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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131644	ENR	Michelle Black	1997-12-14	UHC-53857-60	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129027	ENR	Albert Rivera	2004-06-04	—	2494907660	3812 Ridge Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111253	ENR	Linda V Stevens	2006-10-05	UHC-86754-83	9233154263	6800 Maple Ave, Nashville, TN, 37260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104328	ENR	Helen C Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111917	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-100170	ENR	Nancy C Smith	1938-01-07	UHC-23880-95	6566631779	4037 Hillcrest Rd, San Diego, CA, 92118	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129140	ENR	Amy Y Mills	1996-12-02	UHC-26865-47	3303423122	2109 Sunset Blvd, Gilbert, AZ, 85237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111093	ENR	Marilyn Graham	1953-04-24	UHC-90242-40	8423669957	1606 Palm Dr, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-107143	ENR	Frances Butler	1986-05-07	UHC-19278-43	9457745868	4527 Union St, Chandler, AZ, 85274	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106691	ENR	Margaret R McCoy	1969-07-09	UHC-88924-63	5842301903	4305 Meadow Ln # 826, Denver, CO, 80235	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125648	ENR	Laura Flores	1974-03-11	UHC-25734-32	3973653833	7067 Cedar Ln, Phoenix, AZ, 85018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142218	ENR	Harrison U Katherine	1970-04-13	UHC-60204-56	6159054082	2321 Apache Blvd, Nashville, TN, 37212	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140261	ENR	Thoomas Hoffman	1955-07-25	UHC-66580-76	2783079432	7394 Hillcrest Rd, San Antonio, TX, 78270	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101404	ENR	Pamela Roberts	1974-04-03	UHC-83499-60	8539965085	6379 Cedar Ln, San Diego, CA, 92199	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105804	ENR	Julie N Brown	—	UHC-38980-89	6146910058	7670 Indian School Rd, San Antonio, TX, 78265	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114493	ENR	Teresa George	1956-03-25	—	8995627657	2111 Washington St, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125688	ENR	Ashley N Baker	2005-06-11	UHC-00076-33	7794506156	8221 Forest Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138232	ENR	Tyler O Fowler	1993-06-22	UHC-66179-73	7155884751	1887 Cedar Ln, Jacksonville, FL, 32233	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-102813	ENR	Bryan I Mills	1951-02-23	UHC-37502-79	5378880359	978 Harbor Blvd, Tempe, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110888	ENR	Linda A Herrera	2006-10-23	UHC-61389-52	5965702528	9034 Washington St, Seattle, WA, 98139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124188	ENR	Arthur Hunt	1941-03-03	UHC-45720-74	8695945763	6255 Valley View Dr, Columbus, OH, 43246	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-115001	ENR	Kathleen B Watson	1959-02-22	UHC-97472-60	3643213792	2651 Pine Dr, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-137132	ENR	Brittany H Moore	1952-10-22	UHC-42987-12	6772650694	2008 Park Pl, Atlanta, GA, 30323	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137041	ENR	Charles L Scott	2006-03-13	UHC-81562-74	8376243308	5859 Palm Dr, San Antonio, TX, 78275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129192	ENR	Kathleen Green	1975-12-10	UHC-80849-06	3022957666	8472 Palm Dr, Columbus, OH, 43260	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132090	ENR	Amber Perkins	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106043	ENR	Valentina K Roberts	2004-06-26	UHC-42409-18	9104395806	8848 Baseline Rd Apt 20, Charlotte, NC, 28222	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133444	ENR	Noah C Freeman	1985-02-04	UHC-86037-08	8763129833	5114 Grand Ave, Jacksonville, FL, 32237	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135366	ENR	Peter Vega	2002-04-06	UHC-80214-61	7925911289	3312 Ridge Rd, Fresno, CA, 93788	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121118	ENR	Grace C Patel	1979-09-18	UHC-58980-35	8918115812	971 Washington St, Orlando, FL, 32808	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128514	ENR	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-117484	ENR	Hannah R Singh	1975-09-09	UHC-64293-94	3426083078	9228 Market St, Tampa, FL, 33629	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131758	ENR	Emma G Santos	2000-06-01	UHC-89792-57	3509207951	8719 Union St, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129311	ENR	Noah L Devis	1943-04-26	UHC-45113-57	4513293861	3479 Lake View Rd # 953, Eden Prairie, MN, 55333	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100162	ENR	Joey Richarson	1962-04-11	UHC-87640-10	2944170525	766 Indian School Rd, Glendale, AZ, 85326	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126288	ENR	Donna D Foster	—	UHC-43301-73	2597611730	8255 Apache Blvd Apt 37, Dallas, TX, 75279	0.64	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-124471	ENR	Henry Daniels	1945-03-11	UHC-26249-22	5764216657	2317 Church St, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138485	ENR	Mariana V Gomez	1944-08-09	UHC-22781-46	2292872321	4512 Meadow Ln, Jacksonville, FL, 32242	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107680	ENR	Joshua Kim	1982-09-18	UHC-63212-22	2989954008	8447 Central Ave, Tucson, AZ, 85788	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142909	ENR	Helen P Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln # 392, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124932	ENR	Mray Miller	1940-11-17	UHC-95565-83	4866259318	7724 Mountain View Dr, Jacksonville, FL, 32204	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109509	ENR	Amber Green	1981-11-20	UHC-91347-12	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124891	ENR	Keith Singh	1953-09-14	UHC-39203-68	4697525420	7307 Apache Blvd # 368, Columbus, OH, 43280	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104422	ENR	Katherine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA, 93735	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128494	ENR	Susan Davis	1957-07-24	UHC-22832-41	4608604648	9258 Ocean Ave, San Diego, CA, 92195	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137924	ENR	Theresa W West	1990-09-16	UHC-89238-83	2189108440	1312 Main St, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101890	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-124497	ENR	Gregory Vasquez	1949-12-06	UHC-23843-06	3137640769	5697 Main St, Tampa, FL, 33636	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110760	ENR	Joen Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121878	ENR	Janice Estraa	1967-04-10	UHC-14238-55	7515384914	3657 Mountain View Dr, Jacksonville, FL, 32224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 136 of 564Previous Next