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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59983	TPA	Roger Ortega	1939-04-19	UHC-44775-27	—	9312 Market St # 328, Jacksonville, FL, 32210	0.48	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
TPA-63623	TPA	Linda Duncan	1962-10-21	—	—	838 Grand Ave # 845, Las Vegas, NV, 89126	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-54561	TPA	Anna Dunn	1979-05-15	—	2574782374	1087 Hillcrest Rd, Miami, FL, 33155	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-64284	TPA	Jose Banks	1997-11-05	—	—	5571 Main St, Dallas, TX, 75275	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61933	TPA	Eugene Henderson	1959-02-22	—	2215016506	3030 Ocean Ave Apt 21, Scottsdale, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-53990	TPA	Cheryl Stepehns	2008-06-25	—	—	8534 Valley View Dr Apt 5, Austin, TX	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-56512	TPA	Pamela K Butler	1995-11-10	—	—	8619 Spring St, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56650	TPA	Daniiel K Reid	1939-01-23	UHC-18514-12	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61160	TPA	Michael Chapman	1980-02-27	UHC-12278-83	2157873890	9642 Washington St, Eden Prairie, MN, 55324	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
TPA-51621	TPA	Charles Bryant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53415	TPA	Karen Y Dean	—	—	—	8850 Ocean Ave, Denver, CO, 80204	0.48	Name re-cased Date of birth missing City re-cased ZIP+4 trimmed+4 more
TPA-52672	TPA	Janice Roberts	1981-08-28	—	9005793777	1097 Mountain View Dr, Eden Prairie, MN	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59909	TPA	Gloria Dean	—	—	—	7637 Bayshore Dr, Glendale, AZ, 85395	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
TPA-58706	TPA	George Delgado	1984-05-02	—	—	2597 Bayshore Dr Apt 40, Seattle, WA, 98197	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-60030	TPA	Jacqueline Willsi	1998-05-09	—	6387119546	1671 Market St, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-60176	TPA	Ryan Soto	2002-11-11	—	—	8891 Union St # 361, Tempe, AZ, 85233	0.48	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
TPA-56124	TPA	Keith Ross	1939-07-21	—	—	4892 Baseline Rd, Phoenix, AZ, 85026	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-51289	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr Apt 1, Phoenix, AZ, 85067	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-52026	TPA	Sean Torres	1939-04-18	—	—	1225 Park Pl, Las Vegas, NV, 89121	0.48	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-54034	TPA	Dennis Foster	—	—	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60006	TPA	Sharon Garza	1994-02-05	—	4454233349	9247 Highland Ave, Columbus, OH, 43298	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-60000	TPA	Gregory G Le	1939-12-05	UHC-77243-54	9158164062	3244 Spring St, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-50003	TPA	James K Hunter	1960-03-14	—	—	6535 Bayshore Dr, Orlando, FL, 32832	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-64070	TPA	Vincent Riley	1964-12-24	—	—	1651 Grand Ave, Atlanta, GA, 30381	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-54682	TPA	Carlos Thompson	2002-01-26	—	—	7115 Apache Blvd Apt 38, Tampa, FL, 33652	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-59357	TPA	Elizabeth Santiago	1974-02-24	UHC-79914-44	—	1713 Ridge Rd # 159, Mesa, AZ, 85274	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-55720	TPA	Angela Z Watkins	1997-08-02	—	—	2215 Canyon Rd, Tampa, FL, 33613	0.48	Name re-cased Date of birth reformatted Phone missing area code City re-cased+4 more
TPA-56767	TPA	Helen Castillo	1915-10-10	—	—	4757 Highland Ave, Los Angeles, CA, 90010	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-59003	TPA	Frank Munoz	1968-01-24	—	4466169201	2100 Indian School Rd, San Diego, CA	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-64148	TPA	Bobyb Bailey	1943-08-01	—	—	2275 Baseline Rd Apt 37, Plano, TX, 75032	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-60639	TPA	Judy X Reed	1995-10-25	UHC-47525-60	—	7590 Grand Ave, Atlanta, GA, 30378	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-64379	TPA	Eily Hamilton	1958-04-24	—	—	1869 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-61639	TPA	Ahmed Carter	1980-10-01	—	8123256993	6189 Valley View Dr, Atlanta, GA, 30331	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60917	TPA	Elizabeth Jones	1996-02-25	—	—	9833 Oak St, Los Angeles, CA, 90087	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-56696	TPA	Bobby Porter	—	—	7665744346	9479 Camelback Rd, Sacramento, CA, 95834	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-58845	TPA	Jacqueline Evns	1967-02-19	—	—	9777 Elm St, Tucson, AZ, 85706	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58979	TPA	Dominguez Helen	2000-05-20	—	—	320 Pine Dr, Eden Prairie, MN, 55369	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58396	TPA	Judith Burns	1978-04-16	—	—	8847 Pine Dr, Nashville, TN, 37258	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-58280	TPA	Ann Garrett	1977-01-19	—	4865700176	6583 Oak St # 765, Houston, TX, 77084	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53951	TPA	Arjun Flores	1978-12-09	—	—	2271 Elm St, Chandler, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55345	TPA	Carl Cole	1962-09-09	—	—	7658 Oak St, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-61476	TPA	Aisha Wilson	1964-02-01	—	—	2473 Bayshore Dr, Nashville, TN, 37229	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
TPA-58159	TPA	Charlotte Elliott	1996-01-01	—	—	7422 Market St, Glendale, AZ, 85322	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-62060	TPA	Richard Harrison	1988-06-17	—	—	3120 Main St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-64000	TPA	Larry N Hamilton	1963-11-20	—	—	890 Apache Blvd, Gilbert, AZ, 85264	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-52862	TPA	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave, Austin, TX, 78742	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64327	TPA	Lucia Lucas	1942-09-22	—	8948411569	6590 Grand Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-51225	TPA	Santiago Nunez	1954-08-27	—	—	8018 Union St, Chandler, AZ, 85236	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-54232	TPA	Yuki Lynch	1963-06-01	—	—	5354 Central Ave, Denver, CO	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-60753	TPA	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

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