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 “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
CLM-429969	CLM	Ashley Parker	1968-02-15	UHC-65675-26	6409045682	277 Park Pl, Tempe, AZ, 85275	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400038	CLM	Sara Snyder	1960-07-03	UHC-12811-54	2823604106	1546 Sage Ct, Tucson, AZ, 85712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402692	CLM	Larry Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401916	CLM	Pamela Ruiz	1951-01-16	UHC-56632-98	—	2604 Baseline Rd, Gilbert, AZ, 85256	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431144	CLM	Charles Hoffman	1986-03-16	UHC-28425-96	—	1089 Bayshore Dr, Jacksonville, FL, 32269	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417381	CLM	Noah M Ward	1945-03-10	UHC-78806-27	7633427070	3345 Ocean Ave, Mesa, AZ, 85299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427611	CLM	Margaret Ryan	1961-09-12	—	2418857734	3627 Mountain View Dr, Nashville, TN, 37229	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405238	CLM	Anthony W Guerrero	1993-12-01	UHC-84143-49	—	5499 Church St, Los Angeles, CA, 90034	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407028	CLM	Christian Yang	2002-05-05	—	9187197387	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-420069	CLM	Emma A Ramos	1960-08-12	—	9288762075	6476 Sunset Blvd, Charlotte, NC, 28260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401372	CLM	Arjun Gardneer	1987-08-28	UHC-24635-15	4878303467	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431563	CLM	Beverly T Geogre	1939-04-15	UHC-34719-91	—	9835 Palm Dr, Plano, TX, 75088	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412105	CLM	Hannah A Lawrence	1956-04-21	—	4479370295	1116 Desert Sky Blvd, Mesa, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414802	CLM	Johnny Lynch	1985-12-18	—	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-417537	CLM	Alexis Tran	1938-01-26	—	—	238 Apache Blvd, Sacramento, CA, 95836	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409339	CLM	Bryan Boyd	1956-09-28	—	9749855522	4755 Central Ave, Nashville, TN, 37288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403239	CLM	Valentina Duncan	1974-12-22	—	—	5898 Sunset Blvd, San Antonio, TX, 78219	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
CLM-425733	CLM	Amber O Jordan	1985-02-17	UHC-29175-45	9313022259	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-400879	CLM	Janet Wright	1966-09-20	UHC-45348-02	—	4019 Maple Ave, Minneapolis, MN, 55415	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-412898	CLM	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-402775	CLM	Timothy Vargas	1956-09-02	UHC-91471-01	7125048752	3414 Elm St, Fresno, CA, 93770	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409882	CLM	Charlotte Mills	1978-05-22	UHC-67782-74	—	352 Ridge Rd, Tempe, AZ, 85251	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405895	CLM	Debra Greene	1983-04-05	—	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402142	CLM	Bruce Johnston	1957-08-10	—	—	3273 Harbor Blvd, Dallas, TX, 75275	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424610	CLM	Samuel Bishop	1973-11-16	UHC-34213-31	7638216000	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414002	CLM	Julia Holmes	1974-12-28	—	6967289662	2935 Ocean Ave, Nashville, TN, 37211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418784	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	—	1909 Canyon Rd, Denver, CO, 80250	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413023	CLM	Julia Jackson	1958-09-16	UHC-47213-74	—	9848 Jefferson Ave, San Diego, CA, 92114	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416352	CLM	Steven Ramirez	1952-06-15	UHC-82095-13	7215604422	5837 Indian School Rd, Columbus, OH, 43282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420421	CLM	Bruce Daavis	1963-02-04	UHC-59299-76	—	7325 Willow Ct, Houston, TX, 77081	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424743	CLM	Christine Le	1976-04-22	—	9812656354	6862 Ridge Rd, San Antonio, TX, 78299	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403881	CLM	Tim Reed	1952-01-06	—	7423625575	6718 Lincoln Way, Miami, FL, 33103	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-427910	CLM	Marcus Montgomery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420848	CLM	Emily Harper	1970-04-07	—	—	2808 Desert Sky Blvd, Seattle, WA, 98197	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419859	CLM	Julie Maldonado	2003-02-09	—	—	2499 Cedar Ln, Tampa, FL, 33655	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406869	CLM	Virginia Carr	1959-09-19	—	3254451452	9085 Church St, Dallas, TX, 75283	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-423541	CLM	Rachel J Wallace	1957-10-01	UHC-75491-56	—	6492 Lincoln Way, Houston, TX, 77002	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424424	CLM	Jacob N Gunzales	2003-01-01	UHC-27782-30	3134028045	3611 Jefferson Ave # 163, Dallas, TX, 75220	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-402785	CLM	Wei Carlson	1949-12-04	UHC-58954-87	6729008203	3604 Hillcrest Rd, Glendale, AZ, 85302	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432364	CLM	Amy L Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408305	CLM	Brenda Banks	1977-01-16	—	3395057655	1732 Lincoln Way, Scottsdale, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420191	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-409289	CLM	Benjaimn Moreno	2000-08-10	—	—	1642 Maple Ave, Austin, TX, 78737	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427768	CLM	Madison U Obrien	1943-10-16	UHC-27298-84	9333446784	7820 Palm Dr, Nashville, TN, 37261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400047	CLM	Sandra Rice	2005-09-20	—	3888833669	4628 Lake View Rd, Austin, TX, 78796	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426029	CLM	Debra Jimenez	1996-05-16	UHC-59536-77	7399225717	8170 Maple Ave, Gilbert, AZ, 85208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409678	CLM	Chhristine Alexander	1943-08-26	—	—	1503 Valley View Dr, San Diego, CA, 92198	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-420066	CLM	Brian Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420983	CLM	Rayomnd Mendez	2005-06-03	—	7887098471	3227 Mountain View Dr, Atlanta, GA, 30321	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429156	CLM	Peter Baker	1945-12-21	UHC-62009-75	—	7980 Union St, San Antonio, TX, 78275	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 101 of 263Previous Next