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-60590	TPA	Alice Russell	1976-09-09	—	—	1599 Bayshore Dr, Orlando, FL, 32890	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50406	TPA	Justin Gordon	2006-04-25	UHC-77734-83	9728213135	9124 Union St, Glendale, AZ, 85388	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63716	TPA	Anthony Gibson	1963-06-08	—	—	2139 Forest Ave, Minneapolis, MN, 55428	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62372	TPA	Lisa Hoffman	1942-01-28	—	—	384 Mesa Dr, Jacksonville, FL, 32281	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54280	TPA	Roger Lewis	1952-04-16	—	9448445964	9404 Highland Ave, Miami, FL, 33115	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62245	TPA	Emily Obrien	1941-06-06	—	—	1389 Lincoln Way, Atlanta, GA, 30392	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-55310	TPA	Billy Lawson	1989-05-13	—	—	2366 Oak St, Columbus, OH, 43203	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-60786	TPA	Ana P Burns	2008-04-14	—	—	5119 Willow Ct, Dallas, TX, 75272	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52343	TPA	Edward Herrera	1942-04-27	—	7516314351	8620 Harbor Blvd, Tampa, FL, 33676	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57773	TPA	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59343	TPA	Juan Dean	1978-07-12	—	9192093811	7400 Church St, Glendale, AZ, 85376	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52414	TPA	Ann Simpson	1975-01-13	—	4268308851	63 Indian School Rd, Tempe, AZ, 85297	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-52535	TPA	Rebecca Burton	1945-09-24	—	—	4816 Central Ave, Orlando, FL, 32873	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59822	TPA	Barbara Howadr	1979-03-23	—	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50169	TPA	Mark Stevens	1987-08-18	UHC-76775-97	—	3343 Apache Blvd, Sacramento, CA, 95882	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60459	TPA	Amanda Martinez	1962-06-21	—	5305175038	700 Church St Apt 38, Orlando, FL, 32888	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-60206	TPA	Philip J Morrison	1945-03-05	—	—	4733 Meadow Ln, Las Vegas, NV, 89102	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50036	TPA	Austin O Aguilar	1993-07-28	—	—	3665 River Rd, Los Angeles, CA, 90049	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53025	TPA	Rutth Harvey	1940-10-13	UHC-80628-18	—	5958 Main St, Gilbert, AZ, 85225	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62907	TPA	Jeremy Garza	2000-07-21	—	9714004437	6942 Mountain View Dr, Charlotte, NC, 28289	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61384	TPA	Richard Burke	1947-04-17	—	6136855808	7848 Central Ave, Charlotte, NC, 28283	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-59119	TPA	Jordan Li	2004-01-13	—	—	6736 Mesa Dr, Orlando, FL, 32894	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55228	TPA	Garza Natalie	1984-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-63844	TPA	Elizabeth Matthews	1994-08-26	UHC-83163-59	—	8220 Bayshore Dr, Orlando, FL, 32855	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58359	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-57799	TPA	Helen V Bailey	1953-03-28	—	—	6658 Maple Ave, Seattle, WA, 98172	0.66	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52140	TPA	Gabriel Medina	1972-08-05	—	—	5361 Ocean Ave, Tempe, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60667	TPA	Aisha Bishop	—	—	—	2430 Maple Ave, Orlando, FL, 32871	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
TPA-64340	TPA	Jdy Chen	1980-06-18	—	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55718	TPA	Jean Graham	1961-08-15	—	2056761681	1653 Ridge Rd, Tampa, FL, 33658	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55649	TPA	Ryan Grant	1989-09-27	UHC-15044-36	7404363040	6174 Valley View Dr, Tucson, AZ, 85708	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55648	TPA	Ryan Grant	1989-09-27	UHC-15044-36	7404363040	6174 Valley View Dr, Tucson, AZ, 85708	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59524	TPA	Pamela Q Grant	1949-06-15	—	—	6343 Maple Ave, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62955	TPA	Donald Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59151	TPA	Jacqueline Vargas	1983-07-26	—	2274980011	9060 Mesa Dr, Houston, TX, 77082	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57746	TPA	Denise Rivera	1984-07-19	—	—	8656 Ocean Ave, Denver, CO, 80297	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-57234	TPA	Drew Cooper	1983-06-12	UHC-45257-67	8329935777	805 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-57115	TPA	Andrew Dominguez	2008-06-06	—	—	2936 Broadway, Columbus, OH, 43250	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55237	TPA	Mariana Park	2000-05-15	—	3823530792	491 Sage Ct, Dallas, TX, 75221	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-60500	TPA	Lauren L Johnston	1983-11-27	—	—	5404 Jefferson Ave, Tempe, AZ, 85225	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63111	TPA	Christine Moore	—	—	—	8018 Maple Ave, Scottsdale, AZ, 85267	0.66	Name re-cased Date of birth unreadable City re-cased ZIP+4 trimmed+1 more
TPA-55710	TPA	Christopher Thomas	1964-04-22	—	—	1594 Jefferson Ave, San Diego, CA, 92197	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62364	TPA	Reymond Reed	1997-07-04	—	—	8798 Lincoln Way, Orlando, FL, 32856	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-64400	TPA	Chris Porter	1972-09-25	—	—	3330 Washington St, Tempe, AZ, 85222	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61666	TPA	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-56199	TPA	Joan A Alvarado	1946-07-21	—	—	8314 Forest Ave, Miami, FL, 33182	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58768	TPA	Marcus Wallace	1951-09-12	UHC-87858-93	—	1408 Forest Ave, Dallas, TX, 75282	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60192	TPA	Christine Cunningham	1980-12-13	—	3464128711	9251 Ridge Rd, Dallas, TX, 75296	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63917	TPA	Lauren Ryan	1942-09-26	—	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59181	TPA	Beth Schultz	1967-12-24	—	—	9384 Pine Dr, Fresno, CA, 93758	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

1,145 rows, page 15 of 23Previous Next