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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
CLM-429527	CLM	Frances Bryant	1943-02-02	—	—	1254 Jefferson Ave, Tampa, FL, 33688	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-23309	PRV	Kayla Carr	1964-05-19	—	6977835291	37 Camelback Rd, Phoenix, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
PRV-23058	PRV	Christina Hart	1954-04-21	—	8399833023	6532 Bayshore Dr, Las Vegas, NV, 89144	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-101976	ENR	Jess Medina	2002-11-26	UHC-92187-07	7978568412	1120 Bayshore Dr Apt 25, Fresno, CA, 93717	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-29339	PRV	Ashley Vargas	1958-09-03	—	6805032837	9179 Cedar Ln Apt 13, Chandler, AZ, 85219	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-401809	CLM	Joyce Carlson	1956-07-15	UHC-05360-87	—	2610 Baseline Rd, Glendale, AZ, 85327	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+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
TPA-54791	TPA	Kathy Garza	1962-07-25	—	—	5978 Elm St # 673, San Diego, CA, 92113	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123652	ENR	Roger Cook	1966-01-17	UHC-57892-34	8738272369	6721 Harbor Blvd, Eden Prairie, MN, 55348	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410602	CLM	Paul Bailey	1947-01-06	UHC-74026-83	—	2994 Pine Dr # 188, Las Vegas, NV, 89146	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412621	CLM	Jean Chen	1989-09-10	UHC-94984-08	—	9310 Camelback Rd # 352, Plano, TX, 75025	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134468	ENR	Tricia Phillips	—	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403519	CLM	Pemela E Thompson	1981-12-15	—	—	99 Valley View Dr, Glendale, AZ	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+2 more
TPA-62418	TPA	William Hamilton	1950-11-11	—	2453429974	3320 Meadow Ln, Fresno, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416119	CLM	Camila W Walsh	1960-01-13	UHC-89214-02	7716885768	2775 Harbor Blvd, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+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
TPA-60979	TPA	Tucker Mei	—	UHC-96295-40	7514722370	5689 Spring St, Austin, TX, 78792	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113289	ENR	Robert Y Hunter	1967-12-10	UHC-35728-26	—	399 Broadway Apt 2, Los Angeles, CA, 90040	0.52	SSN last four extracted Unit split from street Email lower-cased Gender normalised+2 more
CLM-430386	CLM	Donna Lawson	—	—	8453023316	112 Grand Ave Apt 4, Phoenix, AZ, 85030	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-127574	ENR	David Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX, 78798	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22404	PRV	Roger U Hawkins	2004-10-01	UHC-20801-61	2768744343	3171 Harbor Blvd, Plano, TX, 75012	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+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
PRV-21152	PRV	Ryan Jimenez	1955-06-10	UHC-81271-92	2765095753	2708 Forest Ave Apt 1, Denver, CO, 80294	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418134	CLM	Teresa Parker	1970-03-07	—	—	4695 Ocean Ave, Gilbert, AZ, 85235	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60808	TPA	Peter Hill	1940-12-17	—	8764594172	1619 Central Ave # 869, Tucson, AZ, 85781	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+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
TPA-57666	TPA	Eric Bailey	1988-04-01	—	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-423105	CLM	Donald B Weaver	1967-07-01	—	—	9560 Valley View Dr, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53323	TPA	Hannah Clark	1981-05-15	—	—	2713 Jefferson Ave, Fresno, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-138998	ENR	Anna P Andrews	2006-02-03	UHC-46033-71	—	1423 Bayshore Dr, Chandler, AZ, 85211	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address 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-109011	ENR	—Junk	—	UHC-18966-01	—	2701 Mesa Dr, Tempe, AZ, 85240	0.52	Date of birth unreadable Member ID 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-136192	ENR	Alice U Davis	2002-06-01	UHC-14521-52	—	6411 Desert Sky Blvd, Miami, FL, 33108	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-125305	ENR	Austin Clark	2007-06-05	UHC-09557-64	—	9803 Washington St # 633, Dallas, TX, 75257	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420696	CLM	Sarah Hill	1954-06-20	—	7535001484	9678 Market St, Charlotte, NC, 28281	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21661	PRV	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.52	Middle initial moved out of first name Name re-cased Phone missing area code Street suffix standardised+2 more
CLM-419145	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419144	CLM	Sandra D Stephens	2004-05-28	UHC-87125-33	—	6751 Elm St Apt 3, Jacksonville, FL	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-424290	CLM	Martha Y Patterson	1991-05-22	—	9523905351	7089 River Rd, Tempe, AZ, 85239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54236	TPA	Megan Reed	2005-11-11	—	—	8402 Mesa Dr # 666, Sacramento, CA, 95812	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58877	TPA	Bobby Vasquez	1987-08-27	—	—	776 Sunset Blvd, Atlanta, GA, 30347	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more

71,257 rows, page 107 of 1,426Previous Next