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-60438	TPA	Diego X Morales	1963-05-24	—	—	890 Hillcrest Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-60708	TPA	Omar Obrien	1953-12-16	—	—	8422 Washington St, San Diego, CA, 92135	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54165	TPA	Marilyn Tucker	2003-02-22	—	—	9692 Apache Blvd, Tempe, AZ, 85221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51877	TPA	Angela Wagner	1951-05-16	—	—	2618 Camelback Rd # 624, San Diego, CA, 92175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53414	TPA	Jaince Moreno	1950-12-06	UHC-99841-47	—	4861 Grand Ave, Sacramento, CA, 95813	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61699	TPA	Jordan Greene	1982-01-27	—	—	2298 Camelback Rd, Scottsdale, AZ, 85255	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61906	TPA	Ahmed Vega	1953-09-25	—	9773600860	5743 Bayshore Dr # 530, Scottsdale, AZ, 85245	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54701	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-54700	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-60349	TPA	Alan Simmons	1995-04-25	UHC-07767-31	—	4788 Indian School Rd, Gilbert, AZ, 85260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61995	TPA	Heather Austin	1994-10-27	UHC-79946-28	—	4774 Harbor Blvd, Gilbert, AZ, 85244	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58848	TPA	Roberts W Henry	1947-04-05	—	—	709 Camelback Rd, Phoenix, AZ, 85059	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-59889	TPA	Theresa K Franklin	1944-11-18	—	—	7509 Willow Ct, Seattle, WA, 98149	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50149	TPA	Aisha Henry	2005-07-22	—	—	2707 Market St Apt 36, San Antonio, TX, 78268	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54021	TPA	Samantha Spencer	1959-02-23	—	—	1630 Lake View Rd, Dallas, TX, 75202	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace 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
TPA-55965	TPA	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN, 37258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56821	TPA	Russell Burton	1948-06-02	—	—	5524 Valley View Dr, Seattle, WA, 98152	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-61128	TPA	Jose E Palmer	1955-11-10	—	—	778 River Rd, Columbus, OH, 43234	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53631	TPA	Isabella Williams	2005-12-04	—	—	1402 Maple Ave, Mesa, AZ, 85261	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
TPA-58354	TPA	Amanda King	1986-07-04	—	—	1813 Maple Ave, Mesa, AZ, 85208	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55998	TPA	Frances Jacobs	1974-02-01	—	—	4632 Baseline Rd, Minneapolis, MN, 55474	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-51036	TPA	Richard Patterson	1998-06-23	—	—	2676 Market St Apt 31, Nashville, TN, 37243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52314	TPA	Alexander N Crawford	1994-02-06	—	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased 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
TPA-50611	TPA	Arthur B Banks	1955-09-13	—	—	5876 Bayshore Dr, Seattle, WA, 98111	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-52921	TPA	Amy Daniels	2007-04-08	—	—	1993 Main St, San Antonio, TX, 78293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-63571	TPA	Judy Knight	1961-12-28	UHC-66791-46	—	1771 Ridge Rd Apt 24, Scottsdale, AZ, 85284	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-53129	TPA	Stephen Ortega	1981-12-09	UHC-46040-53	—	6922 Meadow Ln, Gilbert, AZ, 85224	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55074	TPA	Linda Smith	1989-09-17	UHC-68199-20	—	6905 Hillcrest Rd, Tempe, AZ, 85222	0.66	Street suffix standardised Address re-cased Gender normalised 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
TPA-54906	TPA	Mark P Kennedy	2004-06-24	—	—	8236 Main St, Jacksonville, FL, 32202	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57408	TPA	Janet Cruz	—	—	—	6842 Oak St, Chandler, AZ, 85244	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-58866	TPA	Roger C Wang	1971-06-16	—	—	932 Park Pl, Denver, CO, 80289	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63864	TPA	Steve Mason	1947-02-10	—	—	5786 Church St, Austin, TX, 78721	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62503	TPA	Maria Little	1940-06-21	—	4209178852	1334 Harbor Blvd, Phoenix, AZ, 85030	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56294	TPA	Arjun Wells	1957-11-04	—	—	8956 Desert Sky Blvd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-61736	TPA	Carlos C Sanchez	2001-09-06	—	—	1565 Jefferson Ave, Eden Prairie, MN, 55301	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-63976	TPA	Andrew Hoffman	2004-01-28	—	—	8112 Meadow Ln, Tampa, FL, 33690	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-58812	TPA	Kimberly Ruiz	—	—	—	8217 Valley View Dr, Orlando, FL, 32817	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50701	TPA	Nathan Lee	2006-08-25	—	—	5406 Willow Ct, Dallas, TX, 75272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60478	TPA	Andrea O Guzman	1992-05-15	UHC-33667-52	4386722012	4778 Sage Ct, Tucson, AZ, 85773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+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
TPA-52067	TPA	Madison Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct, Seattle, WA, 98191	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50479	TPA	Janet Sanchez	2007-08-22	—	—	3187 Hillcrest Rd, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+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
TPA-60101	TPA	Terry Weaver	1940-10-16	—	—	3798 Camelback Rd, Tempe, AZ, 85205	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57377	TPA	Peter L Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53845	TPA	Ann U Patel	1977-06-01	—	—	7149 Bayshore Dr, Orlando, FL, 32839	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52638	TPA	Maria Danies	1982-10-09	—	—	5183 Sunset Blvd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more

14,135 rows, page 87 of 283Previous Next