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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128570	ENR	Wei Lawrence	1949-01-10	UHC-49718-56	7589640200	4975 Central Ave # 604, Gilbert, AZ, 85201	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-110462	ENR	Cynthia I Lucas	1964-12-23	UHC-72108-02	4202361988	64 Indian School Rd, Minneapolis, MN, 55436	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108023	ENR	Adam Contraras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-136215	ENR	Amber N Lee	2004-04-08	UHC-32742-91	5362651559	8105 Desert Sky Blvd, San Diego, CA, 92184	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-109987	ENR	Mateo L Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136912	ENR	Aisha Moreno	1979-05-12	UHC-22386-72	—	8472 Mesa Dr, Phoenix, AZ, 85040	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112752	ENR	Kelly E Flores	1971-04-25	UHC-51326-64	3232449263	4492 Park Pl, Scottsdale, AZ, 85258	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135749	ENR	Randy T Burton	1938-03-02	UHC-32006-03	3015630417	8838 Market St, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141950	ENR	Olivia Morales	1966-11-08	UHC-35280-08	9059605359	2325 Forest Ave, San Diego, CA, 92148	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129855	ENR	Megan K Johnston	1999-09-12	UHC-38617-08	4864921881	6312 Ridge Rd, San Diego, CA	0.48	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-121709	ENR	Beverly Mendoza	2008-09-20	UHC-46120-86	4572721300	9052 Desert Sky Blvd, Tampa, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132029	ENR	Angela U Henry	1969-08-26	UHC-34788-41	7765868352	8514 Desert Sky Blvd, San Antonio, TX, 78276	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100233	ENR	Marcus Schmidt	2006-12-12	UHC-74913-88	6997328017	1781 Apache Blvd, Dallas, TX, 75246	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-110922	ENR	Shirley Butler	1993-09-06	UHC-47514-26	—	218 Canyon Rd, Phoenix, AZ, 85006	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
ENR-125274	ENR	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX, 77041	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-129314	ENR	Paul U Arnold	2008-11-11	UHC-58490-28	3664719205	4396 Jefferson Ave, Miami, FL, 33145	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103316	ENR	Eric W Wright	1939-06-11	UHC-72315-78	9046175509	5338 Main St Apt 14, Mesa, AZ, 85239	0.50	Unit split from street City re-cased State name converted to code Email lower-cased+3 more
ENR-138619	ENR	Jordan L Carr	1973-07-06	UHC-39558-60	—	205 Spring St, Gilbert, AZ, 85242	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-140930	ENR	Elizabeth D Myers	1981-12-18	UHC-25672-92	3663642933	9332 Ridge Rd, Dallas, TX, 75292	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-100557	ENR	Joohn Gardner	1947-11-06	UHC-45824-49	7044809229	6299 Desert Sky Blvd Apt 3, Austin, TX, 78722	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140248	ENR	Bryan Wallace	—	UHC-43200-36	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133769	ENR	Diego Snyder	—	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134290	ENR	Jeremy K Martin	1940-04-16	—	3054013311	2692 Canyon Rd, Los Angeles, CA, 90023	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+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-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-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-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-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-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-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-118354	ENR	Mariana R Santiago	2007-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-118353	ENR	Mariana R Santiago	2007-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-102517	ENR	Rachel T Burns	1978-10-24	UHC-77800-01	7872811378	47 Union St, Columbus, OH, 43255	0.50	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140997	ENR	Amanda L George	1985-07-05	UHC-69524-04	9428066070	742 Oak St, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112860	ENR	Valentina T Bryant	2007-10-01	—	—	2973 Jefferson Ave, Mesa, AZ, 85218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-111107	ENR	Lauren Rberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO, 80216	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-136873	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136874	ENR	Megan Z Maqruez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St # 163, Mesa, AZ, 85238	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134095	ENR	Kathryn Gray	1969-12-14	UHC-34431-13	6234617851	6391 Camelback Rd, Scottsdale, AZ, 85213	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141538	ENR	Douglas D Cruz	1961-04-01	UHC-70015-67	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129549	ENR	Benjamin V Payne	1991-12-09	UHC-66516-34	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-137920	ENR	Gary B Wang	1996-04-02	UHC-83488-59	6692870701	8882 Jefferson Ave, Los Angeles, CA, 90014	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-142303	ENR	Joan Price	1938-10-13	UHC-30347-25	8775217866	5568 River Rd, Seattle, WA, 98144	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124559	ENR	Marilyn T Reyes	1975-10-22	UHC-73685-77	3649536284	6140 Baseline Rd # 257, Eden Prairie, MN, 55365	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-121718	ENR	Valentina R Aguilar	—	UHC-88614-93	2386095322	4653 River Rd, Glendale, AZ, 85376	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-117538	ENR	Marcus Whitte	1984-02-10	—	—	3172 Main St, Scottsdale, AZ, 85299	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-100464	ENR	Ralph B Little	1941-02-04	UHC-15915-54	8487806162	3843 Elm St, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133091	ENR	Patrick S Parker	1986-09-01	UHC-14708-32	—	5982 Bayshore Dr, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-130310	ENR	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137198	ENR	Christian A Mejia	1997-12-24	UHC-16395-85	—	2684 Ridge Rd, Miami, FL, 33110	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more

2,126 rows, page 4 of 43Previous Next