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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103298	ENR	Andrew Cox	1987-11-22	UHC-53180-13	8562628295	830 Sunset Blvd Apt 18, Miami, FL, 33189	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
CLM-415923	CLM	Marcus B Alexander	1987-11-15	UHC-89293-82	—	1390 Valley View Dr Apt 6, Tempe, AZ, 85294	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427981	CLM	Abigail R Rios	1979-05-26	UHC-06532-92	—	5815 Bayshore Dr # 723, San Antonio, TX, 78296	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-410133	CLM	Andrew Little	1972-07-06	—	—	3646 Sunset Blvd # 675, Tempe, AZ, 85217	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+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
CLM-420636	CLM	Jackie Munoz	1995-02-03	—	—	7856 Mountain View Dr Apt 30, Miami, FL, 33123	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-29474	PRV	Michael Ramirez	2007-02-19	UHC-59993-39	8239850779	7881 Maple Ave Apt 1, Dallas, TX, 75205	0.66	Date of birth reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
TPA-55389	TPA	Melissa Mendez	1974-11-24	—	—	7492 Desert Sky Blvd Apt 35, Atlanta, GA, 30345	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123258	ENR	Ruiz Cynthia	2004-07-03	UHC-99876-79	3079561426	1310 Highland Ave Apt 31, Denver, CO, 80239	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140475	ENR	Marilyn Castillo	1980-10-24	UHC-80095-34	5593864702	7402 Highland Ave Apt 39, Chandler, AZ, 85284	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-114099	ENR	Sophia Howell	1955-03-14	UHC-94875-63	2588509176	2468 Oak St # 913, Gilbert, AZ, 85221	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110506	ENR	Deborah O Jensen	2003-06-04	UHC-88017-09	2945010614	7205 Harbor Blvd Apt 35, Mesa, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402801	CLM	Emily Walker	1997-10-13	—	—	350 Main St # 285, San Diego, CA, 92135	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414743	CLM	Shirley Lopez	1991-06-04	UHC-44235-49	—	1286 Park Pl Apt 22, Scottsdale, AZ, 85214	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-430230	CLM	Maria Montgomery	1951-04-08	—	6173444429	2720 Baseline Rd # 888, Plano, TX, 75056	0.66	Name re-cased Unit split from street City re-cased State name converted to code+1 more
ENR-127332	ENR	Jan Hill	1962-12-26	UHC-76210-92	3955796746	8614 Ocean Ave Apt 30, Las Vegas, NV, 89198	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-127242	ENR	Russell Fernandez	1977-05-25	UHC-14589-20	5935565458	1840 Camelback Rd # 324, Dallas, TX, 75281	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-133745	ENR	Harold K Alvarez	1986-03-19	UHC-54243-69	4663893229	6628 Ridge Rd # 606, Mesa, AZ, 85290	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
CLM-432399	CLM	Ronald Cox	1994-08-04	UHC-07390-48	—	1782 Camelback Rd # 759, Scottsdale, AZ, 85231	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-105501	ENR	Phiilp Bell	1989-06-25	UHC-78034-52	8403121915	2564 Palm Dr # 240, Fresno, CA, 93722	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-121900	ENR	Lawrence G Sullivan	—	UHC-68792-58	8465575907	3901 Willow Ct Apt 30, Atlanta, GA, 30308	0.66	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+1 more
TPA-60835	TPA	Natalye Harper	1973-06-13	—	—	4968 Camelback Rd Apt 34, Atlanta, GA, 30307	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104248	ENR	Jordan Jenkins	1964-07-24	UHC-50659-48	4787216624	1038 Park Pl # 424, Atlanta, GA, 30302	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
CLM-424898	CLM	Diego Freeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave # 485, Glendale, AZ, 85309	0.66	Name split from “Last, First”Member ID reformatted Unit split from street Whitespace 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
ENR-126327	ENR	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct # 235, Columbus, OH, 43260	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-116144	ENR	Brittany G Hamilton	1998-02-24	UHC-52626-42	5899508349	6143 Lake View Rd # 728, San Diego, CA, 92135	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408085	CLM	Ryan Robinson	1946-08-04	—	—	1897 Ocean Ave Apt 2, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-418241	CLM	Vincent Silva	1964-12-23	UHC-21678-20	—	1724 Valley View Dr # 352, Miami, FL, 33182	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142463	ENR	Isabella J Flores	1943-12-17	UHC-67450-83	6119822612	7274 Indian School Rd # 595, Charlotte, NC, 28247	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419143	CLM	Yuki Perkins	1967-05-28	UHC-55774-23	—	329 Park Pl Apt 3, Dallas, TX, 75207	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420566	CLM	Roy Young	1964-04-11	UHC-43268-74	6443274383	3149 Mountain View Dr # 640, Jacksonville, FL, 32273	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-131159	ENR	Larry F Reed	1939-03-11	UHC-86408-56	6548008787	4127 Camelback Rd Apt 2, Miami, FL, 33162	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138999	ENR	Ronald Daniels	1967-06-11	UHC-10524-07	9574886605	8619 Central Ave # 447, San Diego, CA, 92134	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117417	ENR	Julia Patel	1979-04-13	UHC-36541-24	6235469459	531 Mountain View Dr Apt 14, Minneapolis, MN, 55408	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-142815	ENR	Carolyn Wright	—	UHC-94808-34	—	242 Park Pl # 951, Orlando, FL, 32850	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more
CLM-422444	CLM	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd Apt 23, Houston, TX, 77027	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123298	ENR	Eugene Graham	2004-10-26	UHC-44398-20	2742530457	1088 Maple Ave Apt 7, Fresno, CA, 93725	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124545	ENR	Gary A Tucker	2000-06-04	UHC-38611-50	4186964420	5434 Desert Sky Blvd Apt 32, Orlando, FL, 32853	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-425712	CLM	Ronald Moralse	1948-01-28	—	—	2228 Church St Apt 35, Phoenix, AZ	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
ENR-129576	ENR	Brittany X Nguyen	1987-11-25	UHC-27706-91	2195887267	579 Harbor Blvd Apt 36, Tucson, AZ, 85760	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138082	ENR	Cheryl N Moore	1957-04-19	UHC-72510-49	2459032972	3689 Oak St # 546, Jacksonville, FL, 32284	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134629	ENR	Alan Ryan	1940-06-15	UHC-68642-08	7223484375	5901 Grand Ave # 845, San Diego, CA, 92174	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126341	ENR	Susan Miller	1966-12-03	UHC-82953-35	2823308055	4202 Elm St # 618, Orlando, FL, 32834	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-114107	ENR	Joan P Vega	1975-02-05	UHC-39122-29	7459971291	2744 Market St Apt 13, Glendale, AZ, 85331	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-417898	CLM	Albert McDonald	1964-10-20	UHC-92730-31	—	9197 Canyon Rd Apt 23, Columbus, OH, 43264	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-106076	ENR	Roy K Williams	1973-08-26	UHC-46275-41	6877334272	3301 Willow Ct # 286, Columbus, OH, 43257	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-427267	CLM	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct # 632, Minneapolis, MN, 55480	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-112749	ENR	Amanda R Nichols	1945-12-11	UHC-21290-01	5112281946	2791 Grand Ave # 917, Plano, TX, 75089	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420335	CLM	Christian Armstrong	1980-05-16	UHC-92644-64	3238546969	1291 Jefferson Ave Apt 37, Tampa, FL, 33668	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 93 of 140Previous Next