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

Enrollment, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112827	ENR	Megan Reed	2005-11-11	UHC-55099-86	2428131623	8402 Mesa Dr, Sacramento, CA, 95812	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127068	ENR	Zachary Pena	1950-06-06	UHC-45681-34	3799111696	6126 Mountain View Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140074	ENR	Philip Z Stephens	1940-02-17	UHC-52177-38	5218261425	145 Cedar Ln, Dallas, TX, 75271	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128725	ENR	Kimberly M James	2002-07-23	UHC-59619-33	2689789008	1599 Hillcrest Rd, Seattle, WA, 98161	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-125162	ENR	Judy V Hoffman	1949-11-07	UHC-63831-15	8239770775	9408 Valley View Dr, Phoenix, AZ, 85016	0.50	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-112879	ENR	Ashley Lopez	1944-08-15	UHC-75234-83	6934061650	1743 Sage Ct Apt 5, Denver, CO, 80272	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-125075	ENR	Gerald Little	1996-11-14	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118573	ENR	Priyya Moore	1977-07-03	UHC-65655-63	4862887244	8579 Hillcrest Rd, Glendale, AZ, 85364	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113302	ENR	Debra M Bradley	1971-01-11	UHC-29050-73	7545261287	1134 Maple Ave, Scottsdale, AZ, 85254	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-121042	ENR	Diane A Hunter	1964-01-01	UHC-50127-49	8983774826	8372 Lake View Rd Apt 30, Plano, TX, 75012	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120879	ENR	Debra Young	1945-02-12	UHC-20229-05	5642681355	8723 Park Pl, Houston, TX, 77050	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120530	ENR	Barbara C Fisher	1938-06-16	UHC-18628-86	5728819269	4226 Church St, Orlando, FL, 32822	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122540	ENR	Ashlye Fields	1986-05-25	UHC-74750-45	7522424898	6344 Forest Ave, Jacksonville, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133892	ENR	Kathryn Waren	1959-03-12	UHC-71018-94	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120659	ENR	Kayla Kim	1993-05-19	UHC-11035-62	3094746433	9631 Church St # 591, Los Angeles, CA, 90092	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130458	ENR	VJunk	1999-05-04	UHC-41301-41	7663542743	2788 Sage Ct, Plano, TX, 75035	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-136968	ENR	Maason H George	1999-06-17	UHC-70059-39	6318369763	8193 Meadow Ln, Gilbert, AZ, 85236	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108696	ENR	Cynthia Q Owens	1961-04-27	UHC-95956-57	7182424978	9409 Main St, Phoenix, AZ, 85051	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120858	ENR	Teresa Fox	1961-05-17	UHC-55652-57	7083451464	3267 Camelback Rd, Minneapolis, MN, 55437	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124338	ENR	Debra Z Black	2004-05-25	UHC-02549-25	4757230223	2045 Valley View Dr # 897, San Diego, CA, 92108	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-127108	ENR	Beth Kennedy	1946-03-05	UHC-31956-48	9322850128	2428 Valley View Dr Apt 36, Jacksonville, FL, 32287	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-115774	ENR	Hiroshi Lawrece	1943-01-16	UHC-54967-01	2835169672	7093 Grand Ave, Scottsdale, AZ, 85275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124765	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-124764	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-107830	ENR	Crlos Salazar	1992-08-07	UHC-04052-21	4079702887	2954 Canyon Rd, Phoenix, AZ	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125130	ENR	Sam Johnstton	1951-06-13	UHC-73743-62	9364229242	3367 Desert Sky Blvd, Seattle, WA, 98113	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-105311	ENR	Eugene W Yang	1964-02-15	UHC-43655-69	4672258196	1127 Palm Dr # 815, Denver, CO, 80204	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109323	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave # 683, Miami, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142918	ENR	Mason M Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103117	ENR	Kevin R Wright	1974-10-25	UHC-22698-63	9197348135	4413 Canyon Rd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107625	ENR	JuliaJunk	1999-01-04	—	9039003988	9310 Washington St Apt 23, Houston, TX, 77028	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113853	ENR	Thomas D Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-104462	ENR	Julia O Montgomery	1953-03-18	UHC-08245-41	3424773408	8871 Harbor Blvd, Scottsdale, AZ, 85265	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106152	ENR	Adam L Freeman	1954-12-10	UHC-15081-88	8559862182	2392 Oak St, San Antonio, TX, 78223	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120507	ENR	Theresa G Gordon	1944-01-11	UHC-51004-21	—	5855 Grand Ave, Chandler, AZ, 85295	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-122768	ENR	Wayne J Matthews	1953-07-06	UHC-13783-22	6537451332	8347 Market St # 903, Scottsdale, AZ, 85295	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-117193	ENR	Sarah Tucker	1943-09-21	UHC-46506-60	—	8369 Mountain View Dr, Sacramento, CA, 95819	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109184	ENR	Eugene Porter	1966-07-22	UHC-60023-22	8226291602	4072 Maple Ave, Nashville, TN, 37291	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126955	ENR	Christina Armstrong	1977-06-05	UHC-85233-33	6675606643	7060 Park Pl # 181, Las Vegas, NV, 89113	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111284	ENR	Susan L Ross	1982-07-18	UHC-33226-10	5604832539	4013 Oak St, Sacramento, CA, 95894	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123439	ENR	Jim J Santiago	1946-12-26	UHC-83965-28	8983719168	1506 Mountain View Dr, Glendale, AZ, 85361	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-103766	ENR	Bettty I Edwards	1968-05-11	UHC-46319-99	4423840908	7053 Main St, Seattle, WA, 98147	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129707	ENR	Philip B Edwards	1989-09-11	UHC-82853-55	8292918985	8327 Baseline Rd Apt 10, Columbus, OH	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-124799	ENR	Cheryl U Hudson	—	UHC-35698-66	6883864303	3694 Market St, Miami, FL, 33164	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-132768	ENR	Danielle D Henry	1950-11-16	UHC-92098-20	3755439260	863 Ocean Ave Apt 21, Tempe, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-135621	ENR	Beth Z Stephens	1940-06-08	UHC-57401-20	8467206570	1884 Highland Ave, San Antonio, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-128229	ENR	Valentina Q Patel	1943-04-05	UHC-58567-46	5195039657	9493 Canyon Rd, Seattle, WA, 98115	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109477	ENR	Bobby W Garrett	1963-04-16	UHC-52614-08	7056980880	6221 Canyon Rd, Mesa, AZ, 85219	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119000	ENR	Aisha S Ryan	2006-03-11	UHC-58675-91	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104065	ENR	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more

26,564 rows, page 46 of 532Previous Next