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-56266	TPA	Zachary Jensen	1970-03-16	—	8033754260	4197 Hillcrest Rd, Denver, CO, 80232	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53115	TPA	Victoria Davis	1999-02-22	—	—	159 Highland Ave, Seattle, WA, 98190	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52110	TPA	Terry Q Watson	1949-06-28	—	—	9167 Church St, Tampa, FL	0.50	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-58098	TPA	Jack Schultz	1958-03-23	—	5696345222	1433 Union St # 384, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55092	TPA	Elizabeth Crawford	2002-07-18	—	6113531127	6310 Hillcrest Rd, Houston, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58137	TPA	Wei Garrett	1986-11-10	—	—	2747 Harbor Blvd, Seattle, WA, 98169	0.50	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-50087	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St # 136, Chandler, AZ, 85207	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-50764	TPA	Fatima Clark	1979-03-05	—	—	2705 Sage Ct, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-60044	TPA	Zachary Greene	1992-12-26	—	—	3732 Palm Dr, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57279	TPA	Ahmed P Fiher	1986-05-01	—	5053056699	44 Elm St, Seattle, WA, 98149	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60736	TPA	Joe Bshop	1988-10-18	—	5279154620	6422 Harbor Blvd, Nashville, TN	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-57330	TPA	Gerald Foster	1992-05-17	—	—	368 Church St, Mesa, AZ, 85244	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53767	TPA	Samantha Alvarado	1987-10-11	—	6102422246	2471 Sunset Blvd, Fresno, CA, 93777	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54978	TPA	Fatima Robertson	1960-07-14	—	—	2081 Ridge Rd, Houston, TX, 77023	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62415	TPA	Deborah Y Fox	1982-06-04	—	—	3808 Highland Ave Apt 9, Houston, TX, 77059	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53156	TPA	Theresa Espinosa	1979-02-20	—	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51377	TPA	Anthony Knight	1973-06-22	UHC-86954-11	—	7521 Market St, San Diego, CA, 92153	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
TPA-50217	TPA	Dot X Reyes	1994-07-24	—	—	8886 Lake View Rd, Orlando, FL, 32868	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53712	TPA	Margaret Hunter	2005-01-01	—	8467827683	2931 Oak St, Chandler, AZ, 85272	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-63908	TPA	Dylan Carlsno	1946-10-01	—	—	1363 Baseline Rd Apt 40, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56679	TPA	Jessica Green	1964-04-06	—	5235045944	3674 Washington St, Tempe, AZ, 85281	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58784	TPA	Douglas Wang	1938-02-04	—	9179773554	566 Pine Dr, San Diego, CA, 92145	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53006	TPA	Tommy Sandoval	1954-06-23	—	—	1297 Apache Blvd Apt 19, Charlotte, NC	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-55484	TPA	Joseph Ward	1957-04-24	—	5134061525	6443 Bayshore Dr, Glendale, AZ, 85367	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52806	TPA	Billy Bennett	1952-01-25	—	—	1043 Sage Ct, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53981	TPA	Terry E Owens	1967-05-12	—	2942099762	2368 Camelback Rd, Mesa, AZ, 85231	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54398	TPA	Sharon Ellis	1983-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-52268	TPA	Mariana Carlson	1958-07-21	UHC-83774-86	—	3744 Elm St, Minneapolis, MN	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-58269	TPA	Carol Walker	1946-02-09	—	—	8826 Canyon Rd # 879, Sacramento, CA, 95891	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54122	TPA	Justin Russell	1972-06-26	—	—	2618 Church St Apt 35, Nashville, TN	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58617	TPA	Bryan Walker	1962-11-10	—	—	385 Oak St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62943	TPA	Kyle A Lane	1981-11-07	UHC-74857-31	—	9320 Willow Ct # 758, Dallas, TX, 75209	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63768	TPA	Dot Castillo	1973-03-26	UHC-27256-09	8529932539	9595 Harbor Blvd, Plano, TX, 75067	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63577	TPA	Janice West	1955-07-13	—	—	6528 Main St, Scottsdale, AZ, 85235	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60482	TPA	Alan Schmidt	1992-10-27	—	3933005475	5248 Canyon Rd Apt 26, Minneapolis, MN	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61584	TPA	Heather Rios	—	UHC-67463-23	6472954779	6475 Desert Sky Blvd # 668, Sacramento, CA, 95827	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-61585	TPA	Heather Rios	—	UHC-67463-23	6472954779	6475 Desert Sky Blvd # 668, Sacramento, CA, 95827	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-60469	TPA	Daniel Owens	1995-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51792	TPA	Camila D Alvarado	—	—	5385579046	2575 Park Pl, Charlotte, NC, 28201	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-53408	TPA	Ronald Harrison	2004-05-22	UHC-33242-35	—	8077 Maple Ave, Denver, CO, 80267	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50669	TPA	Donna Myers	1972-10-07	—	—	6906 Desert Sky Blvd, Houston, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50273	TPA	Jacqueline Lawwrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53687	TPA	Doris George	1947-01-18	—	—	9649 Canyon Rd, Plano, TX, 75096	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50650	TPA	Kimberly Russell	1995-05-06	—	—	454 Jefferson Ave, Tempe, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55445	TPA	Jnaice Hanson	1966-12-14	—	8507143700	5303 Willow Ct, Tempe, AZ, 85271	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-51992	TPA	Sean Mureno	1989-08-28	—	—	8250 Elm St, San Diego, CA, 92188	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54099	TPA	Teresa Greene	1966-10-05	—	8096719727	6237 Oak St, San Diego, CA, 92178	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-56675	TPA	Maria D Cruz	1989-07-28	—	6916424491	1792 Forest Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50635	TPA	Sandra P Alvarez	1948-03-21	—	7796752852	3403 Ridge Rd # 203, Tampa, FL, 33622	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51093	TPA	Kelly Carter	1964-06-03	—	7283671484	405 Maple Ave, San Antonio, TX, 78269	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

7,854 rows, page 12 of 158Previous Next