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

Enrollment, 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
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
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
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
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
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
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
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
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
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
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
ENR-104164	ENR	Russell L Tucker	1953-03-14	UHC-79982-50	—	7821 Central Ave, Scottsdale, AZ, 85262	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-111076	ENR	Jacqueline Grant	1978-12-02	UHC-43018-83	7108128830	9887 Spring St # 854, Charlotte, NC, 28269	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-124405	ENR	Angela J Alvarado	1957-08-09	UHC-25514-99	5614131212	2119 Church St, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-126626	ENR	Joe Olson	—	UHC-47916-67	3905815409	8847 Market St, Scottsdale, AZ, 85245	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-123058	ENR	Emily N Williams	1964-02-18	UHC-97981-14	4489148549	9305 Cedar Ln, Atlanta, GA, 30305	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-139250	ENR	Alexis D Elliott	1988-12-28	UHC-17655-37	—	3400 Ridge Rd, Miami, FL, 33149	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-109533	ENR	Dylan Y Rojas	1974-10-07	UHC-97077-15	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-128007	ENR	Cynthia Baker	1938-09-16	UHC-45011-80	4547801181	5643 Park Pl, Phoenix, AZ, 85044	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131031	ENR	Teresa P Burton	1956-04-24	UHC-61347-45	—	5876 Indian School Rd # 546, Minneapolis, MN, 55467	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120043	ENR	Santiago Padilla	1981-11-04	UHC-48047-31	—	6082 Grand Ave, San Diego, CA, 92147	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130095	ENR	Evelyn Perez	1999-04-20	UHC-48058-76	5527360519	3972 Ocean Ave, Los Angeles, CA, 90077	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103152	ENR	Theresa Andrews	1998-05-22	UHC-47418-40	4912495314	3267 Central Ave, Austin, TX, 78749	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126405	ENR	Kayla I Cole	1978-01-06	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.52	Two-digit birth year Phone reformatted State name converted to code Gender normalised+2 more
ENR-130627	ENR	Carolyn Y Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102557	ENR	Laura O Andrews	1980-06-20	UHC-68182-65	2688138704	2321 Maple Ave Apt 2, Los Angeles, CA, 90091	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112612	ENR	Bradley G Austin	1938-05-07	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-105961	ENR	Heather O Griffin	1987-08-11	UHC-60659-31	8248229092	8521 Palm Dr, Jacksonville, FL, 32278	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125094	ENR	Ann O Fernandez	1995-04-14	UHC-94337-31	9848279037	8664 Lake View Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-141500	ENR	Maria Chavez	1990-06-03	UHC-13335-70	5649586367	8628 Camelback Rd, Miami, FL, 33146	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100468	ENR	Philip N Le	1980-02-05	UHC-73994-31	4016238117	6056 Union St, San Diego, CA, 92112	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134835	ENR	Ruth B Spencer	2002-07-12	UHC-50944-63	4788432334	1966 Main St, Tempe, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126877	ENR	Keith Martiinez	2000-09-23	UHC-16946-77	5554897293	5721 Spring St, Glendale, AZ, 85385	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-113999	ENR	Kenneth Hernandez	1978-11-12	UHC-86070-65	5308997445	4079 Valley View Dr, Glendale, AZ, 85387	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125597	ENR	Vincent Taylor	1947-07-13	UHC-79415-07	4439895387	8637 Grand Ave, Tucson, AZ, 85722	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142812	ENR	Aisha Burke	1960-12-03	UHC-42201-91	9574880580	8632 Oak St, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-113319	ENR	Abigail F Reynolds	1976-04-27	UHC-56842-65	3269371605	8152 Ocean Ave, Seattle, WA, 98149	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-126024	ENR	Ethan W Kelley	2005-07-03	UHC-61301-42	2883581409	180 Meadow Ln, Seattle, WA, 98110	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132827	ENR	Hiroshi L Webb	1978-05-02	UHC-42260-19	—	8151 Church St, Denver, CO, 80296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129368	ENR	Kyala Coleman	1950-08-25	UHC-25788-16	4684151321	9747 Main St, Scottsdale, AZ, 85213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106186	ENR	Olivia Parker	2005-01-06	UHC-01303-02	5938096749	2862 Sage Ct, Houston, TX, 77017	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107578	ENR	Jennifer I Vasquez	1954-06-14	UHC-71721-93	4419304062	8150 Sunset Blvd, Houston, TX, 77099	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

4,296 rows, page 25 of 86Previous Next