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

Third-party administrator, 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-50894	TPA	Frank Marquez	1977-05-01	—	7588706498	9017 Hillcrest Rd Apt 11, Columbus, OH, 43278	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63860	TPA	Carolyn Payne	1978-06-09	—	7666339374	5657 Bayshore Dr, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59082	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59083	TPA	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54494	TPA	Shirley James	1958-03-17	—	2297023414	4874 Canyon Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62234	TPA	Natalie Cooper	1985-11-25	—	6187317542	8026 Sunset Blvd # 892, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-57553	TPA	Theresa RJunk	1994-05-11	—	—	9544 Elm St, Tempe, AZ, 85247	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-50066	TPA	Austin Wong	1960-08-26	—	5719434647	2723 Grand Ave, Houston, TX, 77024	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63552	TPA	Kathleen Fisher	1953-08-12	—	9756269555	5400 Sunset Blvd, Nashville, TN, 37219	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62789	TPA	Victoria Nunez	1991-02-24	—	7912379308	5348 Central Ave, Houston, TX, 77087	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56652	TPA	Gloria G Wagner	1996-10-14	—	2969507994	928 Forest Ave, Plano, TX, 75051	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
TPA-59512	TPA	Santiago Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60179	TPA	Willie BJunk	1998-11-15	—	4772830887	9044 Mountain View Dr, Las Vegas, NV, 89163	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58301	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56997	TPA	Patrick Fisher	1985-08-03	—	7773295953	8910 Camelback Rd, Plano, TX, 75099	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61132	TPA	Billy Peterson	1983-03-22	—	4296632093	5022 Willow Ct, Tampa, FL, 33685	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50384	TPA	Albert Hanson	1940-03-10	—	—	7146 Central Ave, Seattle, WA, 98191	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-63732	TPA	Pamela Bailey	1976-09-06	—	—	3492 Meadow Ln, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-56267	TPA	Gabriel Freeman	1943-05-03	—	—	7013 Highland Ave, Jacksonville, FL, 32224	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-58472	TPA	Cynthia Lopez	2003-11-17	—	—	4377 Washington St, Austin, TX, 78715	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-52133	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51064	TPA	Charles Crawford	1956-01-01	UHC-28011-91	—	733 Willow Ct, Seattle, WA, 98168	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59422	TPA	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 652, Sacramento, CA, 95863	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-54186	TPA	Joseph Williams	1974-04-11	—	5599403013	6312 Hillcrest Rd Apt 37, Mesa, AZ, 85220	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-52028	TPA	Angela Chapman	1938-05-15	—	4899362928	2648 Cedar Ln, San Antonio, TX, 78264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56779	TPA	Juse Reyes	1942-06-27	—	—	5287 Valley View Dr, Charlotte, NC, 28250	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-61593	TPA	Martha Marquez	1964-06-05	—	7047738091	2207 Central Ave, Tempe, AZ, 85266	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-63395	TPA	Samueel Gray	1970-08-06	—	2142236265	5075 Meadow Ln, Scottsdale, AZ, 85207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51810	TPA	Ryan Mendez	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-63535	TPA	Rebecca J Gardner	1948-03-04	—	—	9408 Union St, Eden Prairie, MN, 55377	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56065	TPA	Scott H Hamilton	1944-01-26	—	6845883514	234 Broadway, Orlando, FL	0.62	Name re-cased Phone reformatted State code upper-cased ZIP missing+3 more
TPA-56551	TPA	Randy B Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-59474	TPA	Frances X Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57615	TPA	Nancy Hughes	—	UHC-92987-80	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56224	TPA	Mary Owens	1943-01-19	—	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63005	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52946	TPA	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-61963	TPA	Ruth E Bishop	1990-05-13	—	5734364466	804 Oak St, Atlanta, GA, 30347	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57535	TPA	Ruth Z Price	1971-01-26	—	3438950785	4460 Mesa Dr, Las Vegas, NV, 89187	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54486	TPA	Steven Rogers	1984-08-23	—	5934662378	5940 Mesa Dr, Minneapolis, MN, 55434	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61010	TPA	Noah Mendoza	1975-08-12	—	3199880516	4158 Valley View Dr, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58612	TPA	Zachary Evans	1988-09-27	—	4344142493	724 Forest Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62558	TPA	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St Apt 18, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62229	TPA	Pamela Harvey	1953-11-17	—	—	5210 River Rd Apt 25, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-58278	TPA	Randy Woods	1976-04-09	—	3947042040	1919 Market St, Phoenix, AZ, 85057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51442	TPA	Evelyn Montgomery	1980-09-25	—	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50109	TPA	Jeremy Adams	1971-07-04	—	—	4817 Oak St, Austin, TX, 78775	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61027	TPA	Jason Willis	1938-04-20	—	7248061970	684 Baseline Rd, Orlando, FL, 32812	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50965	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50964	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

14,135 rows, page 33 of 283Previous Next