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 “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-123768	ENR	Kimberly Vargas	1986-06-22	UHC-30183-37	—	5236 Cedar Ln Apt 20, Los Angeles, CA, 90023	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-142659	ENR	Pamela Alvarado	2003-01-04	UHC-72222-89	6928930604	144 Mountain View Dr Apt 2, Eden Prairie, MN, 55355	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-143018	ENR	Julie R Ross	1939-11-28	UHC-35911-86	3829562824	7517 Meadow Ln # 182, Chandler, AZ, 85280	0.66	Phone reformatted Unit split from street State name converted to code Email lower-cased+1 more
ENR-116931	ENR	—Junk	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave # 803, Dallas, TX, 75216	0.66	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared+1 more
ENR-114200	ENR	Teeresa Hudson	1994-02-16	UHC-94742-18	3378304076	7336 Mountain View Dr Apt 20, Nashville, TN, 37259	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-103363	ENR	Austin Y Mitcchell	1972-06-27	UHC-66264-69	3212254436	8995 Ocean Ave Apt 28, Sacramento, CA, 95880	0.66	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+1 more
ENR-139321	ENR	Julia A Larson	1969-01-23	UHC-27502-34	5829734161	6838 Maple Ave # 718, Houston, TX, 77091	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126104	ENR	Randy J Guzman	1967-11-04	UHC-25385-67	5368285274	5574 Elm St # 116, Houston, TX, 77011	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-107015	ENR	Sophia Hughes	2006-11-23	UHC-77760-37	7506300514	2143 Bayshore Dr # 257, Tempe, AZ, 85230	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102096	ENR	Arthur X Woods	1949-02-10	UHC-87342-43	5088055760	7951 Canyon Rd Apt 32, Chandler, AZ, 85217	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141670	ENR	Douglas X Simpson	1973-12-28	UHC-64048-07	6297920788	187 Harbor Blvd # 360, Mesa, AZ, 85254	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118986	ENR	Mei B Bradley	1998-03-09	UHC-98883-33	9696536131	3322 Palm Dr Apt 27, Denver, CO, 80277	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113966	ENR	Hiorshi Lynch	1965-10-25	UHC-75411-44	6435216019	581 Cedar Ln # 365, Tampa, FL, 33626	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116928	ENR	Barbara Vazquez	1994-03-23	UHC-62480-15	6804576521	6376 Forest Ave # 172, Charlotte, NC, 28203	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
ENR-104508	ENR	Andrea Scott	1947-02-12	UHC-70977-09	5432865021	2266 Lincoln Way Apt 22, Chandler, AZ, 85274	0.66	Date of birth reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-128306	ENR	Eric F Reed	1963-01-18	UHC-79375-83	—	8032 Market St Apt 36, Denver, CO, 80263	0.66	Name re-cased Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-133834	ENR	Mary Mejia	1950-07-02	UHC-24625-01	2244974982	4137 Ridge Rd Apt 24, Jacksonville, FL, 32225	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107693	ENR	Kelly P Aguilar	1938-11-04	UHC-52255-77	2432705425	5312 Ridge Rd Apt 6, San Antonio, TX, 78246	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-121788	ENR	Hannah Willis	1984-12-27	UHC-06307-65	6416642178	9453 Indian School Rd # 171, Denver, CO, 80262	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120159	ENR	Jack Jordan	1948-03-11	UHC-62945-41	7368521414	622 Mountain View Dr # 656, Gilbert, AZ, 85264	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126304	ENR	Peter V Maldonado	2003-08-14	UHC-36176-16	4602781707	5647 Broadway # 217, Dallas, TX, 75234	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-130109	ENR	Robert N Maldonado	1994-03-20	UHC-70978-88	8314695053	8660 Valley View Dr # 804, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-110798	ENR	Sofia X Smith	1978-12-13	UHC-50362-18	8097645285	7046 Market St Apt 33, Las Vegas, NV, 89158	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110643	ENR	Marilyn K Lane	1991-07-26	UHC-43044-27	7837341021	9311 Desert Sky Blvd # 444, Seattle, WA, 98175	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-101737	ENR	Carolyn Snyder	1981-08-10	UHC-13237-39	7363917189	6684 Meadow Ln Apt 6, Scottsdale, AZ, 85288	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-132563	ENR	Diana Chavez	1956-04-26	UHC-17528-84	—	2540 Sunset Blvd # 806, Atlanta, GA, 30325	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128504	ENR	Dennis Morris	1992-03-10	UHC-83204-10	5093429408	1592 Cedar Ln # 237, Seattle, WA, 98162	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
ENR-101872	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101873	ENR	Jordan Y Hoffman	1952-05-02	UHC-31665-66	9387016755	5062 Desert Sky Blvd Apt 33, Las Vegas, NV, 89113	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133791	ENR	Raymond M Baker	1977-10-18	UHC-89971-89	3817739398	3551 Ridge Rd # 236, Scottsdale, AZ, 85226	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109779	ENR	Ana Hunter	2008-10-04	UHC-68356-50	6402136733	6740 Hillcrest Rd # 540, Las Vegas, NV, 89121	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+1 more
ENR-123176	ENR	Angela P Hamilton	1960-09-08	UHC-96995-64	—	1326 Valley View Dr Apt 31, Houston, TX, 77096	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-132775	ENR	Paul E Alvarado	1985-08-15	UHC-73103-78	5447159987	4948 Ocean Ave # 522, Atlanta, GA, 30343	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-139098	ENR	Kayla G Guerrero	1974-04-05	UHC-48206-49	3034634451	9734 Desert Sky Blvd Apt 29, Nashville, TN, 37237	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108416	ENR	Amy Reynolds	1979-04-04	UHC-33199-41	2568128040	9574 Main St Apt 29, San Diego, CA, 92144	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-116033	ENR	Yuki Rivera	2005-04-04	UHC-81217-58	8734542555	3226 Meadow Ln Apt 27, Denver, CO, 80238	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107931	ENR	Deborah Riley	2002-05-03	UHC-32609-65	3746756614	6318 Palm Dr Apt 6, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-130216	ENR	Ana R Knight	1992-08-10	UHC-00835-26	5773596968	4791 Harbor Blvd # 439, Glendale, AZ, 85327	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-139078	ENR	Zachary L Reyes	1977-04-28	UHC-41213-20	9016106841	2144 Church St Apt 15, Miami, FL, 33175	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123409	ENR	Arjun Jimenez	1994-06-09	UHC-64715-69	2808052611	7369 River Rd Apt 8, Phoenix, AZ, 85061	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141336	ENR	Walter N Schmidt	1969-06-01	UHC-99198-91	8942487529	8499 Elm St Apt 29, Charlotte, NC, 28207	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137211	ENR	Bradley J Warren	2005-07-23	UHC-84690-46	5883727120	1758 River Rd Apt 9, Minneapolis, MN, 55492	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135421	ENR	Andrea Cunningham	1943-06-09	UHC-36872-64	7334317270	976 Bayshore Dr Apt 11, Atlanta, GA, 30365	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-124121	ENR	Aaron G Torrees	2005-10-11	UHC-95701-02	4288629887	6393 Mountain View Dr Apt 3, Minneapolis, MN, 55468	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133748	ENR	Larry Ortiz	1981-09-13	UHC-17335-26	2832320237	3600 Main St Apt 40, Houston, TX, 77013	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-112120	ENR	Reed O Dylan	1944-03-04	UHC-37557-53	3883279903	1234 Pine Dr Apt 13, Jacksonville, FL, 32257	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138312	ENR	Kenneth H Hunter	1939-12-05	UHC-95837-68	2818831642	5984 Lake View Rd Apt 36, Atlanta, GA, 30334	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-108335	ENR	Michael White	2003-01-02	UHC-58953-75	5679229266	6143 Union St Apt 16, Denver, CO, 80267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-115306	ENR	Donna Warren	1939-02-19	UHC-24647-21	8796564687	5205 Valley View Dr Apt 8, Jacksonville, FL, 32217	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119560	ENR	Luis Y Kennedy	1984-12-08	UHC-45119-92	3804259697	2088 Mountain View Dr # 780, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more

3,345 rows, page 48 of 67Previous Next