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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124499	ENR	Edward B Russell	1991-02-21	UHC-31057-94	—	7133 Meadow Ln # 302, Tucson, AZ, 85795	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-126288	ENR	Donna D Foster	—	UHC-43301-73	2597611730	8255 Apache Blvd Apt 37, Dallas, TX, 75279	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-408332	CLM	Jessica Vega	1967-09-05	—	—	8510 Ridge Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140086	ENR	Pamela Phillips	1981-08-15	UHC-56127-45	5484308049	9186 Willow Ct Apt 35, Denver, CO, 80292	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410883	CLM	Sandra Z Dominguez	1971-11-14	—	—	7249 Canyon Rd, Orlando, FL, 32818	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422040	CLM	Patrick Nichols	1945-08-01	—	5875690437	6749 Hillcrest Rd, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413003	CLM	Mateo Barnes	1954-02-13	—	—	7827 Hillcrest Rd, Atlanta, GA, 30335	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142909	ENR	Helen P Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln # 392, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-109509	ENR	Amber Green	1981-11-20	UHC-91347-12	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426113	CLM	Emily Lucas	—	UHC-93210-78	5197220647	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-56632	TPA	Carolyn J Bennett	1962-07-28	—	3394322127	4016 Baseline Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50527	TPA	Brittany Hawkins	1993-08-16	—	—	4053 Pine Dr, Charlotte, NC, 28241	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403660	CLM	Nahan Morrison	1976-10-19	—	—	1788 Valley View Dr # 194, Seattle, WA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
TPA-51550	TPA	Peggy Long	1942-10-12	—	—	3638 Lake View Rd, Fresno, CA, 93736	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128494	ENR	Susan Davis	1957-07-24	UHC-22832-41	4608604648	9258 Ocean Ave, San Diego, CA, 92195	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140197	ENR	Angela M Brown	1946-05-27	UHC-61297-62	—	5531 Grand Ave, Glendale, AZ, 85321	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103617	ENR	Adam X Lynch	1996-01-24	UHC-95143-89	2275445744	3179 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27986	PRV	Randy Owens	2005-12-13	UHC-66110-46	9163843627	5875 Church St, Fresno, CA, 93795	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124497	ENR	Gregory Vasquez	1949-12-06	UHC-23843-06	3137640769	5697 Main St, Tampa, FL, 33636	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424986	CLM	Lawrence Klly	—	UHC-38369-92	—	9622 Central Ave, Fresno, CA, 93798	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-110760	ENR	Joen Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404279	CLM	Ethan B Dean	1976-05-04	UHC-25740-72	—	3661 Lincoln Way Apt 25, San Antonio, TX, 78224	0.64	Name re-cased Unit split from street City re-cased Gender normalised+2 more
CLM-407777	CLM	Steven N Jones	1987-01-21	UHC-14206-13	—	8824 Main St, Tempe, AZ, 85261	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123700	ENR	Sam Brown	1943-06-26	UHC-13988-27	7995037961	5214 Park Pl, Houston, TX, 77094	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426498	CLM	Wayne Rodriguez	1962-01-02	UHC-24236-32	—	1949 Lake View Rd, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428886	CLM	Aaron Salazar	1961-10-18	UHC-14420-33	—	5728 Willow Ct, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112235	ENR	Karen C Henry	2007-10-20	UHC-60245-90	8939173519	9161 Main St, Miami, FL, 33130	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21072	PRV	Bradley C Schmidt	1999-09-02	UHC-76297-90	5442920791	7157 Lincoln Way, Tampa, FL, 33616	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119981	ENR	Aisha Bishop	1978-02-27	UHC-96052-20	2872082209	7086 Oak St, Glendale, AZ, 85305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403680	CLM	Sarah Alvarado	1963-04-16	UHC-19247-27	2095581648	6407 Grand Ave Apt 35, Orlando, FL, 32893	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116094	ENR	Madison V Jensen	1962-02-08	UHC-49654-88	8215380683	7937 Valley View Dr, Denver, CO, 80272	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401142	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401141	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429764	CLM	Donald Payne	1959-06-26	UHC-97805-04	—	6405 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405709	CLM	Jean Sullivan	1986-08-24	UHC-24114-02	6352395516	48 Ridge Rd, Austin, TX, 78733	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-119728	ENR	Lauren Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave # 545, Plano, TX, 75087	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-432537	CLM	Doris McDonald	1977-06-19	—	—	566 Church St, Chandler, AZ, 85203	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126675	ENR	Christian Y Lopez	1953-01-23	UHC-33964-60	—	2080 Ocean Ave, Las Vegas, NV, 89141	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
TPA-53536	TPA	Beverly L Rios	1945-10-15	—	8228619627	5655 Park Pl, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132962	ENR	Julia Hudson	1988-05-01	UHC-12835-65	6466363851	3484 Maple Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110096	ENR	Doris R Contreras	1962-05-19	UHC-02950-74	6987518369	3497 Willow Ct, Glendale, AZ, 85328	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141915	ENR	Austin Bradley	1943-08-01	UHC-33190-68	7626066429	9838 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425376	CLM	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53762	TPA	Carlos Taylor	1960-11-05	—	2273350001	5964 Sage Ct, Columbus, OH, 43271	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126950	ENR	Betty F Wallace	1956-10-16	UHC-43761-16	4558392726	7130 Union St, Los Angeles, CA, 90013	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122392	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124059	ENR	Albert N Freeman	1980-04-15	UHC-90198-79	5023696716	8360 Central Ave, Charlotte, NC, 28241	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120995	ENR	Nicholas Grant	1998-11-06	UHC-26220-94	7867267946	7769 Lake View Rd, Fresno, CA, 93715	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56162	TPA	Amber Miller	1953-10-09	—	—	5844 Baseline Rd, Columbus, OH, 43292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23528	PRV	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more

39,996 rows, page 176 of 800Previous Next