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-50247	TPA	Anthony Riley	1961-09-02	—	3408448924	4452 Harbor Blvd, San Diego, CA, 92151	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64233	TPA	Danielle Simpson	1995-03-09	—	—	5969 Church St, Chandler, AZ, 85217	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57077	TPA	Ray U Dixon	1967-09-10	—	—	803 Apache Blvd, Gilbert, AZ, 85243	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64352	TPA	Andrew Barnes	1971-12-07	—	—	2579 Baseline Rd, Los Angeles, CA, 90003	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60802	TPA	Melissa White	1978-10-14	—	—	7238 Canyon Rd, Nashville, TN, 37234	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53085	TPA	Heathher Wagner	1991-12-14	—	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.82	Date of birth reformatted Street suffix standardised Address re-cased
TPA-50128	TPA	Dennis Moore	1951-10-02	UHC-79281-29	—	75 Main St, Tempe, AZ, 85276	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59592	TPA	Wei Lawrence	1949-01-10	—	—	2144 Main St, Atlanta, GA, 30343	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61980	TPA	Helen Gray	1997-02-18	—	3418071205	6062 Canyon Rd, Tucson, AZ, 85792	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56728	TPA	Brandon Rivera	1991-04-07	—	—	5041 Jefferson Ave, Glendale, AZ, 85328	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54762	TPA	Donald McDonald	1996-06-01	—	—	9776 Market St, Austin, TX, 78784	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51851	TPA	Jeremy Garrett	1978-01-24	—	—	2339 Park Pl, San Diego, CA, 92181	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53262	TPA	Camila Herrera	1970-12-22	—	—	4528 Union St, San Diego, CA, 92120	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54241	TPA	Cnythia Ford	1951-09-23	UHC-92645-67	—	2718 Ridge Rd, Los Angeles, CA, 90098	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57796	TPA	Danielle Ferguson	1945-04-19	—	—	3567 Elm St, San Antonio, TX, 78209	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53024	TPA	Laura Aguilar	1943-08-17	—	—	3684 Baseline Rd, Denver, CO, 80283	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50424	TPA	Peter Carter	1999-02-24	—	—	8215 Market St, Fresno, CA, 93755	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60888	TPA	Joey Murray	1957-08-06	—	3668801507	3641 Union St, Eden Prairie, MN, 55350	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53719	TPA	Judy Payne	1950-01-20	—	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56074	TPA	Timothy Gonzalez	1941-09-16	—	—	9092 Willow Ct, Minneapolis, MN, 55494	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54962	TPA	Camila Perins	1986-01-14	—	—	3532 Canyon Rd, Scottsdale, AZ, 85248	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51419	TPA	Beverly Stephens	1996-11-18	—	7477516529	7528 Hillcrest Rd, Seattle, WA, 98104	0.82	Phone reformatted Street suffix standardised Address re-cased
TPA-57528	TPA	Brian Gutierrez	1995-03-11	UHC-44758-23	—	6475 Central Ave, Sacramento, CA, 95874	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55124	TPA	Amanda Allen	1954-10-20	—	—	4736 Lake View Rd, San Diego, CA, 92196	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60995	TPA	Debrah Luna	1952-12-05	—	—	5251 Camelback Rd, Gilbert, AZ, 85233	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56687	TPA	Patricia Cook	2000-07-23	UHC-83160-56	—	1425 Valley View Dr, Sacramento, CA, 95878	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56458	TPA	Santiago Wong	1981-08-16	—	—	7006 Mesa Dr, Jacksonville, FL, 32243	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57410	TPA	Nancy Contreras	1988-02-04	—	—	8194 Jefferson Ave, Denver, CO, 80264	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52725	TPA	Jackie Payne	1952-08-12	—	—	8478 Sunset Blvd, Plano, TX, 75091	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58747	TPA	Judy Andrews	1986-09-07	UHC-49978-58	3546582910	6785 Pine Dr, Sacramento, CA, 95845	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51394	TPA	Michael Campbell	2005-09-05	—	—	1057 Maple Ave, Austin, TX, 78731	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50498	TPA	Jodan B Welch	2001-11-13	—	—	2704 Maple Ave, Denver, CO, 80226	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60322	TPA	Tricia Cooper	1938-05-02	—	—	3209 Baseline Rd, Fresno, CA, 93792	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-60099	TPA	Jeff Payne	1966-11-15	—	—	8073 Lake View Rd, Tempe, AZ, 85256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52220	TPA	Joyce Rice	1943-05-25	—	—	2028 Baseline Rd, Mesa, AZ, 85273	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50091	TPA	Ranyd E Luna	1946-09-28	—	9748047006	4881 Jefferson Ave, Gilbert, AZ, 85235	0.82	Phone reformatted Street suffix standardised Address re-cased
TPA-61991	TPA	Judith Jenkins	1971-08-10	—	—	253 Highland Ave, Phoenix, AZ, 85035	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53290	TPA	Michelle Anderson	1945-08-13	—	—	3733 Ocean Ave, Los Angeles, CA, 90028	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62715	TPA	Jacqueline Schultz	1979-10-11	—	—	2368 River Rd, Columbus, OH, 43256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57479	TPA	Santiago Lynch	1998-06-15	—	—	2281 River Rd, Las Vegas, NV, 89117	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50374	TPA	Lori Q Warren	1976-12-09	—	—	4758 Highland Ave, Los Angeles, CA, 90065	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61354	TPA	Willie Richardson	1974-11-11	—	—	1339 Cedar Ln, Austin, TX, 78703	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61472	TPA	Isabella R Ferguson	1995-12-16	—	—	2535 Park Pl, Gilbert, AZ, 85279	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52056	TPA	Aisah Robinson	1990-08-11	—	5423957155	9227 Canyon Rd, Chandler, AZ, 85251	0.82	Name re-cased Street suffix standardised Address re-cased
TPA-52100	TPA	Albert Espinoza	1962-06-23	—	—	2343 Central Ave, Plano, TX, 75050	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52516	TPA	Elizabeth Williamosn	1965-10-08	—	—	2551 Sunset Blvd, San Antonio, TX, 78293	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56673	TPA	Wei Carr	1977-01-10	—	—	174 Mesa Dr, Jacksonville, FL, 32269	0.82	Street suffix standardised Address re-cased Whitespace trimmed
TPA-58409	TPA	Nicole Carr	1960-06-14	—	—	7331 Pine Dr, Phoenix, AZ, 85053	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53558	TPA	Pamela Phillips	1971-11-10	—	—	8055 Hillcrest Rd, Gilbert, AZ, 85294	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57326	TPA	David Romero	1943-01-11	—	—	5115 Willow Ct, Mesa, AZ, 85286	0.82	Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 151 of 156Previous Next