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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418128	CLM	Shirley Le	2002-03-28	UHC-24005-09	9148077555	7260 Market St, Mesa, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421641	CLM	Sarah Richards	1969-07-06	—	8643960585	5747 Palm Dr, Scottsdale, AZ, 85223	0.74	Name re-cased City re-cased State code upper-cased Gender normalised+3 more
CLM-426435	CLM	Jennifer Carroll	1946-04-23	UHC-60488-61	7942064822	4830 River Rd, Las Vegas, NV, 89128	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402853	CLM	Martha G Sanchez	1992-08-24	—	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421867	CLM	Noah Griiffin	1967-08-20	—	5843834338	6453 Jefferson Ave, Plano, TX, 75054	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410489	CLM	Nathan M Hall	1939-08-26	UHC-65209-99	3466115388	7748 Bayshore Dr, Austin, TX, 78735	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430961	CLM	Dennis Mendez	1943-04-26	UHC-45203-64	8657897986	1631 Canyon Rd, Phoenix, AZ, 85093	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410645	CLM	Mateo Marshall	1967-01-02	UHC-89509-52	8867228530	1770 Willow Ct, Dallas, TX, 75265	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423390	CLM	Hiroshi Greene	1999-03-25	UHC-44535-99	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425228	CLM	Jesse Lopez	1960-09-09	UHC-89310-86	3723672299	3141 Apache Blvd, Las Vegas, NV, 89123	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412132	CLM	Jeff Z Shaw	1971-09-20	UHC-23558-85	7333787295	403 River Rd, Los Angeles, CA, 90098	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411245	CLM	Steven Phillips	1955-03-05	UHC-41677-84	6174680026	486 Bayshore Dr, Nashville, TN, 37224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427587	CLM	Bruce C Vazquez	1951-05-17	UHC-72856-87	8319669136	504 Elm St, Las Vegas, NV, 89169	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431292	CLM	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	476 Main St, Columbus, OH, 43294	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421566	CLM	Julie Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
CLM-421452	CLM	Ralph Jimenez	1989-07-12	—	4026440112	5171 Desert Sky Blvd, Los Angeles, CA, 90063	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427402	CLM	Amy Gonzalez	1985-04-03	UHC-77693-65	4562595912	6841 River Rd, San Diego, CA, 92119	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431331	CLM	Logan Austin	1951-09-23	—	—	5573 Ridge Rd, Eden Prairie, MN, 55309	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430911	CLM	Jose Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-407011	CLM	Petre R Espinoza	1990-02-16	UHC-78282-10	—	797 River Rd, San Diego, CA, 92101	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411195	CLM	Dorothy Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA, 30333	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429091	CLM	Peter Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414144	CLM	Dennis Contreras	1998-08-27	UHC-23357-72	—	1344 Mountain View Dr, Orlando, FL, 32830	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402802	CLM	Kimberly R Rios	1997-05-23	—	—	5559 Harbor Blvd, Mesa, AZ, 85241	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427745	CLM	Wayne B Coleman	1988-03-06	—	—	178 Union St, Austin, TX, 78770	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-432607	CLM	Catherine Burton	1959-05-05	UHC-82444-82	9507495338	4115 Desert Sky Blvd, Houston, TX, 77048	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411688	CLM	Randy Maldonado	1999-08-04	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.74	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425340	CLM	Thomas Gonzalez	1975-09-24	—	8923921982	1811 Indian School Rd, Phoenix, AZ, 85024	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422150	CLM	Jason Espinoza	1941-09-04	UHC-85301-17	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420212	CLM	Denise Berry	1943-01-02	UHC-93903-61	—	6018 Maple Ave, Nashville, TN, 37261	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420213	CLM	Denise Berry	1943-01-02	UHC-93903-61	—	6018 Maple Ave, Nashville, TN, 37261	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431301	CLM	Franklin Julia	1972-08-22	UHC-28885-09	6649961968	7844 Spring St, Miami, FL, 33144	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428896	CLM	Brittany Griffin	1967-12-24	UHC-33334-49	—	8300 Mountain View Dr, San Antonio, TX, 78229	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402217	CLM	Kevin Gercia	1941-09-07	UHC-43353-66	7767848302	482 Meadow Ln, Seattle, WA, 98138	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411182	CLM	Beverly L Wilson	1994-07-13	UHC-95133-67	6424395390	554 Pine Dr, Atlanta, GA, 30349	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409858	CLM	Grace Harper	1981-06-12	UHC-75926-22	7989784285	6965 Sunset Blvd, Mesa, AZ, 85251	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427455	CLM	John Lawrence	1987-04-27	UHC-56407-72	4852942740	2298 Harbor Blvd, Miami, FL, 33157	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421154	CLM	Scott Rogers	1975-04-10	UHC-34357-45	2843508778	1722 Canyon Rd, Fresno, CA, 93769	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-421974	CLM	Kyle Woods	2001-06-16	—	5906701789	8800 Palm Dr, Glendale, AZ, 85325	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423197	CLM	Ralph Lynch	2004-10-21	UHC-37719-32	2135607587	2485 Church St, Mesa, AZ, 85286	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426045	CLM	Roy Ortega	1952-09-11	UHC-49200-73	8275698113	5579 Baseline Rd, Phoenix, AZ, 85054	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418485	CLM	Ruth Bell	1991-06-20	—	6492200725	5894 Central Ave, Scottsdale, AZ, 85240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430733	CLM	Sharun M Bnks	1989-05-03	UHC-04129-68	—	3155 Grand Ave, Charlotte, NC, 28226	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402695	CLM	Anthony Martin	1982-10-23	UHC-47088-15	—	2343 Oak St, Phoenix, AZ, 85045	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416616	CLM	Helen Ramos	1993-04-23	UHC-01503-78	—	5362 Grand Ave, Sacramento, CA, 95836	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400973	CLM	Carol Howard	1947-01-19	UHC-10532-70	—	6429 Park Pl, Jacksonville, FL, 32297	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-403123	CLM	Arjun McDonald	1941-08-26	UHC-38130-42	—	2118 Meadow Ln, Orlando, FL, 32868	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413705	CLM	Beverly Ruiz	1972-02-15	UHC-85465-78	5218812450	159 Church St, Tempe, AZ, 85289	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409422	CLM	Jesse Q Hernandez	2008-10-08	—	—	2780 Forest Ave, Chandler, AZ, 85247	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432055	CLM	Tim Nguuyen	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl, Charlotte, NC, 28213	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

5,235 rows, page 48 of 105Previous Next