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

Third-party administrator, 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-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-60603	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-60602	TPA	Aaron G Holmes	1996-05-19	—	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53230	TPA	George Murphy	1998-10-14	—	9648052507	2791 Elm St, Fresno, CA, 93778	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59352	TPA	Lisa Li	1999-09-23	—	—	6577 Ridge Rd, San Diego, CA, 92129	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-59048	TPA	Bryan Ryan	2005-03-05	UHC-33706-77	8684279761	9245 Highland Ave, Tempe, AZ, 85270	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-64217	TPA	Raymond Maldonado	1969-10-23	—	—	4552 Market St, Columbus, OH, 43285	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52853	TPA	Ralph Nguyen	1958-05-12	—	—	2076 Lake View Rd, Scottsdale, AZ, 85216	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63494	TPA	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52058	TPA	Ronald Brooks	1990-04-28	—	—	7486 Union St, Glendale, AZ, 85382	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62254	TPA	Tom Y Moore	1980-09-27	—	—	8891 Elm St, Miami, FL, 33194	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-53267	TPA	Patricia Hayes	2000-07-03	—	—	5615 Grand Ave, Jacksonville, FL, 32275	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54260	TPA	Justin Vargas	2004-09-15	UHC-10790-41	—	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64166	TPA	Brittany Garrett	1970-01-05	UHC-07264-35	5703683388	3896 Hillcrest Rd, Los Angeles, CA, 90031	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62228	TPA	Aisha Burns	1974-10-07	—	—	4453 Forest Ave, Dallas, TX, 75244	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-55053	TPA	Martha Ellis	1950-12-09	—	—	2887 Highland Ave, Charlotte, NC, 28292	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54016	TPA	Frances Simpsno	2006-12-03	—	3447894435	4657 Forest Ave Apt 35, Plano, TX, 75084	0.62	Name re-cased Phone reformatted Unit split from street State code upper-cased+3 more
TPA-55337	TPA	Benjamin Shaw	1993-05-24	—	6359194924	2003 Central Ave, Jacksonville, FL, 32216	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53501	TPA	Dylen B Santiago	1991-06-20	—	3844409452	8719 Pine Dr, Atlanta, GA, 30368	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51358	TPA	Katherine S Williamson	1974-04-22	—	3783171459	5607 Central Ave, Plano, TX, 75075	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55838	TPA	Susan King	1980-11-07	—	—	7530 Apache Blvd, Scottsdale, AZ, 85212	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51809	TPA	Sharon Santos	1990-01-28	UHC-46936-59	9059848621	6404 Bayshore Dr, Denver, CO, 80272	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-59608	TPA	Eric Walsh	1948-09-23	—	4749535319	2093 Indian School Rd, Tucson, AZ, 85756	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61685	TPA	Mark Morgan	1981-04-13	—	—	2340 Pine Dr, Tampa, FL, 33607	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51917	TPA	Barbara Collins	2001-11-01	—	—	7634 Pine Dr, Eden Prairie, MN, 55371	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62744	TPA	Arjun Lopez	1968-03-16	—	3447970889	3719 Baseline Rd, Charlotte, NC, 28286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58508	TPA	Maria Oliver	1982-04-02	—	—	8314 Willow Ct, Miami, FL, 33138	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57924	TPA	Andrew L Simmons	1996-11-15	—	4038688829	1958 Valley View Dr, Denver, CO, 80241	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56649	TPA	Stephanie Morgan	1958-01-03	UHC-25527-15	7282108827	338 Valley View Dr, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61702	TPA	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54880	TPA	Cynthia Chapman	1998-12-22	UHC-71505-92	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58327	TPA	Fatima Meyer	1962-11-01	—	—	8894 Main St, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50792	TPA	Janet Johnson	1980-02-22	—	6088504484	4171 Lincoln Way, Los Angeles, CA, 90036	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62737	TPA	Henry Q Harrison	1986-07-18	UHC-33101-68	3518485280	7019 Washington St, Chandler, AZ, 85234	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53831	TPA	Bryan Wheeler	2000-01-22	UHC-07444-96	7307510835	9384 Mountain View Dr, Nashville, TN, 37209	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-55024	TPA	David Vega	2004-10-25	—	7742122321	8748 Grand Ave, Minneapolis, MN, 55459	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55797	TPA	Lisa Clark	1977-03-13	—	9768768845	5429 Sunset Blvd, Atlanta, GA, 30336	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51826	TPA	Matthew Day	1949-03-08	—	3868458370	4162 Cedar Ln, Tempe, AZ, 85261	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56308	TPA	Megan Andrews	1974-07-14	—	4377103717	9086 Palm Dr, Columbus, OH, 43274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57325	TPA	Dylan Carroll	1991-03-20	—	—	4376 Central Ave, Phoenix, AZ, 85032	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-61761	TPA	Charlotte Rogers	1996-03-20	—	9723574202	7069 Cedar Ln, Houston, TX, 77038	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61988	TPA	Nathan Lawrence	1955-07-04	—	5932962649	6668 Park Pl, Eden Prairie, MN, 55393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58424	TPA	Nicole Peterson	1940-03-25	—	—	4591 Jefferson Ave, Phoenix, AZ, 85095	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-50649	TPA	Andrea Castillo	1957-07-14	UHC-62841-33	3714643811	2250 Desert Sky Blvd, Mesa, AZ, 85259	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52760	TPA	Jessica Mendez	1958-11-24	—	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53968	TPA	Alice Franklin	—	—	6265226363	845 Broadway, Tampa, FL, 33628	0.64	Date of birth missing Phone reformatted Address re-cased ZIP+4 trimmed+2 more
TPA-60710	TPA	Michelle Butler	2006-04-03	—	9149170067	6798 Union St, Dallas, TX, 75261	0.64	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
TPA-51139	TPA	Philip C McCoy	1991-08-25	—	—	7432 Camelback Rd, Denver, CO, 80242	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-63102	TPA	Joshua Campbell	1939-03-16	—	—	2377 Harbor Blvd, Fresno, CA, 93745	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60474	TPA	Bryan Hamilton	2002-06-03	—	—	2921 Ocean Ave, Denver, CO, 80223	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

1,145 rows, page 10 of 23Previous Next