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-122558	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way # 143, Dallas, TX, 75252	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-64457	TPA	Harold Andarson	1979-02-28	—	8553104739	9783 Market St # 413, Chandler, AZ, 85276	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54892	TPA	Patrick Alexander	1968-08-09	—	—	1326 River Rd # 958, Austin, TX, 78721	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422351	CLM	Matthew Hoffman	1995-04-23	—	—	3568 Church St # 305, Gilbert, AZ, 85231	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423939	CLM	Gerald Foster	—	—	—	8689 Jefferson Ave # 482, Tucson, AZ, 85762	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-402646	CLM	Joyce Armstrong	1968-01-03	—	—	7518 Desert Sky Blvd # 468, Houston, TX, 77024	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-426125	CLM	Logan Lucas	1974-09-21	UHC-41254-21	—	6921 Harbor Blvd Apt 2, Plano, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427136	CLM	Deb Holmes	1955-02-13	UHC-69891-65	7645384107	4331 Grand Ave Apt 27, Nashville, TN, 37236	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-426033	CLM	Danielle K Palmer	—	UHC-01567-87	—	9568 Maple Ave # 156, San Diego, CA, 92162	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-421705	CLM	Luis Dominguez	1998-11-25	UHC-35367-03	9026851946	5547 Baseline Rd # 215, Plano, TX, 75009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428462	CLM	Betty Weber	1956-07-23	UHC-81512-01	5507961997	9852 Spring St Apt 40, Miami, FL, 33118	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-431724	CLM	Beverly Carlson	1998-10-09	UHC-97520-90	—	834 Grand Ave Apt 27, Fresno, CA, 93708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141316	ENR	Pamela Young	—	UHC-52866-41	9883237413	3553 River Rd Apt 38, Columbus, OH, 43280	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-101676	ENR	Scott J Garrdner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave Apt 36, Las Vegas, NV, 89111	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101675	ENR	Scott J Garrdner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave Apt 36, Las Vegas, NV, 89111	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423720	CLM	Joran B Thomas	1947-07-03	UHC-53826-54	—	1659 Desert Sky Blvd Apt 24, Tampa, FL, 33602	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414712	CLM	Emily Matthews	1969-03-01	UHC-29986-98	—	7506 Indian School Rd # 467, Houston, TX	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-121860	ENR	Terry Jensen	1940-09-26	UHC-66597-64	—	8449 Mountain View Dr # 892, Mesa, AZ, 85249	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-103296	ENR	Mateo Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way # 814, Las Vegas, NV, 89146	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-428697	CLM	Joyec Hanson	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr Apt 21, Plano, TX, 75019	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-134392	ENR	Charles M Hoffman	1958-06-21	UHC-08773-02	2152540032	2378 Bayshore Dr Apt 2, Mesa, AZ, 85275	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-123706	ENR	Jessica Gordon	1965-09-14	UHC-38164-21	9532635493	7519 Pine Dr Apt 35, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-400548	CLM	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd Apt 27, Glendale, AZ, 85320	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-117439	ENR	Lucia E Bryant	2000-10-15	UHC-21632-31	4998044964	7434 Market St # 638, Glendale, AZ, 85323	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-421461	CLM	Juan Kelly	1945-10-24	—	8963762803	2386 Central Ave Apt 30, Phoenix, AZ, 85057	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-57320	TPA	Douglas Jones	1993-04-21	UHC-06739-80	7159927250	533 Willow Ct Apt 13, Chandler, AZ, 85230	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-132900	ENR	Ahmed Rose	1972-11-01	UHC-11855-20	9007684149	4535 Camelback Rd # 907, Seattle, WA	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-141552	ENR	Billy R Fisher	1980-06-20	UHC-98030-27	6996269135	1611 Hillcrest Rd Apt 31, Seattle, WA, 98155	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23988	PRV	Theresa Mendez	1976-12-25	—	—	7707 River Rd # 553, Miami, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61220	TPA	Patrick Gilbert	1986-05-26	UHC-38235-14	—	9878 Indian School Rd Apt 12, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419688	CLM	Ryn Wong	1941-03-06	—	4772707195	6303 River Rd # 514, Atlanta, GA, 30337	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116683	ENR	Tyler Barnes	1942-05-11	UHC-01576-41	5726123637	7124 Market St # 346, Chandler, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29504	PRV	Sophia Reid	1987-11-27	—	9283138042	4481 Bayshore Dr Apt 28, Las Vegas, NV, 89121	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-134815	ENR	Joe B Cox	1954-06-17	UHC-98294-10	7263414021	5787 Sunset Blvd Apt 20, Orlando, FL, 32839	0.50	Phone reformatted Unit split from street State name converted to code Email lower-cased+3 more
PRV-25207	PRV	Fatima Daniels	2007-06-08	UHC-51636-63	6599382100	500 Desert Sky Blvd # 185, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117604	ENR	Hamilton U Doris	1949-03-21	UHC-29716-43	8755174672	8807 Indian School Rd Apt 14, Los Angeles, CA, 90063	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135962	ENR	Henry V Obrien	—	UHC-71537-80	2409165120	1614 Camelback Rd # 839, Atlanta, GA, 30372	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-407551	CLM	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave # 290, San Diego, CA, 92151	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-26425	PRV	Nancy J Graham	—	UHC-43007-22	7094605128	4350 Apache Blvd # 543, Seattle, WA, 98197	0.50	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-119212	ENR	Sandra Soto	2001-10-01	UHC-82070-02	2129714286	9307 Mesa Dr Apt 32, Denver, CO, 80280	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106540	ENR	Austin Jordan	1951-04-05	UHC-02354-94	—	4762 Church St Apt 30, Eden Prairie, MN, 55340	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-122939	ENR	Nicholas I Montgomery	1976-12-24	UHC-07349-58	2747217289	8660 Baseline Rd # 774, San Antonio, TX, 78250	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-414310	CLM	Elijah S Stone	1944-04-03	—	—	250 Washington St # 399, Tempe, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137936	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr # 964, Denver, CO, 80291	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-431609	CLM	Carolyn Flores	1964-05-16	—	—	2384 Apache Blvd Apt 34, Los Angeles, CA, 90037	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-114040	ENR	Brandon Q Armstrong	1959-11-13	UHC-84467-90	—	2641 Apache Blvd # 334, Denver, CO, 80281	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-115513	ENR	Jeffrey Vazquez	2007-06-12	UHC-94739-65	5369495497	2458 Lincoln Way Apt 23, Houston, TX, 77061	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-59057	TPA	Danielle Vazquez	1948-10-27	—	—	8681 Grand Ave Apt 37, Atlanta, GA, 30386	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-421241	CLM	Weber K Frances	1963-02-15	UHC-72878-47	—	4716 Camelback Rd Apt 35, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Unit split from street State name converted to code+3 more
ENR-117757	ENR	Keith Woods	1954-03-22	UHC-83597-46	2623073328	8189 River Rd # 524, Denver, CO, 80224	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more

6,994 rows, page 35 of 140Previous Next