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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61117	TPA	Luri Stewart	1983-03-27	—	3382118339	8167 Desert Sky Blvd, Charlotte, NC	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55055	TPA	MichelleJunk	1939-03-18	—	—	888 Cedar Ln, Tucson, AZ, 85741	0.66	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-55293	TPA	Ann Morgan	1979-01-26	—	8246990803	4333 Apache Blvd, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-61225	TPA	Wilson Denise	1987-11-14	—	—	420 Hillcrest Rd, San Diego, CA, 92171	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62394	TPA	Sharon R Hoffman	1974-03-02	—	—	342 Baseline Rd, Mesa, AZ, 85209	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56442	TPA	Jacob Martinez	2005-03-05	—	—	922 Camelback Rd, Dallas, TX, 75258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62041	TPA	Randy T Burton	1938-03-02	UHC-32006-03	3015630417	8838 Market St, Fresno, CA, 93724	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63607	TPA	Melissa Patterson	1982-09-23	—	—	6288 Harbor Blvd, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62589	TPA	Walter Knight	2002-07-25	—	—	7563 Ocean Ave, Fresno, CA, 93785	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50696	TPA	Douglas Shaw	2007-05-05	—	—	2059 Valley View Dr, Charlotte, NC, 28285	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-51112	TPA	Emma A Perez	1997-09-25	UHC-52568-47	—	5635 Oak St, Gilbert, AZ, 85241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-58684	TPA	Virginia Black	1959-02-23	—	5074129846	5876 Desert Sky Blvd, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50144	TPA	Elizabeth Munoz	1982-02-13	—	4976882099	4165 Willow Ct, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53603	TPA	Madison W Lopez	1970-08-17	—	—	3579 Willow Ct, Miami, FL, 33104	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59800	TPA	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-52693	TPA	Sara Burotn	1938-03-28	—	—	2589 Canyon Rd, Atlanta, GA, 30328	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-56406	TPA	Mariana Evans	1997-10-27	—	—	9718 River Rd, Nashville, TN, 37251	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57263	TPA	Nicholas V Miller	1959-05-12	UHC-78923-11	—	5983 Spring St, Tampa, FL, 33697	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-56584	TPA	Alice Peters	1997-11-27	—	—	8453 Apache Blvd, Plano, TX, 75040	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51247	TPA	Roy Tucker	1946-01-17	—	—	7341 Oak St, Atlanta, GA, 30300	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63448	TPA	Ralph Phillips	1983-08-09	—	4636004576	6178 Park Pl Apt 29, Austin, TX, 78712	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
TPA-58859	TPA	Marya Carr	1975-01-13	—	4375047952	9203 Cedar Ln, Orlando, FL, 32835	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-57852	TPA	Aaron Jensen	1969-05-08	—	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57177	TPA	William S Carpenter	1954-02-11	—	—	2934 Apache Blvd, Denver, CO	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-53918	TPA	Samuel Jimenez	1953-04-02	UHC-67719-04	—	7505 Cedar Ln, Atlanta, GA, 30371	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-59937	TPA	Tommy Day	1944-02-21	UHC-61347-18	—	1025 Mesa Dr, Miami, FL, 33171	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
TPA-50823	TPA	Dick Medina	1981-07-21	—	—	1406 Lincoln Way, Tucson, AZ, 85787	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-60743	TPA	Jacqueline Lewis	1979-05-16	—	—	9882 Sage Ct, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-58577	TPA	Theersa Hill	—	—	—	5396 Church St, San Diego, CA, 92118	0.68	Date of birth unreadable Street suffix standardised Address re-cased Placeholder values cleared
TPA-60789	TPA	Tyler B Wagner	1977-08-17	UHC-29723-33	4056658474	8116 Willow Ct, San Antonio, TX, 78239	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-61853	TPA	Sarrah Patterson	1962-09-14	—	—	2748 Maple Ave, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-58982	TPA	Donald Elllis	1939-01-25	—	2809011502	9268 Union St, Tempe, AZ, 85269	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-50546	TPA	Mark McDonald	1989-02-06	—	—	1238 Park Pl, Seattle, WA, 98192	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62560	TPA	Sara Murray	1944-05-25	—	—	9636 Spring St # 982, Columbus, OH, 43241	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-50834	TPA	Albert Miller	1940-02-09	—	—	5580 Hillcrest Rd, Orlando, FL, 32870	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53093	TPA	Bobby Jordan	1948-01-10	—	—	8985 Valley View Dr, Dallas, TX, 75295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-53092	TPA	Bobby Jordan	1948-01-10	—	—	8985 Valley View Dr, Dallas, TX, 75295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
TPA-53256	TPA	Emma West	2000-10-12	—	4016245574	4639 Highland Ave, Columbus, OH, 43220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-61317	TPA	Priya Berry	1967-10-14	—	—	958 Main St, Los Angeles, CA, 90005	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57697	TPA	Jack Hart	2004-03-07	—	6623531282	5071 Hillcrest Rd, Plano, TX, 75086	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
TPA-56959	TPA	George Bennett	1984-02-09	UHC-71808-02	—	4299 Mountain View Dr, Orlando, FL, 32817	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-50916	TPA	Luis Sullivan	1943-02-09	—	—	2265 Maple Ave Apt 19, Los Angeles, CA, 90010	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-63930	TPA	Mason Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
TPA-57112	TPA	Larry Richardson	1968-09-23	—	—	5408 Ocean Ave, Atlanta, GA, 30318	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-52563	TPA	DurisJunk	1951-03-03	—	—	1581 Canyon Rd, Houston, TX, 77097	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
TPA-53431	TPA	Suphia Bowman	1983-01-26	UHC-12484-24	—	1910 Forest Ave, San Diego, CA, 92167	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-57729	TPA	Wliliam Patterson	1974-02-18	—	—	9035 Sunset Blvd, Miami, FL, 33172	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
TPA-56722	TPA	Alan Cole	1941-01-04	—	—	5628 Forest Ave, Austin, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
TPA-50078	TPA	Jean Torres	1997-05-05	—	—	2059 Camelback Rd, Houston, TX, 77025	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-54213	TPA	Diego Greene	2000-06-01	UHC-14523-34	—	6260 Camelback Rd, Glendale, AZ, 85370	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 80 of 156Previous Next