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
PRV-21598	PRV	Nathan Tucker	1982-07-18	—	5058955843	573 Union St, Houston, TX, 77009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131103	ENR	Joe Snyder	1994-11-27	UHC-75238-83	6253145044	2758 Broadway, Orlando, FL, 32880	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
CLM-415357	CLM	William Thomas	1950-10-27	UHC-66305-24	—	8887 Palm Dr # 569, Miami, FL, 33102	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-119685	ENR	Jeffrey A Lopez	1956-04-07	UHC-38292-42	3879602356	2377 Central Ave, Miami, FL, 33181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410235	CLM	Janice Lopez	1947-05-11	UHC-64105-04	7883163428	2564 Lincoln Way, San Antonio, TX, 78293	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-403479	CLM	Sam Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419400	CLM	Tyler J Peters	1952-03-28	—	—	3062 Main St, Fresno, CA, 93743	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119239	ENR	Lus Jenkins	1958-10-19	UHC-57726-75	—	7476 Ridge Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105473	ENR	Carol Perry	1987-06-27	UHC-00745-17	6725718460	2551 Washington St, Plano, TX, 75043	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53466	TPA	Larry Walker	—	—	—	7933 Indian School Rd, Scottsdale, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-134033	ENR	William Bryant	1950-11-09	UHC-37429-27	—	4794 Highland Ave, Columbus, OH, 43265	0.64	Name re-cased Phone missing area code Email lower-cased Gender normalised+2 more
ENR-131256	ENR	Carol I Riely	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57899	TPA	Thomas Hamilton	1948-05-17	—	—	3945 Market St, Glendale, AZ, 85374	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102639	ENR	Betty West	1983-05-28	UHC-82275-78	6432609690	3801 Lake View Rd, Denver, CO	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-57820	TPA	Mariana Ryan	1956-05-09	—	7873258829	2596 Valley View Dr, Plano, TX, 75082	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28497	PRV	Kathrny Cooper	2000-07-27	—	—	2987 Spring St, San Antonio, TX, 78236	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64168	TPA	Deborah Murray	1968-11-04	—	—	1166 Park Pl # 367, Las Vegas, NV, 89199	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28846	PRV	Hannah Flores	1954-07-12	—	5977160199	7702 Main St # 610, Minneapolis, MN, 55432	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23274	PRV	Maria Gray	1994-12-02	UHC-06693-16	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.64	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
CLM-418597	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418596	CLM	Jessica N Adams	1961-07-22	UHC-97802-47	4369550598	1007 Oak St, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108597	ENR	Martha T Stone	2000-11-11	UHC-60822-04	8515121604	1311 Hillcrest Rd, Glendale, AZ, 85387	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142160	ENR	Ana P Ford	2007-02-13	UHC-54888-77	7542342591	8252 Desert Sky Blvd # 487, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102526	ENR	Bradley F Richardson	1961-03-15	UHC-31604-51	6542775957	9129 Grand Ave, Eden Prairie, MN, 55353	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430780	CLM	Rebecca Jacobs	1971-06-11	—	—	6100 Spring St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131307	ENR	Aaron H Hill	1953-01-22	UHC-43515-39	9204761283	6660 Willow Ct # 850, Nashville, TN, 37256	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-122065	ENR	Aaron Y Hernandez	1991-12-10	UHC-34558-20	—	4536 Union St, Tempe, AZ, 85254	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431157	CLM	Christina Griffin	1941-11-08	UHC-88176-08	—	7775 Oak St, Minneapolis, MN, 55405	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136918	ENR	Jeffrey O Simpson	1943-04-16	UHC-82165-72	6005883898	4147 Indian School Rd Apt 36, Miami, FL, 33101	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-410306	CLM	Lawrence Hicks	1954-03-16	UHC-52129-95	—	1518 Canyon Rd, Eden Prairie, MN, 55323	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115742	ENR	Sophia Vasquez	1947-12-15	UHC-21463-60	7814559096	5478 Canyon Rd, Tucson, AZ, 85761	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-429561	CLM	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd # 873, Scottsdale, AZ, 85275	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-105633	ENR	Charlotte Dunn	1987-10-01	UHC-00603-18	5874341669	6874 Broadway, Denver, CO, 80250	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-421260	CLM	Dorothy M Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Email lower-cased+2 more
CLM-421394	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX, 77005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55401	TPA	Julia Espinoza	1970-06-04	UHC-84983-20	—	6137 Desert Sky Blvd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124020	ENR	Vinccent Henderson	1962-06-21	UHC-29621-21	8365092297	4468 Ocean Ave, Houston, TX, 77084	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61101	TPA	Larry Duncan	1989-04-28	—	—	9313 Baseline Rd, Eden Prairie, MN, 55346	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-29248	PRV	Franklin Isabella	1973-04-07	UHC-14942-32	—	7906 Indian School Rd, San Diego, CA, 92154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428086	CLM	Arthur Kelley	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101064	ENR	Grace D Rodriguez	1994-03-14	UHC-74123-45	7595967642	4481 Sage Ct Apt 10, San Antonio, TX, 78217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415603	CLM	Jacqueline Gonzales	1997-03-13	—	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411370	CLM	Diana Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd, Glendale, AZ, 85350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-133872	ENR	Adam Wilson	1938-07-21	UHC-40383-09	—	6489 Mountain View Dr, Tempe, AZ, 85266	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427188	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427187	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105145	ENR	Megan Gonzalez	2005-02-25	UHC-00597-47	4763227799	1165 Hillcrest Rd, Denver, CO, 80289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128532	ENR	Harold P Morales	1949-11-28	UHC-68587-26	4747050032	7282 Lake View Rd, Miami, FL, 33159	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413115	CLM	Becky Fuller	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121848	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	8110 Ridge Rd, San Antonio, TX, 78273	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more

39,996 rows, page 187 of 800Previous Next