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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52724	TPA	Tyler Knight	2002-04-27	—	9055100879	6690 Elm St, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60795	TPA	Stephens Fatima	1995-07-04	—	—	1103 Main St, Sacramento, CA, 95862	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107868	ENR	Maria T Bryant	1999-07-28	UHC-92112-28	3627878938	989 Indian School Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124236	ENR	James Q Torres	1979-05-03	UHC-15723-81	6245721999	1992 Central Ave, Nashville, TN, 37225	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-60942	TPA	Nunez Elizaebth	2008-08-01	—	—	8418 Cedar Ln # 999, Chandler, AZ, 85212	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-116618	ENR	Terry Alvarado	2003-01-24	UHC-70635-47	4066387703	5291 Desert Sky Blvd # 596, Houston, TX, 77016	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26211	PRV	Mason Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26212	PRV	Mason Ortiz	2008-02-08	—	8272432942	9428 Lake View Rd, Tempe, AZ, 85262	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422195	CLM	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd # 789, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-62102	TPA	Amy Gonzalez	1985-04-03	—	—	6841 River Rd, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62944	TPA	Kyle Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.64	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
CLM-419687	CLM	Diego Nguyen	1963-10-15	UHC-76302-57	—	4782 Lake View Rd, Las Vegas, NV, 89185	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
ENR-107704	ENR	Bryan Z Mason	1955-02-28	UHC-53878-41	4834843548	7192 Sunset Blvd, Gilbert, AZ, 85289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109449	ENR	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA, 30386	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132329	ENR	Frances Contreras	1957-05-14	UHC-22774-24	—	8884 River Rd, Phoenix, AZ, 85077	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116733	ENR	Joshua U Mitchell	1987-08-11	UHC-32033-51	9853713321	8526 Lincoln Way # 862, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
TPA-62819	TPA	Jennifer Gardner	1998-03-25	—	—	410 Baseline Rd, Phoenix, AZ, 85037	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407667	CLM	Kevin R Sott	1977-09-05	—	—	4444 Willow Ct Apt 33, Nashville, TN, 37251	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-129589	ENR	Gloria G Knight	2008-07-17	UHC-55763-08	2882156685	9172 Harbor Blvd, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425192	CLM	Keith A Perez	1944-10-15	UHC-42466-08	7706526800	1839 Indian School Rd # 109, Dallas, TX, 75262	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127919	ENR	Amber C Palmer	1958-05-09	UHC-28566-35	5904203006	5064 Church St, Austin, TX, 78748	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63956	TPA	Mary Hudson	1995-01-14	—	—	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23310	PRV	Jerry L Riley	1941-10-02	—	9317839840	4607 Pine Dr, Charlotte, NC, 28214	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-401658	CLM	Fatima T Taylor	1979-11-28	—	—	9519 Desert Sky Blvd, San Antonio, TX, 78283	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59241	TPA	George Estrada	1950-05-27	—	6503148876	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
ENR-126126	ENR	Joyce Woods	1953-01-09	UHC-46778-31	3483442765	2416 Camelback Rd, Jacksonville, FL, 32247	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404209	CLM	Katherine D Robinson	1975-05-01	UHC-61326-69	—	7828 Church St, Plano, TX, 75087	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135304	ENR	Barbara D Armstrong	2005-10-03	UHC-12922-79	4559575177	4304 Palm Dr, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116721	ENR	Kyle Alvarez	1996-01-20	—	—	6780 Ridge Rd, Atlanta, GA, 30334	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426532	CLM	Ralph Armstrong	1957-02-11	—	—	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416605	CLM	Abigail Palmer	2007-09-23	UHC-54190-01	—	5914 Palm Dr, Dallas, TX, 75235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406490	CLM	Ralph Nguyen	1958-05-12	—	7184633452	2076 Lake View Rd, Scottsdale, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140078	ENR	Jerry X Henry	1966-12-08	UHC-43084-28	5234789700	5899 Baseline Rd, Tampa, FL, 33671	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126966	ENR	Alan N Powell	1986-10-20	UHC-61794-36	7382050511	4543 Harbor Blvd, San Antonio, TX, 78203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27292	PRV	Frances Phillips	1964-10-25	—	9358982434	128 Union St, Fresno, CA, 93735	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-57295	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-102880	ENR	Lawrence Montgomery	1986-11-18	UHC-88172-45	5985851297	201 Church St, Phoenix, AZ, 85043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136431	ENR	Paul E Schmidt	1957-07-26	UHC-33818-80	4433951762	6695 Washington St, Nashville, TN, 37229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126149	ENR	Julia D Mitchell	1977-01-13	UHC-57963-52	6576762561	9397 Canyon Rd, Chandler, AZ, 85284	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138203	ENR	Roger J Lawrence	1963-10-28	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126467	ENR	Sandra G Schmidt	1954-01-18	UHC-39593-67	3987053481	4122 Oak St, Phoenix, AZ, 85016	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133236	ENR	Samantha R Palmer	2007-02-16	UHC-09047-81	3787346621	523 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109907	ENR	Jack Y Hernandez	1955-12-04	UHC-68349-56	7783483734	916 Indian School Rd, Columbus, OH, 43228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52934	TPA	Donald O Torres	1963-09-18	UHC-28843-56	7587485754	4999 Jefferson Ave, Charlotte, NC, 28240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29572	PRV	Madison U Thomas	1945-05-25	UHC-45958-44	3853863289	9336 Maple Ave Apt 25, Minneapolis, MN, 55440	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-60397	TPA	Austin Harvey	1988-02-02	—	—	8260 Main St, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125679	ENR	Mattthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3860 Ocean Ave, Houston, TX, 77011	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430270	CLM	Anna Knight	1952-02-05	UHC-17139-80	—	523 Valley View Dr, Sacramento, CA, 95866	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114048	ENR	Danielle Y Parker	1983-08-19	UHC-92141-17	7846899027	3347 Maple Ave, San Diego, CA, 92176	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54820	TPA	Carolyn K Chen	2006-09-02	—	2756819734	2822 Sunset Blvd, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 144 of 648Previous Next