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-63087	TPA	Helen Diaz	2000-05-28	—	—	5905 Camelback Rd, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54532	TPA	Ralph Jimenez	1998-04-11	—	5707458691	9714 Church St, Sacramento, CA, 95875	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51020	TPA	Patrick Carter	1986-11-22	—	—	9383 Washington St, San Diego, CA, 92101	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63719	TPA	Wang Sophia	1950-01-28	—	—	6636 Spring St, Jacksonville, FL, 32277	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61824	TPA	Pamela Shaw	1999-12-17	—	2495146270	6583 Indian School Rd, Tampa, FL, 33690	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-51741	TPA	Kate Dean	1958-12-09	—	5045412694	2022 Canyon Rd, Denver, CO, 80279	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-60250	TPA	Adam Wood	1941-01-05	UHC-86873-43	—	8490 Highland Ave, Charlotte, NC, 28251	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53419	TPA	Brian Wang	—	—	—	2019 Valley View Dr, Eden Prairie, MN, 55356	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59267	TPA	Lori Johnston	1998-12-05	—	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-57608	TPA	Barbara Garza	—	—	—	3720 Mesa Dr, Dallas, TX, 75268	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52933	TPA	William Vasquez	1939-01-24	—	4555269205	3942 Union St # 112, Minneapolis, MN, 55411	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-63327	TPA	Brian Evnas	1955-01-05	—	3974220095	7147 Cedar Ln, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64109	TPA	Jeffrey Q Richardson	1974-03-06	—	—	3760 Highland Ave, Eden Prairie, MN, 55343	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63906	TPA	James Le	1952-02-20	—	—	6689 Main St, Tucson, AZ, 85758	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59521	TPA	Emma Barnes	1960-10-15	—	—	3633 Desert Sky Blvd, Tucson, AZ, 85724	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52604	TPA	Emily Singh	1991-07-23	UHC-65155-15	—	4040 Jefferson Ave, Columbus, OH, 43230	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-53518	TPA	Ryan Howell	1982-04-25	—	6725480855	4377 Forest Ave # 571, Miami, FL, 33176	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-55036	TPA	Jean Ramos	1962-04-03	—	—	2365 Jefferson Ave, Seattle, WA, 98157	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-54614	TPA	Melissa P Patterson	1964-03-08	—	—	64 Elm St, Sacramento, CA, 95845	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64054	TPA	Donna Mason	2002-04-14	—	—	1781 Forest Ave Apt 23, San Antonio, TX, 78245	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63961	TPA	Bradley Carpenter	1948-08-08	—	—	9271 Mountain View Dr, Fresno, CA, 93739	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-54822	TPA	Arjun C Schmidt	1992-12-03	—	—	1003 Indian School Rd, Mesa, AZ, 85221	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56438	TPA	Joshua Ford	—	—	4774364619	7167 Camelback Rd, Tampa, FL, 33641	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63871	TPA	Josh Crawford	1966-05-13	—	8655014135	7519 Elm St, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59801	TPA	Samantha Gibson	1977-09-18	—	—	8088 Washington St, San Diego, CA, 92153	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-61430	TPA	Jordan Lawrence	2002-09-13	—	—	7239 Ocean Ave, Los Angeles, CA, 90071	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60195	TPA	Barbara Simmons	1958-11-02	—	—	5646 Indian School Rd, Las Vegas, NV, 89124	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-62151	TPA	Beverly G Santos	1984-03-21	—	—	7505 Ocean Ave, Fresno, CA, 93736	0.66	Middle initial moved out of first name Name re-cased SSN last four extracted Whitespace trimmed+1 more
TPA-55541	TPA	Emily Black	1949-02-19	—	—	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-50441	TPA	Paul Romero	1980-02-23	UHC-06985-27	—	3849 Baseline Rd, Los Angeles, CA, 90060	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51608	TPA	Samantha Guzman	1969-12-26	—	—	5202 Market St Apt 14, Los Angeles, CA, 90040	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58079	TPA	Bboby E Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr, Phoenix, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58905	TPA	Karen Ruiz	1943-08-01	UHC-25421-25	—	5995 Sage Ct, Austin, TX, 78782	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60353	TPA	Raymmond Coleman	1973-12-01	—	—	3854 Elm St, Charlotte, NC, 28227	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59705	TPA	Raymond Wonng	1994-04-14	—	—	6869 Union St, Los Angeles, CA, 90038	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62344	TPA	James Q Owens	1966-02-24	—	2275331039	9781 Harbor Blvd, Phoenix, AZ, 85016	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-59935	TPA	Jonathan Garrett	1961-02-22	—	—	5631 Church St, Denver, CO, 80250	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62614	TPA	Natalie Phillips	1986-10-11	—	8554180423	1429 Cedar Ln, Gilbert, AZ, 85213	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58366	TPA	Kathryn Duncan	1966-07-24	UHC-43519-95	8957558703	8671 Forest Ave, Atlanta, GA, 30336	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50568	TPA	Ahmed Schultz	2005-09-27	UHC-98286-73	—	6157 Hillcrest Rd, Las Vegas, NV, 89173	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50567	TPA	Ahmed Schultz	2005-09-27	UHC-98286-73	—	6157 Hillcrest Rd, Las Vegas, NV, 89173	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50278	TPA	Gary J Gutierrez	1992-12-06	—	3813418968	2995 Market St, Eden Prairie, MN, 55325	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62949	TPA	Alice Luna	1969-09-27	UHC-88465-55	—	158 Park Pl, Glendale, AZ, 85365	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52059	TPA	Yuki Espinoza	1951-06-16	—	—	387 Harbor Blvd, Charlotte, NC, 28206	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57346	TPA	Matthew Munoz	—	—	8454127928	9083 Main St, Las Vegas, NV, 89138	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50994	TPA	Walter Washington	—	—	—	8243 Union St, Los Angeles, CA, 90033	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-50180	TPA	Fatima Kim	1966-06-26	—	—	8544 Camelback Rd, Sacramento, CA, 95882	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54780	TPA	Rebecca Vasquez	2002-07-27	—	—	8831 Canyon Rd, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-57900	TPA	Mariana Ray	1981-12-14	—	4435063290	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-53912	TPA	Elizabeth Clark	1991-06-26	—	4893974558	878 Pine Dr, San Diego, CA, 92120	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

14,135 rows, page 81 of 283Previous Next