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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58853	TPA	Laura P Perry	1980-02-09	—	9038203639	5380 Ocean Ave, Gilbert, AZ, 85289	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405323	CLM	Frances Miller	1989-06-26	UHC-20698-15	4282930984	2646 River Rd, Minneapolis, MN	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-418935	CLM	Helen Jimenez	—	UHC-73267-49	—	6644 Mesa Dr, Fresno, CA, 93797	0.50	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
PRV-24955	PRV	Lewis Ahmed	1986-11-18	—	7914779822	1864 Baseline Rd, Miami, FL, 33155	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
PRV-24159	PRV	Gerald Nguyen	1995-06-26	UHC-55379-89	—	7182 Canyon Rd, Chandler, AZ, 85204	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-55585	TPA	Abigail Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107261	ENR	Kathryn Y Lawsoon	1941-09-02	UHC-96469-23	4396118559	6143 Washington St Apt 3, San Antonio, TX, 78274	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107435	ENR	Eric Fuller	1975-09-21	UHC-24655-87	—	8373 Market St, San Diego, CA, 92190	0.50	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25621	PRV	Ethan Mitchell	1954-08-17	UHC-64818-21	—	4533 Valley View Dr # 649, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423012	CLM	Hiroshi R Peterson	1968-09-04	UHC-61159-02	—	2708 Oak St, Miami, FL, 33131	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427141	CLM	Shirley Powell	1949-02-22	UHC-95313-90	9009977902	7038 Main St Apt 36, Sacramento, CA, 95859	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407064	CLM	Stephanie V Hart	1987-08-13	—	8822966984	9207 Park Pl, Austin, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404227	CLM	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137156	ENR	Vincent L West	2003-01-17	UHC-43500-59	3863783365	8724 Central Ave Apt 7, Plano, TX, 75011	0.50	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-432156	CLM	Kelly Gutierrez	1990-10-16	—	8907917505	6693 Maple Ave, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-55048	TPA	Carl Montgomery	1963-08-11	UHC-57349-54	—	1278 Lake View Rd, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-121303	ENR	Aisha Bryant	1957-04-26	UHC-82316-02	3532939439	644 Ocean Ave, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-139312	ENR	Arthur A Nichols	1942-09-26	UHC-48023-89	9557925499	1576 Mountain View Dr, Columbus, OH	0.50	Two-digit birth year Phone reformatted City re-cased ZIP missing+3 more
PRV-20207	PRV	Brandon Carlson	1988-11-07	UHC-05200-44	4738937394	4875 Apache Blvd, Houston, TX, 77012	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-60312	TPA	Larry Salazar	1959-01-11	—	—	3354 Park Pl, Gilbert, AZ, 85257	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-56976	TPA	John Ramos	1941-03-16	—	—	8029 Park Pl # 157, San Antonio, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402270	CLM	Camila Martinez	1995-03-24	—	—	3375 Mesa Dr, Atlanta, GA, 30375	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412240	CLM	Frances Franklin	1938-06-05	UHC-89412-68	4502794185	9513 Sage Ct, Dallas, TX, 75243	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57988	TPA	Lucia N Montgmoery	1947-12-09	—	6517390159	2513 Harbor Blvd, Houston, TX, 77084	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54723	TPA	Rachel Guzman	1992-09-27	—	8652752749	2817 Sunset Blvd # 161, Houston, TX, 77035	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28502	PRV	Vicky Nunez	—	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-414360	CLM	Nathan Fowler	2000-07-09	UHC-98829-17	—	8976 Pine Dr, Nashville, TN, 37233	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407206	CLM	Shirley Cruz	1978-01-23	UHC-86255-78	—	7175 Ridge Rd, Glendale, AZ, 85355	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-60891	TPA	Patrick Z Simpson	1962-09-21	—	—	5005 Bayshore Dr Apt 35, Denver, CO, 80265	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27416	PRV	—Junk	1940-02-18	UHC-46209-51	6852917215	3684 Church St, Charlotte, NC, 28202	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63092	TPA	Anna Olson	1977-11-10	—	—	4540 Elm St, Las Vegas, NV, 89181	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28952	PRV	Willie I Sims	1959-05-14	UHC-08712-31	3835495239	3094 Hillcrest Rd, Plano, TX, 75032	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411154	CLM	Joyce N Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418204	CLM	Tommy Barnes	1958-12-14	UHC-50248-95	—	4530 Ridge Rd, Plano, TX, 75041	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-430770	CLM	Andrea Kim	1939-01-18	UHC-58093-27	—	152 Market St, Houston, TX, 77022	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-401714	CLM	Andrea Holes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-62032	TPA	Christine W Ortega	1969-09-22	—	—	3529 Market St, San Diego, CA, 92177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406195	CLM	Fatima Perkins	1992-04-14	—	6414426679	107 Central Ave Apt 40, Jacksonville, FL, 32210	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-20690	PRV	Ann Alexander	—	—	—	8659 Ocean Ave, Columbus, OH, 43267	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-400938	CLM	Kevin Payne	2008-05-06	UHC-21244-87	8747611782	288 Spring St, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423998	CLM	Frank L Richards	1983-06-28	UHC-92254-86	3834850609	7748 Meadow Ln, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129432	ENR	Michael Grant	1978-08-20	UHC-99299-03	6094451870	5329 Palm Dr, Las Vegas, NV, 89104	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430241	CLM	Austin Robinson	1955-04-05	—	2439902597	1519 Ridge Rd, Tampa, FL, 33661	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117151	ENR	Patrick Perez	1975-05-24	UHC-74189-68	4875571896	6266 Cedar Ln, Gilbert, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425243	CLM	Ferguson Michelle	1945-01-23	UHC-84132-54	—	1578 Harbor Blvd, San Antonio, TX, 78270	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63329	TPA	Kyle Kennedy	1994-02-14	—	5887905978	357 Canyon Rd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132266	ENR	Marcus Q Brown	1977-03-14	UHC-58114-58	2534390855	3581 Bayshore Dr, Plano, TX, 75045	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432620	CLM	Walter Rios	1956-10-13	UHC-18644-99	9203596047	3523 Broadway Apt 36, Chandler, AZ, 85261	0.50	Name re-cased Unit split from street City re-cased State name converted to code+3 more
CLM-432052	CLM	Abigail Wbeb	—	UHC-21830-24	7767183780	7718 Harbor Blvd, Chandler, AZ	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-126673	ENR	Laura Walsh	1952-02-18	UHC-49583-56	—	7897 Palm Dr, Plano, TX, 75011	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more

71,257 rows, page 77 of 1,426Previous Next