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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53420	TPA	Frank Anderson	1941-10-02	—	—	3969 Apache Blvd, Tucson, AZ, 85784	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63586	TPA	Brandon Edwards	1948-04-23	—	—	3531 Church St, Sacramento, CA, 95850	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57242	TPA	Emma Patel	1976-10-05	—	—	5189 River Rd, Charlotte, NC, 28284	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61110	TPA	Brian Morgan	1998-03-16	—	—	9619 Maple Ave, Los Angeles, CA, 90072	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59652	TPA	Jeffrey Harrison	1942-09-28	—	5592909024	6635 Canyon Rd, Las Vegas, NV, 89189	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52494	TPA	James Rivera	1959-08-11	—	6896869435	1090 Spring St, Glendale, AZ, 85375	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53890	TPA	Gabriel James	1966-02-11	—	—	9853 Spring St, Miami, FL, 33112	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54170	TPA	Helen Garza	1945-10-14	—	—	1514 Highland Ave, Eden Prairie, MN, 55378	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61226	TPA	Larry Mendoza	1992-09-08	—	9434462190	2548 Willow Ct, Orlando, FL, 32809	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51661	TPA	Robert Wells	1957-10-10	—	—	3675 Mountain View Dr, San Antonio, TX, 78234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61784	TPA	Paul Coleman	1939-09-22	—	—	8638 Main St, Miami, FL, 33170	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62386	TPA	Karen Clark	1956-01-28	UHC-04799-83	—	7273 Mesa Dr, Orlando, FL, 32814	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53898	TPA	Maria Walace	1991-04-03	UHC-55505-29	—	4494 Spring St, Minneapolis, MN, 55442	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60457	TPA	Gloria Miller	1950-12-10	—	7708401543	58 Forest Ave, Plano, TX, 75023	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54352	TPA	Teresa Hayes	1958-07-09	UHC-65208-35	2643977486	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-57760	TPA	Andrew Lawson	1940-01-10	—	3407428230	8968 Willow Ct, Orlando, FL, 32895	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54072	TPA	Arjun Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-53356	TPA	Juan R Cestro	2000-08-25	—	—	7584 Mountain View Dr, Charlotte, NC, 28219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54318	TPA	Omar Foster	1992-05-16	—	2407147100	5197 Highland Ave, Minneapolis, MN, 55484	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58882	TPA	Jose Griffin	1973-12-16	—	—	6349 Broadway, Eden Prairie, MN, 55370	0.76	Name re-cased Address re-cased City re-cased Gender normalised+2 more
TPA-55543	TPA	Sandra Nelson	1965-05-01	—	3526148150	699 Desert Sky Blvd, Fresno, CA, 93771	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51984	TPA	Brenda Collins	1981-05-04	—	2179688368	4472 Bayshore Dr, Gilbert, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51169	TPA	Janet Alvarado	1977-01-01	—	—	4558 Cedar Ln, Nashville, TN, 37284	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-60155	TPA	Raymond G Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60626	TPA	Juan X West	2006-12-22	—	—	8647 Highland Ave, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53930	TPA	Joe Wells	2005-12-07	—	—	4949 Spring St, Eden Prairie, MN, 55300	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60574	TPA	Steven Carter	1995-08-08	—	2387264090	3793 Bayshore Dr, San Antonio, TX, 78250	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62903	TPA	Ashley Hall	1959-07-24	UHC-37221-22	—	4977 Maple Ave, Los Angeles, CA, 90038	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53652	TPA	Joyce Munoz	1970-02-05	—	—	97 Grand Ave, Minneapolis, MN, 55466	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51764	TPA	Austin Rodriguez	1995-10-26	—	—	9749 Mesa Dr, Mesa, AZ, 85288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62265	TPA	Valntina I Elliott	1954-05-17	—	2326895943	7142 Canyon Rd, San Diego, CA, 92149	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54400	TPA	Marcus Tucker	1964-12-03	—	—	2769 Sage Ct, San Antonio, TX, 78264	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60034	TPA	George Chapman	1951-09-05	—	—	788 Elm St, Tempe, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55532	TPA	Ryan Martin	2008-09-08	—	—	678 Palm Dr, Miami, FL, 33187	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59051	TPA	Billy I Wong	1989-02-21	—	—	5293 Ridge Rd, Plano, TX, 75096	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61493	TPA	Sara Gordon	1942-10-07	—	3573169412	7925 Highland Ave, Tampa, FL, 33697	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53818	TPA	Vincent Gordon	1973-01-03	—	2558169267	1710 Central Ave, Miami, FL	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
TPA-60003	TPA	Michelle Burns	1938-06-03	—	—	4095 Park Pl, Dallas, TX, 75205	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55888	TPA	Eric M Jenkins	2004-02-27	—	—	8967 Pine Dr, Nashville, TN, 37247	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60565	TPA	Jose Burtun	1950-11-05	—	6878842118	2697 Central Ave, Sacramento, CA, 95870	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56428	TPA	Charlotte Morgan	1993-02-17	—	—	8620 River Rd, Charlotte, NC, 28208	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52755	TPA	Nicole Snyder	1950-01-09	—	4369018841	1353 Elm St, Columbus, OH, 43206	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-58362	TPA	Alice Sims	1996-12-15	—	6664276654	3652 Washington St, Dallas, TX, 75282	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58363	TPA	Alice Sims	1996-12-15	—	6664276654	3652 Washington St, Dallas, TX, 75282	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56524	TPA	John Henry	1944-01-19	—	—	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57607	TPA	Lawrence Alexander	1942-01-01	—	2714507162	3342 Camelback Rd, Fresno, CA, 93764	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51805	TPA	Sofia Carr	2004-07-11	—	6935724805	6550 Main St, Sacramento, CA, 95865	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-58689	TPA	Tommy I Marquez	1972-05-15	—	—	473 Ocean Ave, Jacksonville, FL, 32285	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56399	TPA	Arthur Gray	1972-11-04	UHC-65090-47	2637232270	2418 Desert Sky Blvd, Nashville, TN, 37259	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55708	TPA	Lucia Clark	1974-07-01	—	—	8782 Highland Ave, Charlotte, NC, 28288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

14,135 rows, page 108 of 283Previous Next