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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50397	TPA	Juile Webb	1951-02-14	—	—	3557 Palm Dr, Eden Prairie, MN, 55331	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59656	TPA	Carol Webb	1993-12-23	—	4518603749	2396 Washington St, Chandler, AZ, 85235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51665	TPA	Cheryl Q Contreras	1986-08-24	—	6783404244	9492 River Rd, Houston, TX, 77096	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61177	TPA	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-63077	TPA	Charlotte Brown	1943-09-16	—	8034178320	7125 Central Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51519	TPA	Joshua Murphy	1958-12-18	—	—	5303 Baseline Rd, Chandler, AZ, 85280	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55984	TPA	Justin Gilbert	1979-10-17	UHC-98842-28	—	5876 Indian School Rd, Mesa, AZ, 85232	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52648	TPA	Cheryl Torres	1995-02-26	—	8975129326	3902 Baseline Rd, Gilbert, AZ, 85223	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56826	TPA	Priya Ray	1962-05-28	UHC-58523-45	—	7268 Cedar Ln, Gilbert, AZ, 85287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60386	TPA	Thomas Day	—	—	—	2133 Broadway, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
TPA-60581	TPA	Juan Cooper	1950-04-20	—	4658076511	3666 Sage Ct, San Diego, CA, 92199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54663	TPA	Vicoria Contreras	1974-07-19	—	—	7228 Baseline Rd, Orlando, FL, 32817	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62118	TPA	Christian Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN, 55474	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-63657	TPA	Ethan S Garza	2002-06-26	—	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56932	TPA	Jean Russell	1947-05-17	—	2777580393	8519 River Rd # 721, Orlando, FL, 32896	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-52906	TPA	Ralph F Torrees	1945-09-17	—	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-54867	TPA	Aisha Barnes	1986-05-05	—	—	6083 Main St, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-61312	TPA	Nathan Reynolds	1964-03-05	—	—	5436 Park Pl, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51668	TPA	Camila Walsh	—	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-55932	TPA	Cynthia Sandoval	2002-04-06	—	—	9753 Lake View Rd, Austin, TX, 78787	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61282	TPA	Teresa Mitchell	2001-09-12	UHC-68340-13	—	1695 Cedar Ln, San Antonio, TX, 78272	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60157	TPA	Lucia Day	1980-02-11	—	—	8005 Sage Ct, Jacksonville, FL, 32278	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-53640	TPA	Deborah Alvarado	2006-02-04	—	4996656349	4970 Sunset Blvd, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57510	TPA	Patrick Patel	1985-10-17	—	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62520	TPA	Frances Berry	1968-02-08	—	2047033326	7190 Pine Dr, Minneapolis, MN, 55466	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-62161	TPA	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd, Dallas, TX, 75216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60679	TPA	Wayne G Matthews	1955-07-24	—	5382336240	3815 Highland Ave, Charlotte, NC, 28263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57492	TPA	Kenneth Henry	2001-05-17	—	5245542623	4427 Forest Ave, Dallas, TX, 75208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57612	TPA	Matthew Dunn	2008-11-24	—	7806051992	2604 Ocean Ave, Tempe, AZ, 85282	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55397	TPA	Joradn D Wheeler	1954-09-25	—	—	9746 Mesa Dr, Mesa, AZ, 85258	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-63109	TPA	Vincent Hughes	1978-01-02	—	5189254297	8897 Willow Ct, Mesa, AZ, 85292	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54646	TPA	Roegr X Johnston	1996-03-06	—	—	1206 Desert Sky Blvd # 822, Miami, FL, 33120	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-52860	TPA	Cynthia Price	1941-10-01	—	8698868327	2275 Mountain View Dr, Los Angeles, CA, 90063	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56691	TPA	Larry Cole	2003-05-14	—	—	2198 River Rd, Charlotte, NC, 28220	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61045	TPA	Kyle Miller	1927-10-17	—	2157418181	436 Union St, Minneapolis, MN, 55458	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58139	TPA	Jack Y Dunn	2007-02-20	—	—	414 Broadway Apt 40, Nashville, TN, 37216	0.64	Name re-cased Unit split from street Email lower-cased Gender normalised+2 more
TPA-54951	TPA	Kimberly Chavez	1943-06-23	—	5565225136	3310 Oak St, Charlotte, NC, 28291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55355	TPA	Roy U Mills	1949-09-10	UHC-24316-20	—	1396 Union St, Sacramento, CA, 95803	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52273	TPA	Amy Reed	1945-12-14	—	—	6175 Canyon Rd, Austin, TX, 78716	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59358	TPA	Elizabeth Santiago	1974-02-24	—	4634165665	1713 Ridge Rd, Mesa, AZ, 85274	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50310	TPA	Carolyn Jones	1975-12-23	—	—	6889 Elm St, Mesa, AZ, 85223	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-56569	TPA	Wayne Aguilar	1998-01-22	—	—	8546 Hillcrest Rd, Columbus, OH, 43204	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-62139	TPA	Virginia Chaevz	1973-09-22	—	—	4032 Meadow Ln, Miami, FL, 33150	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53819	TPA	Vincent Gordon	1973-01-03	—	—	1710 Central Ave, Miami, FL, 33190	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60573	TPA	Jeremy Elliott	1977-09-03	—	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62883	TPA	Luis Gray	2000-03-07	—	—	1486 Willow Ct, Denver, CO, 80216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60449	TPA	Wei Powell	1941-11-23	—	7154287219	4263 Cedar Ln, Glendale, AZ, 85343	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
TPA-56734	TPA	Timothy Weber	1954-08-04	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61687	TPA	Evelyn Palmer	1997-04-03	—	—	8011 Church St, Tucson, AZ, 85758	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62221	TPA	Sofia Arnold	1973-09-13	UHC-41265-38	—	423 Market St, Sacramento, CA, 95843	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

2,435 rows, page 24 of 49Previous Next