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

Provider network, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20907	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr Apt 18, Scottsdale, AZ, 85213	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20826	PRV	Cynthia A Gibson	1952-11-09	UHC-98065-16	2595105991	8464 Jefferson Ave, Tempe, AZ, 85239	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26857	PRV	Camila Kelly	1962-06-14	—	8273197244	9580 Canyon Rd, Mesa, AZ, 85248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
PRV-20619	PRV	Anthony Gray	1947-05-21	UHC-32028-55	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22663	PRV	Donna Schmidt	1983-02-23	UHC-88832-04	—	6092 Meadow Ln, San Antonio, TX, 78250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24492	PRV	Aaron Estrada	1994-05-27	UHC-74678-88	—	433 Hillcrest Rd # 854, San Diego, CA, 92122	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20094	PRV	Kyle Mason	2008-03-16	UHC-92667-29	—	5993 Bayshore Dr, Chandler, AZ, 85256	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22055	PRV	Donna B Padilla	1951-10-28	—	—	6322 Bayshore Dr, Sacramento, CA, 95875	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25714	PRV	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25226	PRV	Jacob Walker	1999-02-27	UHC-50958-96	4869501794	2767 Highland Ave, Scottsdale, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27530	PRV	Janet Tucker	1972-06-26	UHC-36190-80	8512605489	4988 Indian School Rd, Minneapolis, MN, 55460	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-28724	PRV	Jacob Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26669	PRV	Kimberly Green	1987-09-27	—	8223395011	1921 Hillcrest Rd # 496, Orlando, FL, 32823	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-24217	PRV	Jordan Warren	1997-06-16	UHC-42873-90	2835405830	6339 Harbor Blvd, Fresno, CA, 93779	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20651	PRV	Noah Morris	1981-10-14	—	2394662279	6769 Park Pl, Glendale, AZ, 85301	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29511	PRV	Mariana Henderson	1986-11-02	—	3904047929	8672 Highland Ave, Orlando, FL, 32884	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21611	PRV	Maria Nguyen	2003-04-02	—	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21610	PRV	Maria Nguyen	2003-04-02	—	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21834	PRV	Willie Shaw	1978-12-02	—	—	7789 Canyon Rd, Minneapolis, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20099	PRV	Ana George	1976-08-11	—	5393476904	610 Maple Ave, Minneapolis, MN, 55469	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22011	PRV	Maria Danniels	2002-09-14	UHC-62018-03	—	5348 Market St, San Antonio, TX, 78228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-25349	PRV	Betty Y Martinez	1968-04-26	UHC-57515-46	5793489459	3912 Central Ave, Los Angeles, CA, 90010	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20326	PRV	Frances Williamson	1987-05-23	—	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29126	PRV	Arjun X Crawford	1971-06-23	—	—	8223 Highland Ave, Eden Prairie, MN, 55372	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25367	PRV	David M Ruiz	1967-12-20	UHC-51878-80	—	2004 Lake View Rd, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-26043	PRV	Kayla Pena	1969-01-04	UHC-82931-02	—	6436 Ridge Rd, Atlanta, GA, 30308	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24089	PRV	Michael Lucas	1965-08-11	—	—	1524 Highland Ave, Eden Prairie, MN, 55329	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25989	PRV	Benjamin Boyd	1939-02-06	UHC-43747-98	4527770904	8631 Sage Ct, Jacksonville, FL, 32269	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27281	PRV	Samantha S Adams	1997-01-12	UHC-60115-83	—	6922 Sage Ct # 957, Fresno, CA, 93727	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-29230	PRV	Linda Cooper	1950-12-07	—	2522521993	4702 Jefferson Ave, Las Vegas, NV, 89153	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-27385	PRV	Carlos Jordan	2006-09-02	UHC-81783-75	2763499443	86 Oak St, Sacramento, CA, 95886	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26885	PRV	Rob Watkins	2001-07-07	UHC-29270-37	—	8144 Grand Ave, Dallas, TX, 75245	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24855	PRV	Denise E Hamilton	1988-06-25	—	7014016989	9833 Sage Ct, Minneapolis, MN, 55441	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22719	PRV	Scott B Johnston	1991-06-01	—	—	8261 Pine Dr, San Diego, CA, 92181	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-20087	PRV	Eugene Rose	—	—	7816941665	4245 Maple Ave, Orlando, FL, 32846	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27450	PRV	Gloria Clark	1976-08-27	UHC-28114-30	7976787660	5774 Indian School Rd, Sacramento, CA, 95882	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27372	PRV	Paul G Luna	1974-05-11	UHC-71549-96	9529945118	9143 Union St, Glendale, AZ, 85333	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27437	PRV	Steven Wright	2003-04-06	—	9249428800	8108 Meadow Ln, Chandler, AZ, 85219	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28514	PRV	Justin Rice	1948-06-02	UHC-64295-91	—	2262 Union St # 107, Jacksonville, FL, 32254	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-29148	PRV	Bruce T Rodriguez	1960-10-12	UHC-81012-41	2356127113	8269 Market St, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25911	PRV	Linda Wagner	1994-05-17	—	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-26294	PRV	Virginia Clark	1956-11-05	UHC-07844-60	3832297394	8280 Forest Ave, Phoenix, AZ, 85031	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24689	PRV	Jacob George	1957-06-02	—	—	1133 Lincoln Way, Eden Prairie, MN, 55383	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-21043	PRV	Samantha Guzman	1969-12-26	UHC-92739-37	9118284633	5202 Market St, Los Angeles, CA, 90040	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23003	PRV	Elijah Brooks	1974-10-23	UHC-94363-43	4447584070	2057 Grand Ave, Scottsdale, AZ, 85240	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24520	PRV	Timothy Weber	1954-08-04	—	6603250442	3331 Mountain View Dr, Plano, TX, 75003	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22047	PRV	Matt Montgomery	1972-10-03	—	9079446751	4920 Lake View Rd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28045	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28046	PRV	Daavid Henry	1938-09-08	UHC-00305-08	—	7188 Broadway, San Diego, CA, 92109	0.66	Address re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24972	PRV	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,462 rows, page 53 of 110Previous Next