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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54123	TPA	Justin Russell	1972-06-26	—	—	2618 Church St, Nashville, TN, 37221	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-55334	TPA	Brittany Hudson	1974-11-22	—	7077084336	1400 Palm Dr, San Diego, CA, 92164	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59915	TPA	Jeremy Fernandez	1952-09-27	UHC-18768-76	8967108812	1634 Market St, Dallas, TX, 75277	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-52011	TPA	Lauren Miller	1990-11-25	—	—	8723 Oak St, Las Vegas, NV, 89188	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-60299	TPA	Elijah Henderson	1980-02-17	—	2205784083	8438 Camelback Rd, Scottsdale, AZ, 85236	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-57553	TPA	Theresa RJunk	1994-05-11	—	—	9544 Elm St, Tempe, AZ, 85247	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58301	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50384	TPA	Albert Hanson	1940-03-10	—	—	7146 Central Ave, Seattle, WA, 98191	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-53677	TPA	Sophia Brooks	2005-02-26	UHC-28019-56	6015276943	7594 Highland Ave, Columbus, OH, 43232	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63732	TPA	Pamela Bailey	1976-09-06	—	—	3492 Meadow Ln, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58472	TPA	Cynthia Lopez	2003-11-17	—	—	4377 Washington St, Austin, TX, 78715	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-57615	TPA	Nancy Hughes	—	UHC-92987-80	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63005	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62130	TPA	Samuel Romero	1939-09-27	—	7485128467	5854 Bayshore Dr, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-50494	TPA	Gregory P Salazar	1967-09-26	—	—	7702 Apache Blvd # 213, Seattle, WA, 98131	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-57789	TPA	Wayne Carter	1991-01-27	—	—	473 Forest Ave, Plano, TX, 75038	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60329	TPA	Diego Fields	1958-05-17	—	8506646040	7626 Union St, Los Angeles, CA, 90092	0.62	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+3 more
TPA-60740	TPA	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-58997	TPA	Maria Romero	1964-03-15	—	—	4347 Willow Ct, Dallas, TX, 75275	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50824	TPA	Dennis G Spencer	2008-11-06	—	—	2302 Palm Dr, Scottsdale, AZ, 85206	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58144	TPA	Maria O Harper	1941-06-14	UHC-43044-73	—	48 Grand Ave, Seattle, WA, 98157	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61838	TPA	Ellijah L Montgomery	1993-03-04	—	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
TPA-51879	TPA	Willis Patrick	1966-07-03	—	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63584	TPA	Judith Knight	1991-09-15	UHC-83763-88	9876878180	9676 Sage Ct, Columbus, OH, 43269	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-54444	TPA	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-63308	TPA	Sarah Harvey	1988-04-27	—	7177183687	4877 Church St, Las Vegas, NV, 89197	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60768	TPA	Doris Burke	1962-04-27	—	—	3850 Bayshore Dr, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61650	TPA	Hannah Nguyan	1939-07-28	—	9458314352	8600 Lincoln Way, Los Angeles, CA, 90071	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
TPA-57448	TPA	Jerry Hughes	1983-05-26	—	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53907	TPA	Betty Lewis	1993-08-28	—	—	3459 River Rd, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-59589	TPA	Ashley Watkins	1991-02-15	UHC-85690-41	—	35 Central Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62629	TPA	David Price	1938-01-09	—	6524434175	7458 Bayshore Dr, Columbus, OH, 43245	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60406	TPA	Jerry Ramos	—	—	—	4035 Sage Ct, Chandler, AZ, 85249	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-62641	TPA	Donald Gomez	1938-04-07	—	—	6300 Ocean Ave Apt 18, Plano, TX, 75011	0.62	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52695	TPA	Julie Vasquez	1970-04-09	UHC-46484-67	—	3365 Willow Ct, Sacramento, CA, 95816	0.62	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60061	TPA	Amanda Hall	1938-02-04	—	—	4950 Willow Ct, Austin, TX, 78702	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-63349	TPA	Knight Jaen	1961-04-01	—	9802923709	9744 Jefferson Ave # 257, Fresno, CA, 93744	0.62	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
TPA-62790	TPA	Gloria Chapman	1938-10-11	—	4782630196	4425 Mesa Dr, Denver, CO, 80291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52753	TPA	Gloria Carrll	1962-06-15	—	3744425197	731 Washington St, Denver, CO, 80227	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56897	TPA	Henry Walsh	1949-08-27	—	8319492219	7903 Meadow Ln, Gilbert, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
TPA-52481	TPA	Bruce J Fosster	1942-12-16	—	8482787537	1361 Highland Ave, Chandler, AZ, 85286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-51597	TPA	Ammber Tucker	1973-08-10	—	—	5701 Lake View Rd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-59497	TPA	Henry U Chen	1945-11-01	—	—	7603 Sunset Blvd, Dallas, TX, 75297	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-59716	TPA	Kayla Lewis	1978-06-27	—	—	8719 Ocean Ave, Gilbert, AZ, 85269	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-55778	TPA	Austin Morgan	1982-12-01	UHC-70663-96	—	6776 Sunset Blvd, Chandler, AZ, 85258	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54028	TPA	Danile Pena	1978-06-28	—	—	9596 Meadow Ln, Los Angeles, CA, 90035	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-63494	TPA	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53305	TPA	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62073	TPA	Evelyn Gonzales	1941-07-02	—	—	3451 Market St, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60370	TPA	Joseph Reid	1944-04-11	—	—	9792 Pine Dr, Minneapolis, MN, 55464	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

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