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-59347	TPA	Steve Alvarez	2007-02-25	—	7799760516	6594 Spring St, San Antonio, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62778	TPA	Emma M Rodriguez	1977-10-28	—	—	8610 Church St, Tempe, AZ, 85221	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-51600	TPA	Isabella N Harris	1996-01-27	—	4905638104	3768 Mesa Dr, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59374	TPA	Valentina QJunk	1949-10-14	—	—	3256 Market St, Tucson, AZ, 85710	0.50	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-60605	TPA	Karen D Johnson	1984-11-09	—	—	5052 Sunset Blvd, Tampa, FL, 33662	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53541	TPA	Deborah Freeman	1943-02-20	—	—	1889 Market St, Orlando, FL, 32832	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-56030	TPA	Arthur Richards	1984-05-11	—	—	4040 Baseline Rd, Los Angeles, CA	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-55985	TPA	Natalie Bell	2005-03-27	—	—	7886 Mountain View Dr, Charlotte, NC, 28264	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-50932	TPA	Santiago Aguilar	1946-01-13	—	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-62375	TPA	Kenneth Hamilton	1985-10-18	—	—	4095 Lake View Rd, Sacramento, CA, 95883	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55605	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60041	TPA	Charlotte U Armstrong	1953-11-03	—	7519288793	2974 Washington St, Sacramento, CA, 95871	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51591	TPA	Mariana Schultz	1987-05-13	—	5904175985	8300 Highland Ave, Houston, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61945	TPA	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60403	TPA	Bradley Williis	1999-01-08	—	—	5874 Cedar Ln, Miami, FL, 33165	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-59499	TPA	Mark Silva	1987-12-04	—	—	7641 Ocean Ave, Chandler, AZ, 85251	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51806	TPA	Jose Carpenter	1971-02-23	—	5589861934	5511 Elm St, Phoenix, AZ, 85066	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62800	TPA	Harold Olson	1982-04-21	—	—	2989 Baseline Rd Apt 30, Tucson, AZ, 85764	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59117	TPA	Christina Nichols	—	—	—	749 Forest Ave, Fresno, CA, 93749	0.50	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-55642	TPA	Theresa Campbell	1986-01-26	—	9669668695	7253 Ocean Ave # 451, Seattle, WA, 98195	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54783	TPA	Christian Le	1971-11-18	—	7589227788	7506 Mountain View Dr, San Diego, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-63278	TPA	Joyce Berry	1984-05-17	—	6168745644	5274 Palm Dr, Gilbert, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50821	TPA	Ethan A Stephens	1996-04-21	—	—	7458 Washington St, Eden Prairie, MN, 55337	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59855	TPA	Wayne Thmas	1954-02-10	UHC-60306-66	—	4016 Jefferson Ave, Seattle, WA, 98168	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-64410	TPA	Mary Foster	1978-06-27	UHC-70030-68	9672593697	4855 Mesa Dr # 101, San Diego, CA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-56851	TPA	Maria Ryos	—	UHC-61386-44	4296915838	9019 Cedar Ln, Sacramento, CA, 95803	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58950	TPA	Cynthia Silva	1957-06-20	—	—	434 Highland Ave, Nashville, TN, 37233	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-54363	TPA	Charlotte Gordon	1983-07-13	—	—	4034 Mountain View Dr Apt 36, Orlando, FL, 32879	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-56401	TPA	Jesse H Collins	1987-04-01	—	—	7476 Grand Ave # 511, Columbus, OH, 43212	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56862	TPA	Josh Harris	1945-03-05	—	—	7597 Hillcrest Rd, Dallas, TX, 75270	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-59905	TPA	Pamela Tran	—	UHC-02051-22	—	4889 Spring St, Sacramento, CA	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-61897	TPA	Mason Fuller	2007-01-11	—	8222418222	6548 Washington St # 485, Austin, TX, 78700	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50371	TPA	Laura A Sullivan	1974-11-11	—	6567179083	1021 Highland Ave, Atlanta, GA, 30378	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50052	TPA	Diane A Scott	1964-07-16	—	5066798842	6799 Main St, Los Angeles, CA, 90010	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-57189	TPA	John Ramos	1991-11-26	—	2058026242	626 Grand Ave, Tampa, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53165	TPA	Jason F Ryyan	1993-06-10	—	—	1933 Lake View Rd, Gilbert, AZ, 85207	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-59790	TPA	Heather Waston	1998-02-19	—	—	310 Main St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-62023	TPA	Santiago Weber	1961-05-14	—	3207846909	1914 Forest Ave, Austin, TX, 78703	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53742	TPA	Vincent Stevens	1975-10-05	—	4723952432	1528 Baseline Rd, Sacramento, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62147	TPA	Weyne Williamson	1983-05-16	UHC-45751-58	—	4055 Apache Blvd, Seattle, WA, 98184	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-58974	TPA	David Rogers	1950-12-15	—	6937497399	5317 Washington St, Mesa, AZ, 85218	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63488	TPA	Rachel Griffin	1997-03-14	—	5959875403	8748 Hillcrest Rd, Atlanta, GA, 30390	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54454	TPA	Beverly P Austin	—	—	—	9889 Apache Blvd, Scottsdale, AZ, 85214	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-53699	TPA	Jacqueline Adams	1996-06-09	—	4517223182	5404 Spring St, Houston, TX, 77067	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60987	TPA	Henry Fisher	2005-06-18	—	—	409 Park Pl, Atlanta, GA, 30388	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51743	TPA	Martha Bell	1965-09-21	—	—	1624 Palm Dr, Mesa, AZ, 85222	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-64288	TPA	Ana Mendoza	1983-03-07	—	—	2702 Lake View Rd Apt 35, Atlanta, GA, 30307	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56054	TPA	Jean Edwards	1956-04-04	—	4527366468	8902 Central Ave, Mesa, AZ, 85238	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61760	TPA	Charlotte Rogers	1996-03-20	—	—	7069 Cedar Ln, Houston, TX	0.50	Street suffix standardised Address re-cased State code upper-cased ZIP missing+3 more
TPA-61388	TPA	Bill Ellis	2001-02-14	—	—	8506 Sunset Blvd, Gilbert, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more

7,854 rows, page 14 of 158Previous Next