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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116435	ENR	Emily Peterson	1996-08-21	UHC-82743-71	2067735035	8912 Camelback Rd, Miami, FL	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
CLM-429059	CLM	Arjun Hudson	1999-04-14	—	—	4237 Sunset Blvd Apt 20, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
ENR-142568	ENR	Barbara Nichols	1953-03-05	UHC-25443-03	9077300078	8658 Mountain View Dr, Miami, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103907	ENR	Willie V Woods	2001-02-18	UHC-13925-39	9468977509	6332 Broadway, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
PRV-27096	PRV	Brian Oliver	1950-01-27	—	4297986364	6033 Bayshore Dr, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418032	CLM	Jluie M Salazar	1945-11-07	UHC-75947-68	4568253507	7977 Forest Ave, Sacramento, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128501	ENR	Edward C Freeman	1953-10-16	UHC-67577-68	5567361739	904 Hillcrest Rd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127562	ENR	Brian Alvarado	1941-07-02	UHC-42394-48	2053595086	2574 River Rd, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22130	PRV	Brenda Rose	1958-08-04	—	7147314899	6353 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422083	CLM	Debbie Estrada	1999-08-03	UHC-32114-78	—	7018 Market St, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424311	CLM	Nathan Payne	1974-09-14	UHC-93464-65	4099956549	8774 Canyon Rd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424802	CLM	Isabella Collins	1984-04-07	—	—	8033 Lincoln Way, San Antonio, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-404638	CLM	Alan Branes	1945-08-27	UHC-40814-16	—	9322 Indian School Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125386	ENR	Stephen H Alexander	2006-02-01	UHC-25900-07	2672153210	4982 Main St, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121957	ENR	Jonathan M Dunn	1942-10-25	UHC-19168-37	3582511527	7019 Union St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402768	CLM	Gloria Perez	—	—	6766305258	8074 Pine Dr, Tampa, FL	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-121731	ENR	Emma Reyes	2002-08-02	UHC-50136-05	—	1391 Ridge Rd, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28566	PRV	Marc Hudson	1977-06-02	—	—	4570 Oak St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-405332	CLM	Justin L Arnold	1971-07-23	UHC-06114-95	—	4094 Market St, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419247	CLM	Sophia C Bell	1946-11-12	—	—	381 Jefferson Ave, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113378	ENR	Deborah D Evans	1948-06-12	UHC-93956-02	7243037070	7216 Harbor Blvd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57130	TPA	Andrea X Collins	1994-03-03	—	—	4578 Market St, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22795	PRV	Debra Mitchell	1988-07-23	UHC-96771-59	3883379800	7275 Lincoln Way, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
CLM-407314	CLM	Dorothy Medina	1967-10-19	UHC-55197-73	9407334986	1837 Pine Dr, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417513	CLM	Russell Garcia	1989-02-11	—	7436920228	4408 River Rd, Miami, FL	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-104045	ENR	Michael B Harper	—	UHC-60558-43	3008123744	7129 Mesa Dr, Houston, TX	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-111110	ENR	Joyce Guzman	1983-12-19	UHC-35792-92	2313586467	2065 Elm St, Tempe, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122691	ENR	Lawrence Z Alexander	1942-01-01	UHC-22677-64	2714507162	3342 Camelback Rd, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412841	CLM	Ethan Johnson	2007-03-24	UHC-83697-77	—	306 Maple Ave, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109989	ENR	William O McDonald	1987-08-17	UHC-04365-74	5639889435	2281 Pine Dr, Las Vegas, NV	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411644	CLM	Adam Alvarado	1941-02-23	—	5938996010	1044 Main St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137253	ENR	George MJunk	1956-12-02	UHC-50698-43	—	5175 Indian School Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
TPA-57048	TPA	Yuki Marquez	1975-11-13	—	—	5165 Mountain View Dr, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136484	ENR	Cheryl Stephens	1971-06-18	UHC-55529-33	—	176 Washington St, Mesa, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121658	ENR	Marilyn E Walsh	1938-11-22	UHC-87634-15	8747580063	8166 Cedar Ln, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123890	ENR	Aisha Y Parker	1986-02-03	UHC-97880-87	4826346233	764 Indian School Rd, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424891	CLM	Brandon N Smith	1958-10-14	UHC-72514-77	—	1746 Bayshore Dr, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-119080	ENR	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+2 more
CLM-408226	CLM	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-109874	ENR	Kevin Z Aguilar	2007-06-08	UHC-46826-88	9306598326	3903 Oak St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139413	ENR	Robert C Griffin	1973-10-08	UHC-89198-51	—	3543 Oak St, Tucson, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-101879	ENR	Noah K Thompson	1941-11-01	UHC-55460-63	3026728944	5805 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104073	ENR	Stephanie F Howard	1999-02-18	UHC-41737-39	—	1991 Grand Ave, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-53354	TPA	Eric Bannks	1956-02-08	—	9595534496	776 Central Ave, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128959	ENR	Karen I Myesr	1987-11-16	UHC-84098-18	9258330717	9793 Highland Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422776	CLM	Daniel Reid	1980-05-26	UHC-60165-93	—	7481 Park Pl, Houston, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128792	ENR	Kenneth Schmidt	1963-07-03	UHC-63880-62	3512069883	2650 Harbor Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125138	ENR	Wayne Lopez	1988-09-08	UHC-44726-52	4846326261	1771 Canyon Rd, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431154	CLM	Patrick C Rios	1957-01-19	—	9317699026	2799 Washington St, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408950	CLM	Sara Hansen	1957-05-12	UHC-37950-65	7368902189	8943 Central Ave, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

7,146 rows, page 82 of 143Previous Next