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
CLM-402916	CLM	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St, Atlanta, GA, 30300	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-24668	PRV	Marcus Gardner	1991-03-10	UHC-24243-44	9809267086	9015 Meadow Ln, Sacramento, CA, 95890	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-420652	CLM	Christopher Russell	1958-05-19	UHC-40318-84	7678880764	1159 Willow Ct, Houston, TX, 77005	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-133175	ENR	Nathan Y Patterson	1954-10-23	UHC-45106-07	9054485241	5732 Harbor Blvd, Los Angeles, CA, 90066	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-100410	ENR	Kelly Hugehs	1982-12-05	UHC-94709-09	2303809948	2624 Park Pl, Orlando, FL, 32892	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406107	CLM	Adam R Collins	1975-06-08	—	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29119	PRV	Susan Knight	1999-02-05	—	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+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
CLM-416393	CLM	Eric Schmidt	1945-11-23	—	—	2124 Forest Ave, Sacramento, CA, 95829	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-121329	ENR	Anthony H Rodriguez	2002-10-08	UHC-83511-59	6872400960	1004 Palm Dr, Minneapolis, MN, 55457	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403480	CLM	Hiroshi Wood	1960-10-20	UHC-74279-34	9354301895	8320 River Rd, Eden Prairie, MN, 55350	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-416027	CLM	Brenda Nguyen	1950-10-10	UHC-96686-39	—	5028 Harbor Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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
TPA-53188	TPA	Rihard Santos	1947-06-15	—	—	7248 Main St, Mesa, AZ, 85217	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400028	CLM	Kathryn Austin	1955-03-27	UHC-56978-49	2013766235	8582 Union St, Tampa, FL, 33603	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432087	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432088	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103430	ENR	Melissa Hart	2005-02-10	UHC-06739-23	3355163640	4588 Baseline Rd, Atlanta, GA	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-22783	PRV	Valentina Rios	1989-10-21	—	4517771817	2665 Harbor Blvd, Orlando, FL, 32887	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59830	TPA	Michael Reynolds	2006-01-17	—	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412124	CLM	Jeffrey Gonzalez	1980-02-24	—	—	4581 Meadow Ln, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-419853	CLM	Roy Mils	1963-12-12	UHC-46354-30	—	5385 Elm St, Minneapolis, MN, 55473	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424756	CLM	—Junk	1948-08-09	UHC-15768-95	6652951829	1765 Mesa Dr, Minneapolis, MN, 55462	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28627	PRV	Raymond J Day	1984-07-02	—	8372569229	8570 Main St, Miami, FL, 33153	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120155	ENR	Julie Allen	2006-07-18	UHC-71841-70	9586179676	455 Indian School Rd, Dallas, TX, 75215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422216	CLM	Yuki Smith	1995-02-28	UHC-02831-95	4215542241	8941 Highland Ave, Phoenix, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-26744	PRV	Cheryl Barnes	1966-10-02	UHC-88098-43	7842184408	6986 Mountain View Dr, Tempe, AZ, 85286	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415816	CLM	Patricia M Payne	2003-11-14	UHC-57067-49	—	4502 Cedar Ln, Minneapolis, MN, 55427	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407379	CLM	Joyce Vargas	1953-08-24	—	9374552440	6679 Spring St, Nashville, TN, 37222	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20043	PRV	Doris T Mendoza	1986-11-26	UHC-29920-87	3069977547	5813 Willow Ct, Charlotte, NC	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-140045	ENR	Charlotte F Ross	1978-02-09	UHC-07779-40	6056329565	2008 Ocean Ave, Dallas, TX, 75253	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110472	ENR	Dylan Santiago	1991-06-20	UHC-31030-97	—	8719 Pine Dr, Atlanta, GA, 30368	0.50	Name re-cased Two-digit birth year Phone missing area code City re-cased+3 more
PRV-23303	PRV	Ana Carlson	—	—	3202801604	6642 Church St, Columbus, OH, 43287	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted 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-429116	CLM	Brian Dixon	—	UHC-02163-23	—	8209 Maple Ave, Gilbert, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted 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-114560	ENR	Sophia Miller	2004-08-07	—	5386532881	9556 Canyon Rd, Miami, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63269	TPA	Denise Pena	1998-08-10	—	—	8859 Lake View Rd, Tucson, AZ, 85711	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-59334	TPA	Theresa Jimenez	1982-01-13	—	8756907220	2263 Bayshore Dr, Eden Prairie, MN	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-59333	TPA	Theresa Jimenez	1982-01-13	—	8756907220	2263 Bayshore Dr, Eden Prairie, MN	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-406409	CLM	Alexis Welch	1950-05-21	UHC-42203-08	—	6563 Canyon Rd, Phoenix, AZ, 85068	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-138795	ENR	Jonathan Bryant	—	UHC-15588-86	2879156837	8590 Apache Blvd, San Antonio, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
TPA-54821	TPA	Helen McCoy	2004-04-17	—	—	5375 Oak St, Mesa, AZ, 85215	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63172	TPA	Jesse D Lewsi	—	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+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

71,257 rows, page 90 of 1,426Previous Next