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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407513	CLM	Roy Palmer	1945-02-26	UHC-28102-09	7777804815	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-110566	ENR	Rob Reid	1941-12-12	UHC-67432-29	9286724757	8473 Valley View Dr, Austin, TX, 78744	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-137813	ENR	Ryan Z Hughes	1979-11-13	UHC-82839-04	4307259890	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-53424	TPA	Mark Z Webb	1979-02-19	—	4355989637	7988 Cedar Ln, Gilbert, AZ, 85268	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21685	PRV	Christina K Washington	1957-03-02	—	4935563798	6381 Palm Dr, Las Vegas, NV, 89126	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-406708	CLM	Mariana T Ortega	1999-07-03	—	7376615042	119 Park Pl, Eden Prairie, MN, 55307	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-412316	CLM	John C Burke	1977-07-17	—	4536671365	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-138242	ENR	Stephanie D Muurphy	1954-07-10	UHC-35525-99	3722346704	7382 Meadow Ln, Austin, TX, 78721	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-430201	CLM	Philip Olson	2007-09-07	—	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-410955	CLM	Noah Roberts	1962-03-21	—	7397836496	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-410467	CLM	Nicole L Munoz	2006-06-19	UHC-35202-88	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-416583	CLM	Diana Wallace	2004-07-14	UHC-56666-20	—	9592 Broadway, Tampa, FL, 33603	0.78	Name re-cased Two-digit birth year Address re-cased Email lower-cased+1 more
CLM-423902	CLM	Maria Nguyeen	2004-10-13	—	5452148155	5263 Lincoln Way, San Antonio, TX, 78236	0.78	Name re-cased Two-digit birth year Phone reformatted 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
CLM-401884	CLM	Sean Ramirez	2007-05-18	UHC-19509-62	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-431294	CLM	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave, Charlotte, NC, 28273	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-130165	ENR	Keith P Dominguez	1941-02-08	UHC-93982-60	3457970629	4222 Oak St, Charlotte, NC, 28209	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-406743	CLM	Gloria Stone	1965-04-03	—	4863376974	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-52837	TPA	Liz McDonald	1992-08-18	—	—	8972 Broadway, Tucson, AZ, 85719	0.78	Name re-cased Two-digit birth year Address re-cased Whitespace trimmed+1 more
ENR-104334	ENR	Janice B Harper	1981-07-04	UHC-94792-89	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
TPA-60035	TPA	Ana N Gilbert	1979-03-17	—	3386953263	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
PRV-22015	PRV	Jerry Fowler	1948-09-15	UHC-15169-15	2374041501	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-100326	ENR	Helen M Jackon	1947-10-24	UHC-17942-51	5565239658	3115 Willow Ct, Gilbert, AZ, 85270	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-136472	ENR	John Z Phillips	1968-05-03	UHC-80528-22	5335792886	7931 Highland Ave, Denver, CO, 80265	0.78	Two-digit birth year Phone reformatted State code upper-cased Email lower-cased+1 more
TPA-51449	TPA	Ann Dominguez	1959-12-03	—	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415355	CLM	Kenneth Kannedy	1997-07-03	UHC-75623-35	5638666962	2830 Valley View Dr, Minneapolis, MN, 55413	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-57715	TPA	Abigail Roberts	1963-06-08	—	—	3460 Market St, Nashville, TN, 37298	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-55050	TPA	Anthony Guerrero	1972-11-10	—	2622920400	6030 Main St, Austin, TX, 78733	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24124	PRV	Angela Espinoza	2005-12-14	UHC-85864-70	4256206749	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-405957	CLM	Rachel M West	1951-09-13	UHC-58253-49	2376717144	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-417496	CLM	Danil Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH, 43225	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
TPA-58639	TPA	Jesse Harrison	1973-10-28	UHC-23309-57	—	8794 Meadow Ln, Nashville, TN, 37249	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
TPA-62611	TPA	Edward Shaw	1980-02-19	—	5336805777	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-140807	ENR	Angela S Evans	1971-03-27	UHC-44586-34	9522093917	9109 Mountain View Dr, Phoenix, AZ, 85048	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-428746	CLM	Priiya L Phillips	1984-06-03	—	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-114901	ENR	Zachary V Griffin	1944-09-05	—	—	5785 Grand Ave, Seattle, WA, 98168	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-122972	ENR	Maria R Jenkins	1941-07-28	UHC-97871-08	3763851298	771 Ridge Rd, Denver, CO, 80202	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
CLM-411887	CLM	Pamela G Lucas	1939-05-07	—	7537765688	5790 Union St, Austin, TX, 78759	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-122293	ENR	Sharon A Little	2004-07-03	UHC-04514-99	8934527665	8702 Pine Dr, Houston, TX, 77080	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-422686	CLM	Maria Yang	1944-08-09	UHC-83885-20	9769464155	7807 Ridge Rd, Gilbert, AZ, 85279	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-103970	ENR	Phlip Y Reynolds	1954-06-13	UHC-22824-91	4042241947	6356 Spring St, Los Angeles, CA, 90062	0.78	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-125923	ENR	Gregory F Aguilar	1961-08-18	UHC-47637-38	9737066081	9706 Mountain View Dr, Columbus, OH, 43289	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-113339	ENR	Dylan L Oliver	1958-01-17	UHC-07328-18	5816348596	53 Central Ave, Scottsdale, AZ, 85280	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-137036	ENR	Lisa Vega	1965-03-05	UHC-36382-30	9399589061	8409 Broadway, Houston, TX, 77036	0.78	Name re-cased Two-digit birth year Phone reformatted Address re-cased+1 more
CLM-421875	CLM	Judy F Perkins	1981-12-19	UHC-49732-53	—	7070 Park Pl, Eden Prairie, MN, 55383	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-127269	ENR	Patricia Russell	1942-07-08	UHC-42955-40	—	754 Mesa Dr, Columbus, OH, 43252	0.78	Name re-cased Two-digit birth year Member ID reformatted Email lower-cased+1 more
TPA-61076	TPA	Lauren Huffman	1941-01-11	UHC-50586-26	8268041853	7071 Mesa Dr, Tucson, AZ, 85737	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-425876	CLM	Maria Green	1959-06-16	UHC-28618-76	—	5973 Meadow Ln, Nashville, TN, 37270	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
ENR-126227	ENR	Cynthia Jimenez	1989-07-14	UHC-68580-40	9785684151	7864 Market St, Columbus, OH, 43222	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more

6,661 rows, page 105 of 134Previous Next