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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405779	CLM	Aisha Griffin	2005-09-04	UHC-65002-81	3667842451	5361 Elm St, Chandler, AZ, 85229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407616	CLM	Barbara Rojas	1974-05-22	—	3116896591	8037 Church St, Miami, FL, 33161	0.60	Name re-cased Two-digit birth year Phone reformatted 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-431149	CLM	Raymond Lee	2004-11-09	UHC-27065-55	—	2487 River Rd # 708, Las Vegas, NV, 89171	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+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-417612	CLM	Mei Flores	—	UHC-58714-51	—	129 Union St, Fresno, CA, 93787	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+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-400528	CLM	Boby Alexander	2000-12-16	UHC-78998-29	3163077428	3251 Highland Ave, Dallas, TX	0.60	Name re-cased Phone 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-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-423476	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	4699982916	884 Lake View Rd, Orlando, FL, 32800	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408929	CLM	Kevin Powell	1944-02-06	—	4584483116	8193 Union St, Tucson, AZ, 85762	0.60	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+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
CLM-424265	CLM	Watkins Frances	1946-10-08	UHC-87981-39	—	983 Highland Ave, Orlando, FL, 32864	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
CLM-405258	CLM	Frak Padilla	1964-02-14	UHC-18739-54	—	3588 River Rd, Minneapolis, MN	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-408175	CLM	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404973	CLM	Aaron Mendez	2006-05-23	—	3994284583	4835 Main St, Orlando, FL, 32867	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418396	CLM	Helen Oliver	1978-08-26	—	7446677328	7301 Church St, Columbus, OH, 43250	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407313	CLM	Tommy Espinoza	2002-10-08	—	8288912604	1690 Willow Ct, Nashville, TN, 37229	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408893	CLM	Jean Carr	1969-06-27	—	—	901 Central Ave, Los Angeles, CA, 90095	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423641	CLM	Noah Weaver	2004-03-09	UHC-88070-27	5544641485	3816 River Rd Apt 31, Scottsdale, AZ, 85207	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-418892	CLM	Emily Young	1977-01-26	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408389	CLM	Karen Wells	1989-06-21	UHC-15913-51	—	3908 Sunset Blvd, Nashville, TN	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-428570	CLM	Kayla Knight	1977-10-25	UHC-89655-06	9282492380	8687 Bayshore Dr, Sacramento, CA, 95827	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-410661	CLM	Nancy Valdez	1952-03-12	UHC-91123-84	8833553974	963 Canyon Rd Apt 38, Chandler, AZ, 85295	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-429759	CLM	Ana N Sendoval	1951-01-11	UHC-55976-50	9547799028	3345 Sunset Blvd, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-407892	CLM	Fatima Kim	1982-01-04	UHC-92687-81	—	5234 Elm St, Plano, TX, 75034	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-401812	CLM	Jacqueline Willsi	2003-09-05	UHC-69078-97	8716036630	5661 Sage Ct, San Diego, CA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417174	CLM	Carolyn L Coleman	1991-03-16	—	2417098567	8911 Oak St, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403120	CLM	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-403119	CLM	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ, 85257	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-432795	CLM	Stephen Murray	1962-05-26	—	8113848702	4148 Main St, Seattle, WA, 98101	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429580	CLM	Katherine N Ramirez	1958-09-11	—	2237033326	8202 Palm Dr, Gilbert, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410274	CLM	Janice Dixon	1965-05-19	UHC-16214-14	4343139723	6092 Canyon Rd, Minneapolis, MN, 55422	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more

18,771 rows, page 44 of 376Previous Next