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-105099	ENR	Jessiac O Carter	1950-09-14	UHC-93972-21	—	4008 Indian School Rd, Jacksonville, FL	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26505	PRV	Donna Hansen	1961-06-10	—	8704506805	33 Meadow Ln, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141463	ENR	Jerry J Porter	2001-07-04	UHC-76978-38	5412556091	1252 Ocean Ave # 486, Charlotte, NC	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23066	PRV	Paul Burke	1956-05-24	—	9405355052	7574 Apache Blvd, Eden Prairie, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114466	ENR	Richard X Vasquez	1944-10-03	UHC-80242-21	7574224752	8197 Lake View Rd, Plano, TX	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142437	ENR	Arthur E Guerrero	1959-07-27	UHC-80930-80	9566478487	1737 Highland Ave, Austin, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110658	ENR	Sofia B Rice	2004-01-26	UHC-99088-49	4453882163	3177 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+2 more
ENR-116248	ENR	Ann Morals	1982-03-06	UHC-02904-05	9266127015	3142 Park Pl Apt 9, Austin, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51371	TPA	Sarah Crawford	1996-06-24	—	5948358126	8210 Cedar Ln, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-60446	TPA	Brenda Munoz	1979-05-11	—	—	6309 Park Pl, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418712	CLM	Janice West	1946-05-25	UHC-30537-94	—	207 Meadow Ln, Chandler, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-421052	CLM	Frank Howard	1984-09-13	UHC-75968-98	—	4846 Elm St, Glendale, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-50410	TPA	Emily Hudson	1963-09-10	—	—	7372 Grand Ave, Fresno, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26904	PRV	Elijah T Henderson	1980-02-17	UHC-24951-39	2205784083	8438 Camelback Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-118343	ENR	Vargas Sean	1992-06-05	UHC-30722-64	7168257969	1611 Lincoln Way, Mesa, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119795	ENR	Hiroshi E Kelly	1949-11-19	UHC-22344-41	6789453215	5959 Camelback Rd, San Antonio, TX	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-408043	CLM	Joyce Andrews	1954-12-28	UHC-46410-68	—	1441 Park Pl, Tucson, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50622	TPA	Bobby Jordan	1994-07-21	—	—	7850 Market St, Charlotte, NC	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100756	ENR	Theresa X Ortiz	1985-08-24	UHC-35785-19	3675086099	5028 Cedar Ln, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125840	ENR	Mei Munoz	1964-12-03	UHC-70129-32	7105193798	8580 Lake View Rd Apt 2, Tucson, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-407651	CLM	Jacob Mills	1971-01-05	UHC-03929-94	—	824 Elm St # 865, Seattle, WA	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24358	PRV	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108323	ENR	Yuki Perry	1986-12-26	—	2046152118	2416 Indian School Rd, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-117148	ENR	Willie Y Moore	1998-03-23	UHC-93388-11	3167599553	6226 Ocean Ave, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-104887	ENR	Gloria Fox	1957-08-02	UHC-63442-75	5716247551	1475 Lake View Rd, Sacramento, CA	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28122	PRV	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
TPA-54899	TPA	Russell Andrews	—	—	—	2725 Pine Dr, Chandler, AZ	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116001	ENR	Doris Guerrero	1951-01-14	UHC-32145-61	2233136814	1029 Spring St # 887, Las Vegas, NV	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131771	ENR	Nathan T Ward	1943-08-19	UHC-63876-99	6962544629	1774 Bayshore Dr, Gilbert, AZ	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140174	ENR	Nancy Le	1985-02-27	UHC-53754-11	6362354894	9375 Washington St, Scottsdale, AZ	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-106697	ENR	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-111624	ENR	Alice Fox	—	UHC-49138-69	7556918267	4968 Mountain View Dr, Charlotte, NC	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426385	CLM	Shirley Soto	1948-09-15	UHC-96595-31	—	6577 Baseline Rd, Nashville, TN	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418624	CLM	Edward B Russell	1991-02-21	UHC-31057-94	4029966099	7133 Meadow Ln # 217, Tucson, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63687	TPA	Christian Coleman	2001-06-07	—	6378226687	1394 Palm Dr # 409, San Diego, CA	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100649	ENR	Angela Palmer	1967-07-24	UHC-70076-87	7597020119	8072 Church St, Mesa, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53714	TPA	Roy Mendez	1973-06-03	—	7732206513	9475 Meadow Ln, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120929	ENR	Alan Mills	1998-02-18	UHC-85719-06	—	6345 Church St, Eden Prairie, MN	0.52	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
ENR-115534	ENR	Beverly Walker	—	UHC-69135-96	—	588 Baseline Rd, Orlando, FL	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-24880	PRV	Lori Lee	1943-09-07	—	7793828307	7843 Sunset Blvd, Scottsdale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135603	ENR	Grace Davis	2000-05-18	UHC-22284-67	6634670721	436 Spring St, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59042	TPA	Juan Lewis	1964-04-09	UHC-51931-21	9282759792	4772 Jefferson Ave, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403187	CLM	Yuki A Herrera	2004-09-05	—	2209178255	1268 Palm Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406511	CLM	Kayla Henry	1969-11-11	UHC-88085-99	—	5247 Spring St, Columbus, OH	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114865	ENR	Judith M Fox	1948-03-11	UHC-81588-93	4246330248	3009 Mountain View Dr, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139962	ENR	Sara N Alvarado	2003-01-03	UHC-48967-87	8239092793	3430 Desert Sky Blvd, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110970	ENR	Alexander I Shaw	1938-03-04	UHC-11225-39	4905439961	5813 Market St, Orlando, FL	0.52	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-64257	TPA	Jack Graham	1981-03-04	—	—	9805 Camelback Rd, Eden Prairie, MN	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118078	ENR	Joshua O Lawson	1965-11-09	—	5304886448	7160 Apache Blvd, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126267	ENR	XJunk	1994-02-07	UHC-72104-05	8603519447	8276 Spring St, Las Vegas, NV	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

7,146 rows, page 38 of 143Previous Next