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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418113	CLM	Arthur Oliver	1995-04-22	—	5062102612	8600 Union St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430736	CLM	Brenda Grant	1974-07-20	—	—	6156 Washington St, Chandler, AZ, 85211	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-412125	CLM	Janice Davis	1974-01-24	UHC-78960-88	9632876901	6350 Grand Ave, Gilbert, AZ, 85293	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407480	CLM	William Harrison	1956-07-19	UHC-32299-78	7804022643	586 River Rd, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424702	CLM	Diane Morales	1958-05-02	—	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432529	CLM	Robert N Lewis	1938-06-12	UHC-97618-20	—	1524 Oak St, Sacramento, CA, 95858	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402452	CLM	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407529	CLM	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400716	CLM	Lori Meyer	1959-11-17	UHC-13791-29	3623758366	9738 Canyon Rd, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417773	CLM	Kathleen Gardner	1997-09-05	—	4307957627	3869 Jefferson Ave, Chandler, AZ, 85227	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424667	CLM	Alice Mejia	1942-06-13	UHC-60560-81	2824471224	649 Apache Blvd, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415024	CLM	Janice Hererra	1986-09-18	UHC-91917-46	3393602176	2585 Grand Ave, Austin, TX, 78760	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-429432	CLM	Mason Taylor	2001-07-19	—	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421319	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-421320	CLM	Michelle Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St, Miami, FL, 33116	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426129	CLM	James Ortiz	1940-06-28	—	5575874242	7211 Desert Sky Blvd, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-412369	CLM	Sharon Thomas	1942-09-22	UHC-96128-13	8766802037	3073 Lincoln Way, San Antonio, TX, 78243	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408689	CLM	Eugene Watkins	1997-10-17	UHC-86450-26	7018293443	9178 Park Pl, Scottsdale, AZ, 85294	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412036	CLM	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	9127 Pine Dr, Columbus, OH, 43249	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-431571	CLM	Katherine Greene	1968-09-02	UHC-18898-91	4286334759	2684 Union St, Jacksonville, FL, 32254	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421149	CLM	Matthew Marquez	1984-02-09	—	8057332989	6565 Maple Ave # 808, Glendale, AZ, 85322	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-415344	CLM	George Dominguez	2001-04-12	UHC-62241-74	4545634232	974 Sage Ct # 437, Seattle, WA, 98194	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410583	CLM	Terry Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-418786	CLM	Jesse Snyder	1989-03-27	UHC-23086-52	—	6453 Grand Ave, Scottsdale, AZ, 85266	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403834	CLM	Amanda Hunt	1954-01-17	UHC-86125-97	5332318767	6446 Cedar Ln, Austin, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422056	CLM	Eric Davis	1981-02-16	UHC-06409-80	2064163928	9238 Market St # 108, Plano, TX, 75090	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-425378	CLM	Tucker Philip	1982-02-21	—	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432726	CLM	Sarah Fuller	1958-03-06	UHC-44743-03	—	5274 Maple Ave, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420440	CLM	Noah Cook	1982-04-09	UHC-47414-31	—	496 Market St, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-414805	CLM	Annna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428953	CLM	Susan T Richardson	1946-05-15	—	2569360003	1926 Pine Dr, Tampa, FL, 33604	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428328	CLM	Jerry E Snyder	2004-07-14	—	8952122926	2995 Ridge Rd, Fresno, CA, 93791	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411485	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	—	7701 Ocean Ave, Tampa, FL, 33669	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402752	CLM	Charlotte Henderson	1977-12-06	—	—	2897 Elm St, Denver, CO, 80208	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-404978	CLM	Jack Marshall	1963-06-13	UHC-15423-91	—	4285 Main St Apt 15, Mesa, AZ, 85263	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-409257	CLM	Arjun Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431660	CLM	Alexis Singh	1985-11-15	UHC-47408-81	6434603845	4394 Canyon Rd Apt 32, Las Vegas, NV, 89107	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-428156	CLM	Kimberly Henderson	1942-10-18	UHC-39645-38	7657307466	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424662	CLM	Henry Jackson	1964-04-28	UHC-50017-20	6045786114	6329 River Rd, Las Vegas, NV, 89123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431497	CLM	Adams W Rebecca	1965-02-17	UHC-04443-52	6326626814	7683 Meadow Ln, Tempe, AZ, 85213	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-407920	CLM	Long Abby	1996-01-22	UHC-33129-37	8615155310	4841 Oak St, Scottsdale, AZ, 85234	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416975	CLM	Benjamin Franklin	1976-05-28	UHC-88306-24	—	6093 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402666	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	—	301 Elm St Apt 16, San Diego, CA, 92148	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-409879	CLM	Ruth Ownes	1988-01-27	UHC-38282-21	—	8039 Washington St, Houston, TX, 77015	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-409878	CLM	Ruth Ownes	1988-01-27	UHC-38282-21	—	8039 Washington St, Houston, TX, 77015	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-432697	CLM	Noah Andrews	1948-09-25	—	—	7736 Grand Ave, Denver, CO, 80251	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-416190	CLM	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL, 33699	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415403	CLM	Wayne Robinson	1981-03-08	UHC-81887-49	9208112178	5518 Grand Ave, Miami, FL, 33132	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422984	CLM	Jeffrey Payne	1966-11-15	UHC-28815-19	4108737703	8073 Lake View Rd Apt 2, Tempe, AZ, 85256	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-403091	CLM	Patricia Miller	1943-02-16	—	3122010988	1760 Pine Dr, Denver, CO, 80257	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

10,559 rows, page 21 of 212Previous Next