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-61562	TPA	Mark Marquez	1953-02-28	—	7106427661	5772 Sage Ct, San Antonio, TX, 78271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60820	TPA	Priya Oliver	1991-12-26	UHC-10668-45	—	8786 Harbor Blvd, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-58803	TPA	Judy Ward	1978-11-04	—	—	931 Sunset Blvd, San Antonio, TX, 78219	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+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-59014	TPA	Tyler S Hrt	1943-02-14	—	7979874875	7011 Camelback Rd, Scottsdale, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-53075	TPA	Valentina Mejia	1987-12-19	—	2706392571	2993 Bayshore Dr, Tucson, AZ, 85724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54596	TPA	Carolyn Price	2005-12-07	—	—	8651 Ridge Rd, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60284	TPA	Yuki Wright	1986-02-22	—	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.66	City re-cased State name converted to code Gender normalised Whitespace 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-61989	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61990	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59289	TPA	Heather Riso	1943-01-24	UHC-25713-90	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
TPA-64100	TPA	Henry Waard	1939-03-06	—	—	2753 Sunset Blvd, San Diego, CA, 92160	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace 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-51471	TPA	Joseph Martin	1948-01-18	—	—	4130 Washington St, Gilbert, AZ, 85285	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-52660	TPA	Luis Reynolds	1946-04-03	—	4052645021	5142 Baseline Rd, Tucson, AZ, 85705	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52900	TPA	James Alexander	1966-08-01	UHC-16779-15	7176156248	4342 Harbor Blvd, Columbus, OH, 43229	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
TPA-64308	TPA	Juztin L Cruz	1944-09-18	—	—	2917 Ridge Rd Apt 1, San Antonio, TX, 78273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63720	TPA	Soophia Wang	1950-01-28	—	6203519167	6636 Spring St, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60470	TPA	Alexis Edwards	2002-05-11	—	—	2299 Cedar Ln, Atlanta, GA, 30320	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62214	TPA	Hiroshi A Moore	1950-09-08	—	—	952 Union St # 246, Glendale, AZ, 85388	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51532	TPA	Diego O Castillo	2007-02-09	—	—	3312 Maple Ave, Houston, TX, 77038	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60513	TPA	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+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-62149	TPA	Eric I Schmidt	2005-05-04	—	—	311 Meadow Ln, Mesa, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-55120	TPA	Lawrencce E Mejia	—	—	—	8170 Church St, Tucson, AZ, 85727	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-61339	TPA	Mei Maldonado	1945-11-02	—	—	7457 Park Pl, Houston, TX, 77082	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63304	TPA	Charlotte Vasquez	1941-01-08	—	8603504635	5356 River Rd, Mesa, AZ, 85280	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55955	TPA	Ashley A Arnold	1960-12-17	—	—	5208 Baseline Rd, Sacramento, CA	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
TPA-59346	TPA	Amanda Phillips	1987-07-18	UHC-49815-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
TPA-56324	TPA	Luis Miller	1998-03-25	—	—	6417 Apache Blvd, Fresno, CA, 93795	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56303	TPA	Adam Harper	1995-09-18	—	5443457527	2959 Mountain View Dr, Tempe, AZ, 85221	0.66	Two-digit birth year Street suffix standardised Address re-cased 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-50301	TPA	Albert Mroales	1949-06-03	—	—	4504 Lake View Rd, Gilbert, AZ, 85215	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54967	TPA	Amber Young	1990-08-06	—	—	5945 River Rd, Nashville, TN, 37218	0.66	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-58503	TPA	Shirley Wheeler	1995-08-12	—	—	8363 Sage Ct, Tucson, AZ, 85701	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace 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-54245	TPA	Samuel Carr	1956-02-23	—	—	1920 Ridge Rd, Denver, CO, 80245	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57576	TPA	William Jimenez	1982-03-19	—	—	210 Valley View Dr, Los Angeles, CA, 90041	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50639	TPA	Dylan S Wang	1941-03-06	—	—	7317 Sage Ct, Mesa, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56921	TPA	Randy Griffin	—	—	—	3473 Pine Dr, Seattle, WA, 98129	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-55035	TPA	Brenda Tran	1994-10-17	—	—	9506 Lake View Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace 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-61769	TPA	Nacy Richards	1948-06-12	—	—	8910 Mountain View Dr, Dallas, TX, 75234	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55392	TPA	Julie Lewis	1963-03-22	—	2862880696	7632 Church St, Seattle, WA, 98167	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
TPA-63717	TPA	Doris Mendez	1997-11-25	—	—	4014 Harbor Blvd, Miami, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63625	TPA	Jerry Stevens	1998-06-17	—	—	4239 Union St, San Diego, CA, 92162	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57283	TPA	Omar Castro	1938-12-18	UHC-52606-73	—	6204 Forest Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-59326	TPA	Kathleen Santiago	1943-10-11	—	5027555551	3108 Apache Blvd, Las Vegas, NV	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

14,135 rows, page 76 of 283Previous Next