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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63060	TPA	Pamela Kim	1980-03-14	—	7699753197	2856 Washington St, Minneapolis, MN, 55408	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-52015	TPA	Judy Long	2001-05-20	—	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59683	TPA	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ, 85223	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60730	TPA	Henry Ruiz	1992-02-13	UHC-11129-89	9188487342	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56543	TPA	Debbie Gonzalez	1945-11-14	—	—	3485 Desert Sky Blvd Apt 21, Seattle, WA, 98153	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
TPA-57658	TPA	Elizabeth Gibson	1955-05-15	—	3338331944	833 Sage Ct, Tampa, FL, 33661	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51739	TPA	Judy Gomez	1977-08-18	UHC-18172-29	—	8411 Canyon Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54387	TPA	Lori Aguilar	1983-07-12	—	—	1976 Spring St, Charlotte, NC, 28204	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-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-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-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-58750	TPA	Eric Snyder	1971-01-27	—	6676803896	4671 Union St, Scottsdale, AZ, 85283	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+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-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-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-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-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-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-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-51301	TPA	Arjun Kim	1946-10-17	UHC-00642-57	6795814676	8237 Meadow Ln, Nashville, TN, 37291	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55489	TPA	Alexis Watkins	1946-10-08	UHC-25813-01	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58917	TPA	Sarah Adams	2006-06-09	—	—	2699 Canyon Rd, Fresno, CA, 93784	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-61268	TPA	Nancy Vega	2000-02-12	UHC-73844-71	6715120415	3291 Mesa Dr, Glendale, AZ, 85321	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55674	TPA	Amber E Reyes	1997-03-24	—	—	6206 Ridge Rd, Minneapolis, MN, 55411	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59763	TPA	Jacob Wallace	1969-05-04	—	8632623231	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-63166	TPA	Yukki Ruiz	1972-03-21	—	—	6056 Ridge Rd, Nashville, TN, 37257	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59687	TPA	Christina Morgan	1976-12-17	—	—	5685 Cedar Ln, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-57483	TPA	Jacob Smith	1974-05-08	—	—	4760 Canyon Rd, Atlanta, GA, 30361	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51441	TPA	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC, 28221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-50334	TPA	Patrick R Robinson	1977-04-11	UHC-78696-43	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50333	TPA	Patrick R Robinson	1977-04-11	UHC-78696-43	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58011	TPA	Walter Guzman	1980-07-20	—	9268843798	9478 Washington St, Tucson, AZ, 85787	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60288	TPA	Brandon Hall	1997-08-11	—	9214937486	1192 Union St, Chandler, AZ, 85280	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-51811	TPA	Mendez Ryan	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA, 93714	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60409	TPA	Elijah Hoffman	1974-10-18	—	7838701525	1333 Spring St, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-56668	TPA	Samuel Morgan	2008-03-20	—	9597124132	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-60258	TPA	Willie Hill	1954-02-17	—	—	6950 Camelback Rd, Gilbert, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63136	TPA	Karen Nichols	1995-12-25	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Email lower-cased+1 more
TPA-60755	TPA	Amy Medina	1997-03-22	—	—	4249 Apache Blvd, San Diego, CA, 92133	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52188	TPA	Jerry Q Jimenez	1998-09-15	—	—	3727 Maple Ave, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Whitespace trimmed+1 more
TPA-61889	TPA	Jean Sanchez	1991-03-04	—	4144641991	6271 Camelback Rd, Las Vegas, NV, 89168	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53528	TPA	Arjun Wang	2008-11-20	—	3436525362	8548 Cedar Ln, Nashville, TN, 37274	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-57043	TPA	Sean Walsh	1940-11-14	UHC-07850-72	—	1571 Union St, Glendale, AZ, 85347	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53823	TPA	Billy Parker	1973-06-07	—	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-55416	TPA	Virginia Ross	1999-07-13	—	—	6241 Main St, Orlando, FL, 32827	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60012	TPA	Carlos Daniels	1974-11-06	—	—	4075 Maple Ave, Denver, CO, 80206	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53220	TPA	Jordan Harris	1951-12-25	—	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more

1,488 rows, page 17 of 30Previous Next