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
TPA-52060	TPA	Nanncy Bailey	1983-09-05	—	7412940864	4842 Lincoln Way, Tampa, FL, 33625	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54893	TPA	Patrick Alexander	1969-08-09	—	—	1326 River Rd, Austin, TX, 78721	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-130350	ENR	Brenda Tucker	1977-08-28	UHC-97550-61	5983598422	7764 Central Ave, Chandler, AZ, 85228	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430890	CLM	Chris Yang	1961-08-27	UHC-11124-73	—	6043 Church St, Chandler, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-118889	ENR	Terry Dominguez	1950-07-25	UHC-49400-42	8699841968	5441 Central Ave, Chandler, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130564	ENR	Eric F Taylor	1965-03-16	UHC-85425-75	—	3143 Mesa Dr, Eden Prairie, MN, 55328	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124631	ENR	Randy W Woods	1976-04-09	UHC-63392-57	3947042040	1919 Market St, Phoenix, AZ, 85057	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-105455	ENR	Marcus O McDonald	1978-09-11	UHC-82275-56	8903064070	787 Meadow Ln, Glendale, AZ, 85363	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130418	ENR	Philip R Robinson	1977-01-04	UHC-17592-55	2986254420	9046 Valley View Dr, Dallas, TX, 75249	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431812	CLM	Lucia Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-135450	ENR	Keith Boyd	1957-12-25	UHC-00414-79	6695925061	8006 Church St, Mesa, AZ, 85233	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27190	PRV	Amy Parker	1963-04-23	UHC-88714-34	3394010900	9756 Lincoln Way, Los Angeles, CA, 90067	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23349	PRV	Lawrence K Weaver	1964-02-04	—	9292120024	3519 Church St, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-130778	ENR	Raymond Coleman	1973-12-01	UHC-49070-67	5177527570	3854 Elm St, Charlotte, NC, 28227	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432428	CLM	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-405649	CLM	Johnny Trores	1995-01-21	—	6154562158	6220 Ocean Ave, Minneapolis, MN, 55446	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120903	ENR	Terry Gomez	2002-01-21	UHC-97945-44	—	875 Grand Ave, Eden Prairie, MN, 55359	0.64	Date of birth reformatted Phone missing area code Member ID reformatted ZIP+4 trimmed+2 more
PRV-28887	PRV	Emily Garcia	1950-12-25	—	—	9327 Union St, Chandler, AZ, 85283	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-429868	CLM	Shirley Banks	1947-01-01	UHC-47686-95	8706502113	125 Lake View Rd Apt 40, Charlotte, NC, 28255	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-411286	CLM	Deborah Cooper	1980-01-04	UHC-66987-74	6489207149	742 River Rd, Tempe, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117377	ENR	Gary Willis	1986-10-12	UHC-53072-60	9279383372	48 Pine Dr, Tampa, FL, 33663	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62624	TPA	Angela Burns	1959-02-14	—	4909447303	8684 Ridge Rd, Eden Prairie, MN, 55350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-29579	PRV	Julie Ross	1939-11-28	—	3829562824	7517 Meadow Ln, Chandler, AZ, 85280	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419274	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419275	CLM	Kelly Espinoza	1989-05-10	—	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128824	ENR	Olivia Reed	1955-05-19	UHC-00376-74	8227165532	9635 Forest Ave, San Antonio, TX, 78276	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105383	ENR	Nancy Palmer	1975-12-11	UHC-18015-69	8348821792	4573 Elm St, Dallas, TX, 75273	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135847	ENR	Ruth Garrett	2003-10-09	UHC-34655-43	9529143682	3904 Baseline Rd, Orlando, FL, 32882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123196	ENR	Garrett X Jason	1978-04-08	UHC-04664-80	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20242	PRV	Mark Y Freeman	2006-04-11	—	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-133054	ENR	Donna Scott	1986-12-11	UHC-62612-35	—	1923 Ocean Ave, Nashville, TN, 37221	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-123688	ENR	Madison E Walsh	1939-05-02	UHC-80205-20	—	7858 Desert Sky Blvd, Gilbert, AZ, 85218	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-100080	ENR	Andrea V Murphy	1945-01-09	UHC-07528-87	—	4717 Grand Ave, Austin, TX, 78760	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414076	CLM	Christina Larson	1995-09-26	UHC-33882-58	—	7029 Market St, Las Vegas, NV, 89190	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-113667	ENR	Ana K Robinson	1955-02-02	UHC-45904-17	4879860691	3989 Indian School Rd, San Diego, CA, 92142	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-23771	PRV	Kayla Reid	2003-09-12	—	9277256579	2115 Market St, Sacramento, CA, 95845	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-111968	ENR	Danielle Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
CLM-413379	CLM	Luis Peters	2000-12-01	UHC-99143-52	2296960258	4568 Cedar Ln, Austin, TX, 78737	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28127	PRV	David D Griffin	1958-07-13	UHC-59486-30	—	9704 Forest Ave, Scottsdale, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-104623	ENR	Bruce Knight	1950-07-18	UHC-76608-48	2636033400	9441 Church St, Phoenix, AZ, 85092	0.64	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+2 more
ENR-126099	ENR	Arhur Munoz	1956-01-04	UHC-55142-03	5238035252	4160 Sage Ct, Tampa, FL, 33691	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26013	PRV	Evelyn Vega	1982-12-09	—	8008955882	9814 River Rd, Scottsdale, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20293	PRV	Sofia Carr	1950-08-08	UHC-88392-63	6224737398	3946 Lincoln Way, San Antonio, TX, 78291	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
CLM-404935	CLM	Denise Johnston	1952-02-12	UHC-20279-55	9125281888	5325 Baseline Rd, Jacksonville, FL, 32210	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27971	PRV	Lauren V Hoffman	1940-07-25	UHC-16769-64	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-130946	ENR	Scott U Delgado	1964-08-08	UHC-84050-71	2019128572	2628 Mountain View Dr, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128682	ENR	Naathan Simmons	1977-02-21	UHC-51233-44	6286187275	3821 Meadow Ln, Mesa, AZ, 85212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61390	TPA	Lucia Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 100 of 166Previous Next