-52239-76	—	2492 Forest Ave, Las Vegas, NV, 89131	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104028	ENR	Nicholas Mejia	2003-02-11	UHC-04504-31	8783376786	1116 Sage Ct, Miami, FL	0.60	Name re-cased Street suffix standardised Address re-cased ZIP missing+4 more
CLM-428227	CLM	Joan B Vazquez	1958-10-06	UHC-66979-80	3959648074	2813 Valley View Dr, Chandler, AZ, 85283	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-422918	CLM	Alexis W Parker	1988-11-26	UHC-53530-87	4048602689	2479 Harbor Blvd, Austin, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56170	TPA	Rebacca Cooper	1954-10-28	—	7979222692	4303 Forest Ave, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116091	ENR	Ana K Gutierrez	1950-06-21	UHC-96937-07	7933649446	6563 Elm St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121528	ENR	Timothy Y Aguilar	1996-11-08	UHC-28975-92	5002713314	1629 River Rd, Las Vegas, NV, 89123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424090	CLM	Jack L Franklin	1968-02-01	UHC-20855-62	2224380255	3069 Mountain View Dr Apt 9, Tampa, FL, 33640	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-27132	PRV	Petter O Wells	1946-05-19	—	3055104175	2917 Mesa Dr, Miami, FL, 33128	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112299	ENR	Cynthia I Diaz	2002-12-02	UHC-72241-56	8586064607	4342 Baseline Rd, Denver, CO, 80274	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425649	CLM	Christian Singh	2007-07-24	UHC-28089-14	—	9378 Willow Ct # 338, Scottsdale, AZ, 85290	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-420992	CLM	Doris Gilbert	1945-07-11	—	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more

39,996 rows, page 83 of 800Previous Next