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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428901	CLM	Barbara Weber	—	UHC-24739-99	—	4863 Ocean Ave, Eden Prairie, MN, 55336	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-400927	CLM	Priya Chen	1999-03-03	UHC-87411-86	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-431891	CLM	Beverly Singh	1958-07-28	UHC-78091-79	—	8154 Sunset Blvd, Seattle, WA, 98132	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423609	CLM	Christian McCoy	1971-12-15	UHC-69126-94	—	3749 Park Pl, Los Angeles, CA, 90076	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429398	CLM	Theresa Carter	1968-12-13	UHC-04988-64	8186483464	4683 Palm Dr, Chandler, AZ, 85262	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409820	CLM	Sofia Ward	1961-04-16	UHC-55808-79	—	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-429857	CLM	Noah Campbell	1961-12-01	UHC-25272-68	3033863621	7910 Harbor Blvd, Orlando, FL, 32880	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-413117	CLM	Anthony Johnston	1976-01-26	UHC-39804-89	2375899084	6353 Cedar Ln # 964, Tampa, FL, 33619	0.64	Name split from “Last, First”Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-432260	CLM	Arthur Turner	1996-10-25	UHC-79544-73	5504083128	3704 Mountain View Dr, Gilbert, AZ, 85271	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401962	CLM	Mateo Stewart	1957-12-19	UHC-20020-02	—	6550 Jefferson Ave, Denver, CO, 80261	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted State code upper-cased+1 more
CLM-426034	CLM	Kayla Cole	2008-02-27	UHC-60226-22	—	2740 Highland Ave, Nashville, TN, 37276	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402863	CLM	Timothy Le	1982-07-08	UHC-27033-98	—	1198 Washington St, Phoenix, AZ	0.66	Name re-cased Member ID reformatted ZIP missing Gender normalised+1 more
CLM-427202	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.66	Phone missing area code Member ID reformatted State code upper-cased Gender normalised+1 more
CLM-425947	CLM	Justin Bennett	1996-11-06	UHC-31433-79	—	7156 Broadway, Tampa, FL, 33667	0.66	Two-digit birth year Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413956	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	—	—	0.66	Phone missing area code Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-410567	CLM	Carol Luna	1974-03-25	UHC-13714-34	2956266227	6623 Harbor Blvd, Atlanta, GA, 30320	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425730	CLM	Brenda Rodriguez	1957-10-04	UHC-80980-57	—	4390 Baseline Rd, Tucson, AZ, 85738	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-405113	CLM	Nathan Soto	1986-07-23	UHC-40896-79	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-424132	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-424131	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-423150	CLM	Willie Washington	1952-03-19	UHC-96039-67	6058602454	893 Sunset Blvd Apt 21, Seattle, WA, 98147	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408297	CLM	Alice R Mejia	1971-03-07	UHC-85205-05	2619044980	6999 Forest Ave, Jacksonville, FL, 32267	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
CLM-400691	CLM	Charlote Bryant	1993-09-22	UHC-51096-97	—	4266 Union St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430141	CLM	Sandra Reynolds	—	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth unreadable Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-423119	CLM	Reed Barbara	1968-01-07	UHC-47110-21	—	3533 Ridge Rd, Miami, FL, 33180	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419191	CLM	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408710	CLM	Virginia Le	1958-01-16	UHC-66102-15	—	4073 Forest Ave, Scottsdale, AZ, 85218	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431469	CLM	Kim Heather	—	UHC-33481-45	—	—	0.66	Name re-cased Date of birth unreadable Member ID reformatted Gender normalised+1 more
CLM-413691	CLM	DianeJunk	1996-07-02	UHC-87387-07	6124357656	9757 Ridge Rd, Charlotte, NC, 28285	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417939	CLM	Janiice Greene	1986-08-15	UHC-32981-06	5937820515	3408 Spring St, Sacramento, CA, 95829	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-416924	CLM	Paul U Lawson	2005-04-09	UHC-29000-24	—	2360 Mesa Dr, Eden Prairie, MN, 55372	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409739	CLM	Scott U Howell	2004-09-04	UHC-80139-48	2229435045	1885 Meadow Ln, Houston, TX, 77071	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-416317	CLM	Charlotte Le	1980-08-17	UHC-88223-35	7436252642	3814 Mesa Dr, Charlotte, NC, 28217	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-432500	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-416110	CLM	Carlos T Walsh	1955-02-16	UHC-12354-08	6298076457	—	0.66	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Whitespace trimmed+1 more
CLM-424898	CLM	Diego Freeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave # 485, Glendale, AZ, 85309	0.66	Name split from “Last, First”Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-405456	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	1594 River Rd, Chandler, AZ, 85200	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-412633	CLM	Judy Grza	1960-01-16	UHC-43428-27	—	3068 Jefferson Ave, Columbus, OH, 43263	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-427267	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct # 632, Minneapolis, MN, 55480	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
CLM-413680	CLM	Brian F Wilson	1983-10-03	UHC-08927-59	—	955 Cedar Ln Apt 20, Miami, FL, 33107	0.66	Member ID reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-414068	CLM	Maria Jordan	1956-08-02	UHC-38848-23	—	9605 Cedar Ln, Austin, TX, 78745	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-413148	CLM	Lucia Owens	2008-07-17	UHC-32020-14	—	4476 Pine Dr, Charlotte, NC, 28268	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406299	CLM	Sarah Scott	1944-05-16	UHC-34036-57	—	9320 Maple Ave, Orlando, FL, 32813	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-403180	CLM	Austin Hughes	2000-06-04	UHC-81540-49	4454953335	138 Meadow Ln, Eden Prairie, MN, 55308	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-413043	CLM	Kelly Little	2008-11-24	UHC-49705-38	—	1047 Palm Dr, Austin, TX, 78762	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410466	CLM	Roy M Crawford	2004-06-04	UHC-12133-87	—	1696 Park Pl, Mesa, AZ, 85297	0.66	Name split from “Last, First”Member ID reformatted SSN last four extracted State code upper-cased+1 more
CLM-412001	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-412092	CLM	Billy Miller	1959-04-28	UHC-85481-64	—	3528 Baseline Rd, Scottsdale, AZ	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more

2,293 rows, page 15 of 46Previous Next