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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422025	CLM	Ryan I Edwards	2000-05-08	UHC-79280-23	4973042142	638 Church St, Gilbert, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63686	TPA	Christian Coleman	2001-06-07	—	6378226687	1394 Palm Dr, San Diego, CA, 92175	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118275	ENR	Grace M Day	2000-10-09	UHC-20352-60	—	6305 Lincoln Way, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-101111	ENR	Samantha H Warren	1970-03-28	UHC-79304-68	4366140054	3641 Sage Ct, Scottsdale, AZ, 85208	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408234	CLM	Nick Williamson	1986-07-06	—	—	4949 Canyon Rd, Minneapolis, MN, 55472	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-64328	TPA	Lucia Lucas	1942-09-22	—	—	6590 Grand Ave, Sacramento, CA, 95827	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25568	PRV	Alice Herrera	1980-06-25	—	—	7946 Elm St, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-400166	CLM	Charlotte Wheeler	1964-03-13	UHC-02876-57	6745373346	8961 Park Pl, Sacramento, CA, 95844	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124547	ENR	Sam G Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ, 85045	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115332	ENR	Marilyn Q Marshall	1942-03-23	UHC-01570-52	—	8369 Hillcrest Rd, Chandler, AZ, 85226	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132521	ENR	Dennis Hernandez	1969-10-08	UHC-11310-74	5826675719	7549 Harbor Blvd, Dallas, TX, 75229	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410982	CLM	Mateo I Weber	1955-04-19	UHC-71512-78	—	3648 Elm St, Miami, FL, 33184	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52435	TPA	Judith Riley	1985-11-28	—	—	2484 Valley View Dr, Columbus, OH, 43247	0.66	Two-digit birth year ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-402791	CLM	Daniel Rios	1954-08-24	UHC-16351-42	9696954297	6945 Pine Dr, San Diego, CA, 92196	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403164	CLM	Diego Daniels	1953-10-13	—	—	3198 Highland Ave, Eden Prairie, MN, 55357	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415023	CLM	Janice Herrera	1986-09-18	UHC-91917-46	—	2585 Grand Ave, Austin, TX, 78760	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401410	CLM	Kenneth Chavez	1979-03-09	UHC-84069-65	—	142 Spring St, Columbus, OH, 43296	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-28490	PRV	Teresa P Ramos	1998-03-26	—	7627983861	5696 Sunset Blvd, Las Vegas, NV, 89186	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115772	ENR	Gabriel Reynolds	1939-04-23	—	8529219991	3079 Valley View Dr, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430938	CLM	Charles T Ford	1947-03-25	—	—	8772 Maple Ave, Tucson, AZ, 85725	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-109275	ENR	Eugene J Payne	—	UHC-90395-97	2367729599	9042 Ridge Rd, Denver, CO, 80225	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
CLM-401546	CLM	Michael Clark	1966-05-02	—	—	3630 Maple Ave, Denver, CO, 80232	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-116250	ENR	Karen L Pena	—	UHC-22275-28	3254978420	1941 Harbor Blvd, Charlotte, NC, 28298	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-412072	CLM	Kevin Z Mejia	1989-03-13	UHC-05080-57	8749023962	6452 Ridge Rd, Minneapolis, MN, 55486	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113536	ENR	Andrew X McDonald	2000-08-21	UHC-38489-91	4374342555	4462 Camelback Rd, Orlando, FL, 32836	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51424	TPA	Omar Rios	1987-10-15	—	—	5940 Camelback Rd, Nashville, TN, 37220	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413087	CLM	Steve Davis	1973-10-19	UHC-99945-24	—	907 Main St, Nashville, TN, 37247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127200	ENR	Billy N Ramirez	1964-04-15	UHC-43295-81	9705343969	773 Union St, Charlotte, NC, 28213	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-127987	ENR	Judy Spencer	1971-11-06	UHC-59212-16	4948157411	4397 Mesa Dr, Nashville, TN, 37239	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142770	ENR	Mateo Carlson	1973-10-22	UHC-62488-93	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418642	CLM	Camila Gomez	1964-07-01	UHC-71049-16	—	995 Indian School Rd, Glendale, AZ, 85364	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104643	ENR	Joe Richardson	1943-10-04	UHC-53594-59	6906491344	5386 Apache Blvd, Nashville, TN, 37204	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-137421	ENR	Scott Chapman	1940-07-09	UHC-40621-41	6008403734	32 Broadway, Fresno, CA, 93782	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
TPA-55159	TPA	Gerald King	1991-07-16	—	—	9108 Palm Dr, Tempe, AZ, 85212	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25565	PRV	Amy Torres	1995-01-01	UHC-25276-49	6413517923	206 Lincoln Way, Tampa, FL, 33620	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-414829	CLM	Henry Perkis	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL, 33129	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108792	ENR	Barbara Hanson	1966-06-11	UHC-95909-64	8463762880	6526 Apache Blvd, Dallas, TX, 75243	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404924	CLM	Noah Oliver	1942-01-05	UHC-49295-92	—	8554 Mountain View Dr, Minneapolis, MN, 55424	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104420	ENR	Jeremy V Burke	1955-08-08	UHC-49049-12	7923206147	845 Meadow Ln, Fresno, CA, 93753	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-51017	TPA	Sharon Garza	1965-03-01	—	—	6519 Union St, Denver, CO, 80247	0.66	City re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-136521	ENR	Gloria V Hall	1972-10-11	UHC-36250-98	2846590758	7812 Grand Ave, Tucson, AZ, 85707	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-137850	ENR	Kathleen Boyd	1948-11-05	UHC-93061-53	7916350971	253 Oak St, San Diego, CA, 92153	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-130213	ENR	Timothy Fields	1970-08-17	UHC-81911-86	4763369254	5534 Sunset Blvd, Houston, TX, 77042	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-114027	ENR	Zachary Franklin	—	UHC-52223-19	6803819537	4538 Ocean Ave, Dallas, TX, 75289	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126895	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-126896	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-430790	CLM	Camila Russell	2008-11-10	—	9417743586	4980 Valley View Dr, Mesa, AZ, 85240	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140926	ENR	Gabriel Y Lawson	1987-05-24	UHC-73253-04	8477213153	4123 River Rd, Miami, FL, 33158	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121553	ENR	Doris Martinez	1942-07-07	UHC-12388-79	3893513963	4617 Sunset Blvd, Glendale, AZ, 85314	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23220	PRV	Jean Thomas	1942-09-05	—	2299208257	2362 Mesa Dr, Tempe, AZ, 85209	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

8,263 rows, page 120 of 166Previous Next