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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23801	PRV	Marilyn Aguilar	1989-02-22	—	4464578877	4665 Baseline Rd, Chandler, AZ, 85235	0.48	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+4 more
PRV-23878	PRV	Bruce Murray	1994-10-11	UHC-95825-79	2893072986	2873 Highland Ave, Minneapolis, MN, 55438	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25657	PRV	Kelly Gonzales	1965-12-21	—	8705262186	4772 Forest Ave, Plano, TX, 75014	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25652	PRV	Ann Martinez	2006-09-21	UHC-19690-85	2039082871	3769 Highland Ave, Houston, TX, 77030	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25574	PRV	Gary K Burns	1967-01-03	—	9867391788	3058 Church St, Mesa, AZ, 85212	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+4 more
PRV-29222	PRV	Melissa Dominguez	1955-10-15	—	9855304738	953 Baseline Rd, Sacramento, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25042	PRV	Beverly Evans	1988-10-08	—	8909048210	9591 Valley View Dr, Las Vegas, NV, 89124	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27585	PRV	Elizabeth Walker	1958-11-19	UHC-96628-55	—	8507 Harbor Blvd, Denver, CO	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27957	PRV	Jesse Russell	1983-04-14	UHC-39788-24	5045675582	8446 Camelback Rd, Phoenix, AZ, 85088	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23812	PRV	Aaron Rojas	—	—	3164352379	1140 Spring St, Tempe, AZ, 85244	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25003	PRV	Michelle Chavez	1992-04-26	UHC-36979-40	7644180305	5832 Sunset Blvd # 499, Scottsdale, AZ, 85288	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-21414	PRV	Ahmed Vazquez	1955-08-09	UHC-66130-93	9142541272	6035 Oak St, Fresno, CA, 93723	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-20370	PRV	Timothy Reed	1963-03-14	UHC-65404-55	2168700023	6904 Lincoln Way, Columbus, OH, 43203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22623	PRV	Amanda Reynolds	1981-04-11	—	3262891011	7514 Ocean Ave # 187, Tucson, AZ, 85725	0.48	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
PRV-29130	PRV	Christian Lynch	1982-04-12	UHC-89218-09	4735622060	2724 Central Ave, San Antonio, TX, 78248	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-22864	PRV	Raymond Payne	1967-06-01	UHC-06240-95	3808478937	7626 Broadway, Denver, CO, 80272	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
PRV-20401	PRV	Marilyn Long	1982-08-17	UHC-18585-05	4696515047	4829 Oak St, Atlanta, GA, 30357	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23631	PRV	Mateo Harrison	1950-12-08	—	7865650513	8418 Washington St, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20820	PRV	Noah Chapman	2002-04-15	UHC-65294-57	9799046434	397 Palm Dr, Phoenix, AZ, 85078	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23711	PRV	Mei Li	1953-11-28	UHC-98792-36	7116684556	9840 Palm Dr, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
PRV-26152	PRV	Mariana U Jackson	1992-11-20	—	4996310529	8346 Palm Dr, Austin, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20429	PRV	Carol P Powell	1948-10-05	—	9333934679	6617 Highland Ave, Tucson, AZ, 85764	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25165	PRV	Maria Baker	1972-02-28	—	6509038382	5242 Hillcrest Rd, Nashville, TN, 37262	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29104	PRV	Julia Chavvez	1958-02-19	UHC-90166-60	6835403604	6840 Willow Ct, Atlanta, GA, 30300	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25333	PRV	Luis Sandoval	1971-07-04	UHC-78529-45	6944229068	6877 Mountain View Dr, Jacksonville, FL, 32234	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21909	PRV	Luis Reed	1944-04-24	UHC-97310-50	2423077489	3980 Meadow Ln, Orlando, FL, 32821	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20111	PRV	Shirley Watson	1997-06-09	—	7332586650	7724 Canyon Rd, Minneapolis, MN, 55499	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20512	PRV	King Carl	1958-02-06	UHC-56378-01	2633404744	6441 Mesa Dr, Houston, TX, 77050	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28265	PRV	Rebecca Campbell	1938-06-11	—	5877750928	7151 Church St, Austin, TX, 78776	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-20799	PRV	Hiroshi S Richards	1983-02-20	UHC-72946-18	5832347104	7384 Valley View Dr # 899, Glendale, AZ, 85353	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24832	PRV	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ	0.48	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+4 more
PRV-23100	PRV	Gregory Hudson	1954-02-04	—	5356368820	8058 Main St, Nashville, TN, 37262	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-21297	PRV	Heather O Griffin	1987-08-11	—	—	8521 Palm Dr, Jacksonville, FL, 32278	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-22021	PRV	Virginia N Carr	1959-09-19	UHC-61614-40	3254451452	9085 Church St, Dallas, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22939	PRV	Sean Vasquez	1953-03-25	UHC-70165-88	4339240463	5831 Palm Dr, Austin, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22554	PRV	Jacqueline Baker	1945-11-08	—	—	6071 Palm Dr, Atlanta, GA, 30360	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-24679	PRV	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	7442 Oak St Apt 36, Denver, CO, 80254	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26627	PRV	AmandaJunk	1938-02-27	—	9336832337	879 Sunset Blvd, Houston, TX, 77027	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29147	PRV	Lucia Lawon	1953-07-15	—	8128731682	4690 Highland Ave, Las Vegas, NV, 89178	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23116	PRV	Lucia F Edwards	1970-06-17	—	4374751530	6382 Jefferson Ave, Dallas, TX, 75299	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23253	PRV	Samuel Reyes	—	—	8256939401	445 Mesa Dr, Charlotte, NC, 28256	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20112	PRV	Diego Payne	1962-04-18	—	7578067166	9440 Mountain View Dr, Scottsdale, AZ, 85213	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
PRV-22701	PRV	Justin Fuller	1981-05-06	UHC-95343-24	2023297842	4564 Camelback Rd, Phoenix, AZ, 85029	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26346	PRV	Bobby Q Barnes	—	—	2505428493	7012 Lake View Rd, Jacksonville, FL	0.50	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
PRV-28260	PRV	Kevin D Matthews	1965-08-15	—	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name re-cased Phone missing area code State name converted to code Email lower-cased+3 more
PRV-25445	PRV	Janice Weaver	1973-10-17	—	6138030040	1279 Oak St, Denver, CO, 80225	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20248	PRV	Grace D Rodriguez	1994-03-14	—	—	4481 Sage Ct, San Antonio, TX, 78217	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-22993	PRV	Megan Olson	1945-10-28	UHC-31741-46	6704101226	3348 Ridge Rd, Los Angeles, CA, 90097	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24958	PRV	Kelly V Espinoza	1999-11-27	—	—	2936 Canyon Rd, Sacramento, CA, 95858	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27429	PRV	Andraa Sanders	1942-07-25	—	—	1519 Harbor Blvd, Houston, TX, 77051	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more

1,602 rows, page 5 of 33Previous Next