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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54448	TPA	Theresa Diaz	1940-08-20	—	—	1367 Highland Ave, Nashville, TN, 37215	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57003	TPA	Alexander Johnston	2006-02-24	—	8028515682	3793 Lake View Rd, Gilbert, AZ, 85247	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64204	TPA	Amber Greene	1990-06-27	—	2667403546	9432 Park Pl, San Antonio, TX, 78204	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53828	TPA	Kathleen Harris	1996-05-02	UHC-29359-29	—	7651 Ocean Ave Apt 28, Charlotte, NC, 28297	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54752	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-64465	TPA	Andrew Homes	—	—	—	4855 Mountain View Dr, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-54208	TPA	Aaroon Taylor	1978-06-11	—	—	4151 Sage Ct, Las Vegas, NV, 89197	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53322	TPA	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54870	TPA	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct # 598, Tampa, FL, 33691	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59456	TPA	Wayne Marshal	1983-10-09	—	3912203085	6085 Church St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56139	TPA	Adam Welch	1959-06-12	—	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62588	TPA	Tyler Peters	2001-11-01	—	—	1544 Market St, Fresno, CA, 93738	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-62485	TPA	Mark Y Hicks	1991-04-12	—	—	2633 Hillcrest Rd, Austin, TX, 78718	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55627	TPA	Peter Salazar	1985-08-06	—	—	624 Grand Ave, Dallas, TX, 75246	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-62278	TPA	Sean Kelly	2003-08-08	—	—	4766 Grand Ave, Eden Prairie, MN, 55307	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57520	TPA	Joe Turner	1987-12-01	—	3745157975	55 Union St, Charlotte, NC, 28296	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50272	TPA	Carol Hunt	1967-11-23	—	5533760788	3809 Apache Blvd Apt 30, Columbus, OH, 43215	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-56344	TPA	Diane Weaver	1964-05-12	—	6523849284	2791 Maple Ave, Atlanta, GA, 30319	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52468	TPA	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53838	TPA	Nathan Rose	1964-05-05	—	—	439 Baseline Rd, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50871	TPA	Ruth M Murray	1938-05-13	UHC-90896-58	2893116770	1962 Lake View Rd Apt 5, Dallas, TX, 75259	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50870	TPA	Ruth M Murray	1938-05-13	UHC-90896-58	2893116770	1962 Lake View Rd Apt 5, Dallas, TX, 75259	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61146	TPA	Ethan Sims	1969-05-08	—	6139380739	6288 Elm St, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63940	TPA	Emma Richardson	1980-10-14	UHC-65412-76	7188204004	2907 Sage Ct, Chandler, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58009	TPA	Marcus Hansen	1940-03-12	UHC-18688-64	4696992761	8183 Ocean Ave, Phoenix, AZ, 85012	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-51458	TPA	Ashley Montgomery	1991-10-01	—	2592246684	1873 Highland Ave, Nashville, TN, 37266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61956	TPA	Brittany M Watson	1971-04-25	UHC-75844-21	3348380907	3073 Market St, Sacramento, CA, 95874	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50240	TPA	Matthew Lawson	1995-05-15	—	6187071093	4892 Pine Dr, Mesa, AZ, 85248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63288	TPA	Scott Hwoell	1997-12-18	—	—	1511 Willow Ct, Scottsdale, AZ, 85241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55844	TPA	Teresa Ford	2007-08-17	—	—	9494 Market St, Gilbert, AZ, 85259	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64214	TPA	Mary Mason	1942-05-25	—	—	3145 Main St, Fresno, CA, 93784	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60162	TPA	Scott Shaw	1980-08-26	—	9047442603	6262 Highland Ave, Atlanta, GA, 30393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63653	TPA	Nathan Schmidt	1949-02-10	UHC-71347-26	—	9863 Meadow Ln, Mesa, AZ, 85249	0.62	Name re-cased Street suffix standardised Address re-cased City re-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-51498	TPA	Oivia Hart	1943-06-07	—	—	2743 Meadow Ln # 668, San Diego, CA, 92145	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57086	TPA	Janice Taylor	1963-03-26	—	3198756413	3353 Canyon Rd Apt 4, Eden Prairie, MN, 55397	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64192	TPA	Angela Ortiz	1957-07-23	—	—	8747 Oak St, Phoenix, AZ, 85041	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52884	TPA	James Gordon	1988-04-11	UHC-45160-16	—	9822 Highland Ave, Tempe, AZ, 85243	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-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-52907	TPA	Donald Herrera	1997-10-22	—	2574529558	9786 Central Ave # 996, Minneapolis, MN, 55448	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50206	TPA	Santiago M Peters	1999-11-21	—	—	8248 Willow Ct, San Antonio, TX, 78210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53349	TPA	Sofia Castro	1999-02-28	—	8704668083	3667 Cedar Ln, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58125	TPA	Carol Cook	1973-12-02	UHC-47697-12	4766456400	9188 Central Ave, Nashville, TN	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-62844	TPA	Frank Sanchez	1993-06-22	—	—	3489 Ridge Rd, Miami, FL, 33153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-61242	TPA	Priya Smith	1955-02-13	—	—	743 Ridge Rd, Tucson, AZ, 85746	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54513	TPA	Dylan Bailey	1962-07-08	UHC-11302-77	5308859968	8382 Jefferson Ave, Las Vegas, NV, 89144	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62939	TPA	Harold Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63379	TPA	Pamela Wallace	1988-03-20	—	—	8337 Bayshore Dr, Tempe, AZ, 85298	0.62	Name re-cased Street suffix standardised Address re-cased City 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

7,854 rows, page 37 of 158Previous Next