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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105343	ENR	Susan Hunter	1985-02-18	UHC-60558-30	5532740818	7514 Indian School Rd, Scottsdale, AZ, 85214	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-112372	ENR	Mason Munoz	2007-02-11	UHC-98890-36	—	2110 Apache Blvd, Charlotte, NC, 28277	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136402	ENR	Paul A Kelly	1976-08-11	UHC-91802-40	—	919 Meadow Ln, Gilbert, AZ, 85290	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-125171	ENR	Dylan Parker	1995-11-14	UHC-90290-34	2404118581	6764 Main St, Phoenix, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-137959	ENR	Carlos Z Rojas	1953-01-05	UHC-60960-97	2472134584	7158 Willow Ct, Houston, TX, 77096	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-139662	ENR	Aisha R Gray	1983-12-18	UHC-66078-28	7129421644	8462 Main St, Minneapolis, MN, 55488	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-111068	ENR	Evelyn Oliver	1968-04-04	UHC-48468-84	5412722182	4670 Maple Ave, Chandler, AZ, 85289	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-102509	ENR	Janice Bradley	2008-04-14	UHC-98079-31	3248564541	4907 Desert Sky Blvd, Nashville, TN, 37239	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-135021	ENR	Teresa X Woods	1993-02-08	UHC-94218-51	7694075803	6410 Forest Ave, Eden Prairie, MN, 55330	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-105659	ENR	Daniel Z Williamson	1970-11-04	UHC-34407-48	—	6280 Canyon Rd, Glendale, AZ, 85393	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-130892	ENR	Jessica Reed	1940-07-06	UHC-84686-12	3399919378	7325 Broadway, Jacksonville, FL, 32219	0.78	Phone reformatted Address re-cased City re-cased State name converted to code+1 more
ENR-119468	ENR	John K Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-139573	ENR	Lucia P Reyes	1967-05-26	UHC-11974-20	9887346573	8769 Mesa Dr, Glendale, AZ, 85310	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-140690	ENR	Jack Morris	1944-06-09	UHC-18132-82	—	9062 Forest Ave, Seattle, WA, 98182	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108206	ENR	Ashley C Kim	1975-12-28	UHC-96974-37	8426090029	4485 Forest Ave, Tempe, AZ, 85263	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-111259	ENR	Philip Wright	1998-04-12	UHC-98948-34	—	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-105140	ENR	Kayla A Medina	1993-11-16	UHC-58364-21	8855153162	3384 Ocean Ave, Miami, FL, 33152	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-133651	ENR	Kayla J Tran	1974-09-19	UHC-43871-21	2297773191	5472 Willow Ct, Houston, TX, 77007	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-115382	ENR	Denise U Reid	2001-09-24	UHC-33235-06	5277088759	9368 Union St, Los Angeles, CA, 90003	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more
ENR-113681	ENR	Frank S Garrett	1984-11-11	UHC-47816-04	—	9229 Sunset Blvd, Tampa, FL, 33618	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-116663	ENR	Harold C Mnoz	1945-11-22	UHC-01866-69	7315667246	1424 Highland Ave, Scottsdale, AZ, 85289	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116664	ENR	Harold C Mnoz	1945-11-22	UHC-01866-69	7315667246	1424 Highland Ave, Scottsdale, AZ, 85289	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111983	ENR	Dot C Ryan	1989-05-02	UHC-88157-97	5606432005	7322 Cedar Ln, Los Angeles, CA, 90056	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123241	ENR	Isabella F Dnun	1993-02-10	UHC-01958-35	2977500268	2684 Mesa Dr, Chandler, AZ, 85251	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123975	ENR	Eugene G Fox	1941-06-11	UHC-44332-93	—	4590 Maple Ave, Dallas, TX, 75222	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100127	ENR	Mei Arnold	1977-07-03	UHC-42188-83	2525259720	4985 Church St, Miami, FL, 33165	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-100128	ENR	Mei Arnold	1977-07-03	UHC-42188-83	2525259720	4985 Church St, Miami, FL, 33165	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-140855	ENR	Paatricia J Burns	1954-03-14	UHC-97556-39	8142534914	8332 Washington St, San Diego, CA, 92177	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-106725	ENR	Jerry Andrews	1974-08-08	UHC-29366-06	7103215741	3021 Hillcrest Rd, Plano, TX, 75055	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-118802	ENR	Amber V Campbell	2003-06-22	UHC-99642-08	7862409893	729 Pine Dr, Chandler, AZ, 85222	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-129240	ENR	Hiroshi C Le	1973-10-24	UHC-86156-01	7789951404	1602 Desert Sky Blvd, Columbus, OH, 43219	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136725	ENR	Justin Perkins	1938-11-26	UHC-33199-49	2996654310	4991 Valley View Dr, Orlando, FL, 32832	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131347	ENR	Heather Hunter	1998-07-26	UHC-55779-17	6748867967	4904 Mountain View Dr, Austin, TX, 78738	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-118201	ENR	Barbara Stephens	2008-08-03	UHC-27000-56	7179503033	857 Union St, Eden Prairie, MN, 55365	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-123763	ENR	Ana E Morgan	1970-12-11	UHC-89767-67	9302634432	8899 Broadway, Scottsdale, AZ	0.78	Phone reformatted Member ID reformatted City re-cased ZIP missing+1 more
ENR-133690	ENR	Danielle Washington	2001-10-06	UHC-41113-13	3923151900	8837 Harbor Blvd, Los Angeles, CA, 90065	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-123144	ENR	Denise Peterson	2006-10-12	UHC-84776-24	3998722277	3782 Main St, Sacramento, CA, 95896	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112637	ENR	Russell V Dean	1981-07-23	UHC-69426-13	7348393066	772 Central Ave, Houston, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-122874	ENR	Marcus Carpenter	1949-03-08	UHC-08070-07	3528752747	92 Park Pl, Columbus, OH, 43213	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-104782	ENR	Margaret Rice	2007-03-25	UHC-00193-70	2913426061	6974 Mesa Dr, Tucson, AZ, 85729	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132175	ENR	Robert N Munoz	1955-08-20	UHC-47667-03	—	6878 Elm St, Houston, TX, 77090	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-129058	ENR	Doris Peters	1977-03-26	UHC-46134-11	6796962488	2727 Lincoln Way, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-129790	ENR	Arjun V Anderson	1985-07-05	UHC-56313-59	6009315274	9629 Mesa Dr, Plano, TX, 75045	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-127124	ENR	Danielle Vazquez	1948-10-27	UHC-84606-92	4003827761	8681 Grand Ave, Atlanta, GA, 30386	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-107377	ENR	Carl V Simpson	1996-07-23	UHC-92604-46	2286672223	6021 Apache Blvd, Gilbert, AZ, 85292	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-139335	ENR	Yuki F Vasquez	1976-10-23	UHC-11306-08	—	6384 Willow Ct, Denver, CO, 80217	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-127457	ENR	Samantha Jones	1956-09-12	UHC-43746-71	4175954313	8027 Union St, Tucson, AZ, 85787	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-110361	ENR	Ann Wilson	1979-12-03	UHC-99469-90	7255666084	1701 Main St, Miami, FL, 33144	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-119055	ENR	Don Lopeez	2007-11-17	UHC-90293-76	5068353985	495 Indian School Rd, Miami, FL, 33135	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138367	ENR	Nicole B Jordan	1958-06-05	UHC-95049-23	—	7092 Maple Ave, Houston, TX, 77017	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 114 of 169Previous Next