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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138980	ENR	Sam Armstrong	1954-05-07	UHC-46849-18	4226324549	6687 Elm St Apt 20, Denver, CO, 80297	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108230	ENR	Nicole Rodriguez	2008-05-07	UHC-29082-91	9859842278	9401 Ocean Ave # 664, Tempe, AZ, 85221	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121239	ENR	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-106861	ENR	Jess X Montgomery	1977-07-19	UHC-28580-22	6654019985	4165 Jefferson Ave Apt 16, Fresno, CA, 93787	0.40	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140088	ENR	Dennis F Watson	1960-02-18	UHC-66816-88	3863655889	3612 Highland Ave, Chandler, AZ, 85226	0.40	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-128114	ENR	Roger F Sullivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113542	ENR	Carolyn J Mills	1982-06-17	UHC-54330-82	7625315624	9218 Canyon Rd Apt 24, Glendale, AZ, 85357	0.40	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-113390	ENR	Christine Morales	2007-01-19	UHC-18121-75	5674677874	8944 Forest Ave Apt 8, Charlotte, NC, 28211	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141153	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St, Fresno, CA, 93784	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117896	ENR	Jason R Harvey	1955-05-26	UHC-27403-64	3008108520	7877 Elm St, Mesa, AZ	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130032	ENR	Grace Fields	1954-06-17	UHC-83534-80	5016191729	9169 Market St, Dallas, TX, 75209	0.40	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130750	ENR	Yuki Sandes	1943-06-18	UHC-72782-15	3652157092	6666 Mesa Dr, Minneapolis, MN	0.40	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119111	ENR	Patricia Peters	2000-10-03	UHC-65406-11	9494045786	7041 Mountain View Dr, San Antonio, TX, 78254	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112222	ENR	Janice Montgomery	2005-11-28	UHC-33646-35	8437484101	5292 Union St, Jacksonville, FL	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138710	ENR	Mason R Perkins	1988-11-23	UHC-51351-24	5002627692	7401 Forest Ave, Seattle, WA, 98133	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-132862	ENR	Jean L Parker	2001-08-12	UHC-85215-66	8432577524	4997 Meadow Ln, Mesa, AZ	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142104	ENR	Eily Z Shaw	1992-02-13	UHC-67683-28	4262150652	1137 Washington St # 570, Gilbert, AZ, 85258	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112320	ENR	Beverly G Schmidt	1993-03-21	UHC-13118-62	8996593510	2192 Lake View Rd, Orlando, FL	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-127830	ENR	Amy Bennett	1970-10-21	UHC-28725-93	4956117588	1308 Bayshore Dr, Denver, CO, 80290	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124068	ENR	Don A Hayes	1949-04-16	UHC-91495-71	8022104343	5151 Jefferson Ave # 153, Los Angeles, CA	0.40	Phone reformatted SSN last four extracted Unit split from street ZIP missing+2 more
ENR-111155	ENR	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd Apt 3, Phoenix, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102294	ENR	Bradley Rice	1983-03-12	UHC-06356-65	2807381003	4855 Bayshore Dr, Atlanta, GA	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141725	ENR	Anna Griffin	—	UHC-16810-68	5948154286	9125 Oak St, Tampa, FL, 33607	0.40	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-127040	ENR	Kevin G Richards	1963-12-08	UHC-68933-71	3097778767	8866 Union St, Los Angeles, CA, 90044	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-130035	ENR	Ana Q Bailey	1955-11-03	UHC-92400-20	6524679034	9425 Forest Ave, San Diego, CA	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129101	ENR	Willie L Wells	1947-02-04	UHC-94921-25	3922723308	6530 Lincoln Way, Glendale, AZ, 85372	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114084	ENR	Walter D Parker	1996-06-10	UHC-95006-08	2337840073	1424 Meadow Ln, Orlando, FL, 32829	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140811	ENR	Janet S Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd # 937, Phoenix, AZ, 85055	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105872	ENR	Priya Dixon	1998-08-21	UHC-42866-51	3209531958	4608 Desert Sky Blvd, Columbus, OH, 43261	0.42	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-112340	ENR	Matthew Alexander	—	UHC-01927-67	9689438789	8271 Mountain View Dr, Glendale, AZ, 85328	0.42	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-130631	ENR	Evelyn Mendez	1978-12-23	UHC-76939-77	6123965463	1285 Sage Ct, Gilbert, AZ, 85232	0.42	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-133650	ENR	Albert Freeman	1967-11-21	UHC-38009-44	5953976960	587 Willow Ct, Nashville, TN, 37240	0.42	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-118522	ENR	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd Apt 1, Glendale, AZ	0.42	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-109895	ENR	Joshua Turner	2005-08-27	UHC-57288-86	4086696990	7345 Cedar Ln, Eden Prairie, MN, 55377	0.42	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-117361	ENR	Virginia Warren	2000-10-18	UHC-49628-15	2276978271	6360 Ridge Rd, San Antonio, TX, 78229	0.44	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-136447	ENR	David I Gardner	1964-12-07	UHC-74358-71	4448133248	4966 Church St Apt 3, Sacramento, CA	0.44	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-112503	ENR	Jonathan G Bowman	2001-09-03	UHC-40062-05	9865520170	54 Grand Ave Apt 7, Miami, FL	0.44	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-124366	ENR	Keith N Simpson	—	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.44	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-130640	ENR	Victoria G Kelly	2006-06-13	UHC-05223-49	6567726359	3470 Park Pl, Scottsdale, AZ, 85267	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-113563	ENR	Bruce C Morris	1986-01-18	UHC-33350-17	7646439587	6865 Mesa Dr, Gilbert, AZ, 85258	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103074	ENR	Frank Santiago	1946-02-25	UHC-15366-30	2686214170	4144 Desert Sky Blvd, Tampa, FL, 33686	0.44	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-121051	ENR	Bily Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-113072	ENR	Kathleen O Williamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119488	ENR	Isabella U Burton	1980-11-25	UHC-09055-50	7938588103	3009 Apache Blvd # 188, Tempe, AZ, 85238	0.44	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
ENR-129338	ENR	Bruce I Dean	1983-05-07	UHC-92761-61	4503754132	1899 Oak St, Houston, TX, 77033	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-115545	ENR	Ethan Kennedy	—	UHC-94235-35	3559499214	2663 Hillcrest Rd # 756, Mesa, AZ, 85297	0.44	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+6 more
ENR-100688	ENR	Martha B Parker	—	UHC-19603-97	6026444202	9366 Maple Ave Apt 24, Eden Prairie, MN, 55321	0.44	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-106044	ENR	Randy Murray	2001-09-26	UHC-92433-34	9045989786	1777 Central Ave, Miami, FL, 33117	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-120279	ENR	Scott Guzman	1989-02-04	UHC-03230-14	3716428266	2262 Cedar Ln, Tampa, FL	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more

28,181 rows, page 13 of 564Previous Next