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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422657	CLM	Marcus Kelley	1975-06-02	—	—	6515 Elm St, Eden Prairie, MN, 55306	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-23143	PRV	Tom X Luna	1986-04-10	—	8902543970	3916 Bayshore Dr, Houston, TX, 77025	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105436	ENR	Priya U Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.52	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+2 more
ENR-102723	ENR	Helen Muray	1952-12-22	UHC-97100-19	4794401429	432 River Rd, Los Angeles, CA, 90051	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115081	ENR	Arjun N Cooper	1997-01-20	UHC-97990-01	9102106468	3243 Ocean Ave, Fresno, CA, 93794	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62987	TPA	Christina Robinson	1984-12-26	UHC-12497-27	—	9312 Apache Blvd, Minneapolis, MN, 55415	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113468	ENR	Mary Knight	1949-03-23	UHC-69884-47	—	3855 Camelback Rd, Orlando, FL, 32893	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62409	TPA	Roger Hrrison	1992-07-11	UHC-03161-33	3935596005	9840 Central Ave Apt 18, Glendale, AZ, 85389	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
CLM-424807	CLM	Martha Hart	1992-08-09	UHC-75199-01	—	8285 Oak St, Orlando, FL, 32874	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-59336	TPA	Austin Franklin	1944-05-04	—	—	8689 Bayshore Dr, Tempe, AZ, 85212	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-53759	TPA	Diane Butler	1984-02-05	—	4077191224	309 Hillcrest Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
ENR-141388	ENR	Kenneth S Ross	1947-09-04	UHC-26589-52	9068395974	4605 Hillcrest Rd, Phoenix, AZ	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
CLM-419260	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-419259	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-412291	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412290	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133571	ENR	Wayne Perkins	1943-09-07	UHC-83686-34	9098771961	5373 Highland Ave, Mesa, AZ, 85212	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137980	ENR	Madison S Mendoza	1979-10-28	UHC-78916-73	8188040770	7638 Lake View Rd, Dallas, TX, 75215	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51385	TPA	Henry T Bishop	1969-11-06	—	—	1886 Church St, Atlanta, GA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-117908	ENR	Evans Viginia	—	UHC-47098-36	4969404567	6614 Elm St, Scottsdale, AZ, 85284	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-404191	CLM	Logan Elliott	1951-02-03	UHC-52877-90	—	3366 Harbor Blvd, Los Angeles, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426984	CLM	Lucia Ross	1995-11-07	UHC-91262-41	2088196179	1906 Spring St, Charlotte, NC, 28289	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-62799	TPA	Willie Gardner	1989-02-19	UHC-17309-82	—	3227 Central Ave, Atlanta, GA, 30388	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127701	ENR	Arthur Gray	1996-05-02	UHC-88638-18	3618242906	4343 Spring St, Nashville, TN, 37213	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108251	ENR	Michael Z Knight	1988-08-19	UHC-49306-72	2609439062	5698 Meadow Ln, Seattle, WA, 98194	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108175	ENR	Lauren O Porter	2007-09-10	UHC-20565-29	6206198383	1895 Elm St, Glendale, AZ, 85335	0.52	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-402641	CLM	Anthony Hoffman	1977-01-02	UHC-25832-74	—	7546 Main St, Mesa, AZ, 85263	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100513	ENR	Camila Jacobs	1976-08-24	UHC-42463-75	7473538814	850 Bayshore Dr, Tempe, AZ, 85286	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103492	ENR	Kaen B Dixon	1993-02-27	UHC-52328-18	4654906522	439 Maple Ave Apt 34, Jacksonville, FL, 32229	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
TPA-55557	TPA	William Hansen	1981-06-28	—	5416783114	2079 Jefferson Ave, Austin, TX	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
CLM-401790	CLM	Walter Harris	1955-10-03	—	—	7654 River Rd, Plano, TX, 75018	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-26167	PRV	Sam Jones	1956-09-12	—	—	8027 Union St, Tucson, AZ, 85787	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142368	ENR	Lauren K Willis	1968-03-04	UHC-50537-87	—	3496 Ridge Rd, Seattle, WA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-121830	ENR	Stephanie Bell	1940-04-27	UHC-76947-21	2126217158	3211 Oak St, Tempe, AZ, 85280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121831	ENR	Stephanie Bell	1940-04-27	UHC-76947-21	2126217158	3211 Oak St, Tempe, AZ, 85280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111169	ENR	Joan A Johnston	2001-03-18	UHC-21549-44	6938562173	8718 Desert Sky Blvd, Miami, FL, 33104	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400539	CLM	Austin Brooks	2003-06-19	UHC-83271-97	—	749 Maple Ave, Tempe, AZ, 85261	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133040	ENR	Madison Russell	—	UHC-55697-51	2472185779	7334 Mountain View Dr, Tucson, AZ, 85706	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-124968	ENR	Emily Jimenez	1974-01-09	UHC-37262-79	9217438580	2840 Spring St, Minneapolis, MN	0.52	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+2 more
ENR-135606	ENR	Austin Perkins	1977-06-08	UHC-84670-68	3977071475	5500 Union St, Seattle, WA, 98171	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410741	CLM	Anna Scott	1966-07-27	UHC-14025-28	—	2964 Central Ave, Columbus, OH, 43293	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
ENR-110254	ENR	Emily B Gibson	1977-10-15	UHC-33914-45	5169147893	960 Palm Dr Apt 15, Fresno, CA, 93744	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51780	TPA	Jean M Kelly	1954-06-06	—	—	5987 Central Ave, Seattle, WA, 98124	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420712	CLM	Dennis N Ray	1961-07-12	—	—	959 Sunset Blvd, Atlanta, GA, 30368	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102607	ENR	Judy K Kelly	1959-11-11	UHC-32707-85	7214654318	6312 Indian School Rd, Fresno, CA, 93781	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-427075	CLM	Jack Jordna	1957-07-13	UHC-50049-24	4172964300	6754 Canyon Rd, Columbus, OH, 43278	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418129	CLM	Amber Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51567	TPA	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57275	TPA	Margaret Tucker	1993-08-05	—	—	3606 Mesa Dr, San Diego, CA, 92146	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more

9,084 rows, page 50 of 182Previous Next