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-131773	ENR	Michelle Z Butler	2006-04-03	UHC-40493-92	9149170067	6798 Union St Apt 21, Dallas, TX, 75261	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-24152	PRV	Jessica Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln Apt 7, Glendale, AZ, 85317	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-426674	CLM	Carlos Stewart	1988-03-11	—	—	1899 Desert Sky Blvd Apt 17, San Antonio, TX, 78247	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-114711	ENR	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr # 512, Fresno, CA, 93778	0.76	Phone reformatted Unit split from street City re-cased Email lower-cased+2 more
ENR-117764	ENR	Rachel X Richardson	1991-01-22	UHC-46841-03	3307611178	2199 Hillcrest Rd Apt 6, Denver, CO, 80255	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-427934	CLM	Valentina Payne	1974-01-26	—	—	4929 Church St Apt 5, Jacksonville, FL, 32288	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
ENR-112839	ENR	Alexander K Bryant	1972-10-17	UHC-16087-50	3076636225	8443 Indian School Rd # 518, Seattle, WA, 98124	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-417793	CLM	Arjun Jimmenez	1994-06-09	—	2808052611	7369 River Rd Apt 20, Phoenix, AZ, 85061	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-61206	TPA	Jason Hansen	1991-12-27	—	5912543812	4417 Sage Ct Apt 33, Eden Prairie, MN, 55345	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26303	PRV	Theresa Pena	2007-12-11	—	5299378500	3868 Sunset Blvd # 377, Tempe, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409007	CLM	Jacqueline Williams	1947-08-08	UHC-10689-03	8872810914	7124 Camelback Rd Apt 14, Tucson, AZ, 85756	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112347	ENR	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	9570 Broadway Apt 23, Charlotte, NC, 28269	0.76	Name re-cased Phone reformatted Unit split from street Address re-cased+2 more
ENR-130406	ENR	Peter R Patterson	1938-02-12	UHC-73004-82	2692998112	209 Elm St Apt 15, Eden Prairie, MN, 55397	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-128817	ENR	Nathan T Munoz	1969-05-26	UHC-14152-14	9432247692	8839 Spring St Apt 30, Scottsdale, AZ, 85254	0.76	Phone reformatted Unit split from street City re-cased Email lower-cased+2 more
ENR-130149	ENR	Hannah Q Crawford	1989-10-15	—	5455356644	3271 Broadway Apt 19, Chandler, AZ, 85208	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-58625	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway Apt 13, Atlanta, GA, 30376	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
TPA-58624	TPA	Emma Ruiz	1990-04-02	—	—	4087 Broadway Apt 13, Atlanta, GA, 30376	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-400274	CLM	Alexander Medina	1962-10-09	UHC-92974-96	7598484612	3388 Forest Ave Apt 34, Atlanta, GA, 30372	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-426863	CLM	Eugene Crawford	1954-05-05	UHC-66706-90	9867989533	6267 Broadway # 435, Scottsdale, AZ, 85277	0.76	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-130378	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave # 183, Nashville, TN, 37284	0.76	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+2 more
CLM-423172	CLM	Kenneth James	1941-08-01	—	9755603423	2485 Baseline Rd Apt 31, Gilbert, AZ, 85229	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-430691	CLM	Jose Harvey	1970-03-26	—	4945313776	579 Apache Blvd # 340, Tempe, AZ, 85249	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-109753	ENR	Carol Martinez	1972-05-11	UHC-93836-27	9649427273	3394 River Rd # 101, Mesa, AZ, 85253	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-423601	CLM	Aaron Rojas	1938-03-27	—	4493701999	7749 Mesa Dr Apt 24, Gilbert, AZ, 85225	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-410008	CLM	Keith S Garcia	1994-09-05	UHC-31785-44	6957497893	2681 Bayshore Dr Apt 11, Plano, TX, 75032	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-424552	CLM	Bilyl Larson	1991-03-08	—	4819780523	2175 Mesa Dr # 178, Austin, TX, 78780	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408610	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-408611	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
PRV-23097	PRV	Olson B Keith	2006-03-05	—	9494048924	500 Highland Ave Apt 22, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-126738	ENR	Henry E Payne	2002-10-25	UHC-54738-64	6244222401	8180 Broadway Apt 6, Las Vegas, NV, 89140	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-132582	ENR	Tyler Wells	1942-08-07	UHC-94406-85	5105277636	1441 Meadow Ln Apt 5, Orlando, FL, 32837	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-128783	ENR	Peter P Burton	1984-09-01	UHC-57730-60	7888170892	6956 Grand Ave Apt 13, Denver, CO, 80288	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-63557	TPA	Katherien Black	1997-07-25	—	2322677319	45 Palm Dr # 211, Tucson, AZ, 85765	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-129831	ENR	Christine N Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln # 461, Orlando, FL, 32849	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-129832	ENR	Christine N Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln # 461, Orlando, FL, 32849	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-430041	CLM	Adam Burns	1964-04-28	UHC-65439-92	6982269928	7744 Willow Ct Apt 12, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-137884	ENR	Jack C Espinoza	2001-01-19	UHC-29115-37	9372922043	8268 Meadow Ln Apt 14, Las Vegas, NV, 89109	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-119717	ENR	Jaanice D Li	1942-05-02	UHC-15517-50	—	8397 Broadway Apt 10, Denver, CO, 80201	0.78	Name re-cased Unit split from street Address re-cased Whitespace trimmed+1 more
ENR-111858	ENR	Megan F Bradley	1967-01-09	UHC-27109-52	3104679452	251 Grand Ave # 384, Fresno, CA, 93769	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-102371	ENR	Jonathan O Rivera	1992-08-01	UHC-64480-79	3459145090	728 Central Ave # 520, Chandler, AZ, 85268	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-417352	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	3589 Desert Sky Blvd Apt 26, Los Angeles, CA, 90058	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-130535	ENR	Aaron W Aguilar	1987-05-12	—	—	8520 Meadow Ln Apt 1, Austin, TX, 78798	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
ENR-117251	ENR	Michael Hunter	1997-02-09	UHC-65396-65	4027252028	6307 Lincoln Way # 781, Austin, TX, 78796	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-411698	CLM	Jen Oliver	1943-02-20	UHC-69298-44	—	6181 Sunset Blvd # 552, Nashville, TN, 37207	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-429675	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 457, Tucson, AZ, 85707	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-119669	ENR	Kathryn T Gonzalez	1988-08-13	UHC-91606-76	6019982729	4472 Main St Apt 35, Minneapolis, MN, 55483	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
PRV-27690	PRV	Pat Hansen	1975-05-16	—	9285770943	1164 Broadway Apt 1, Denver, CO, 80225	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-142743	ENR	Mariana Henderson	1986-11-02	UHC-16259-95	3904047929	8672 Highland Ave # 881, Orlando, FL, 32884	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-126386	ENR	Gary F Moore	1943-08-08	UHC-85363-02	6679628092	6656 Church St # 911, San Diego, CA, 92197	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-420958	CLM	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave # 675, Los Angeles, CA, 90081	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more

6,994 rows, page 118 of 140Previous Next