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-56927	TPA	Lawson W Cynthia	1943-07-11	—	3019598469	5399 Indian School Rd, Tucson, AZ, 85712	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-58038	TPA	Steven Taylor	2003-03-25	—	8447533790	9165 Palm Dr, Gilbert, AZ, 85258	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63876	TPA	Peter Roberts	2008-09-12	—	—	1031 Grand Ave, Plano, TX, 75042	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63911	TPA	Ahmed Ray	1985-10-07	—	—	2795 Meadow Ln, Jacksonville, FL, 32288	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51708	TPA	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52042	TPA	Albert Murphy	1953-11-18	—	9256811998	3133 Lincoln Way, Miami, FL, 33132	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51310	TPA	Albert Lawson	2001-01-12	—	—	7179 River Rd, Denver, CO, 80213	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55910	TPA	Joan Porter	1989-01-07	—	—	6094 Hillcrest Rd, Chandler, AZ, 85220	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56546	TPA	Betty Petesr	1990-01-10	UHC-55125-01	—	143 Desert Sky Blvd, Chandler, AZ, 85232	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52565	TPA	Eugene Foster	1959-03-24	—	—	6273 Central Ave, Sacramento, CA, 95833	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61011	TPA	Lawrence Kelly	1942-12-20	—	4542950274	9622 Central Ave, Fresno, CA, 93798	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54066	TPA	Luri Graham	1968-06-02	—	8098483852	4806 Palm Dr, Jacksonville, FL, 32211	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58873	TPA	Adam Peterson	1997-05-01	—	—	782 Palm Dr, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58872	TPA	Adam Peterson	1997-05-01	—	—	782 Palm Dr, Scottsdale, AZ, 85228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62211	TPA	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr, Seattle, WA, 98115	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60829	TPA	Douglas Grant	2005-04-15	—	7452703908	4836 Spring St, Gilbert, AZ, 85268	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52605	TPA	Andrea Washington	1981-01-01	—	—	912 Palm Dr, Charlotte, NC, 28285	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56449	TPA	Vasquez Alexander	1951-09-23	—	—	4517 Ridge Rd, Seattle, WA, 98176	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58814	TPA	Terry Rodriguez	1984-06-25	—	3666159413	7763 Mountain View Dr, Gilbert, AZ, 85264	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-51179	TPA	Justin Murphy	1997-05-06	—	5407500245	176 Lake View Rd, Gilbert, AZ, 85253	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62490	TPA	Luis Weber	1955-07-22	UHC-82340-28	—	452 Willow Ct, Los Angeles, CA, 90040	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-52382	TPA	Diana Vldez	2005-07-24	UHC-41712-58	8046134231	1783 Cedar Ln, Chandler, AZ, 85204	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57084	TPA	Megan Diaz	1959-07-04	—	—	6636 Market St, Plano, TX, 75098	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61924	TPA	Adam Mndoza	1956-02-27	—	—	430 Market St, Tucson, AZ, 85758	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61441	TPA	Linda I Stewart	1976-03-11	—	—	3321 Valley View Dr, Minneapolis, MN, 55411	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61670	TPA	Luis Campbell	1941-02-25	—	2595153539	3241 Union St, Tampa, FL, 33684	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56507	TPA	Carlos Ramos	1967-06-09	—	—	2238 Indian School Rd, Tempe, AZ, 85255	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55892	TPA	Samuel Obrien	2000-10-08	—	—	8778 Oak St, Tampa, FL, 33693	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-57795	TPA	Carlus McCoy	1981-10-23	—	—	4191 Grand Ave, Plano, TX, 75061	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51027	TPA	Margaret Franklin	1941-10-02	—	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58894	TPA	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave, Orlando, FL, 32846	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58895	TPA	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave, Orlando, FL, 32846	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-56750	TPA	Albert Carter	1973-12-23	UHC-98644-66	—	9426 Baseline Rd, Tempe, AZ, 85201	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50704	TPA	Madison Day	1945-03-21	—	—	8729 Washington St, Tampa, FL, 33639	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
TPA-55015	TPA	Timothy X Howell	1969-12-13	—	5867772438	831 Washington St, Sacramento, CA, 95835	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61100	TPA	Rachel Nunez	1959-06-25	—	—	3897 Market St, Tampa, FL, 33692	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52448	TPA	Gabriel Salazar	1943-02-04	—	—	4562 Union St, Gilbert, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50709	TPA	Melissa Vasquez	1998-05-26	—	—	3165 Lincoln Way, Dallas, TX, 75287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59005	TPA	Philip Ward	1953-06-10	—	—	4612 Baseline Rd, Miami, FL, 33199	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54550	TPA	Barbara Peters	1945-08-28	—	—	5311 Union St, Fresno, CA, 93769	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53371	TPA	Megan Carr	1962-08-16	—	—	2579 Meadow Ln, Los Angeles, CA, 90003	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56089	TPA	Raymond Sullivan	1998-06-15	—	8446308632	9095 Bayshore Dr, Orlando, FL, 32810	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56090	TPA	Raymond Sullivan	1998-06-15	—	8446308632	9095 Bayshore Dr, Orlando, FL, 32810	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62266	TPA	Valentina Elliott	1954-05-17	—	2326895943	7142 Canyon Rd, San Diego, CA, 92149	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60683	TPA	Barbara Mendoza	2007-01-02	—	8963725268	8073 Sage Ct, Las Vegas, NV, 89102	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60499	TPA	Sttone Ronald	1948-08-28	—	3537611389	643 Forest Ave, Glendale, AZ, 85359	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52996	TPA	Amy Andrrews	1986-08-10	—	—	6269 Market St, Minneapolis, MN, 55430	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59742	TPA	Melissa Kelly	1967-02-23	—	—	7347 Church St, Fresno, CA, 93707	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54716	TPA	Ashley Hayes	1970-03-20	—	—	2850 Valley View Dr, Chandler, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-59322	TPA	Alice Gonzalez	1968-02-14	—	9108248546	8283 Mesa Dr, Sacramento, CA, 95872	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,854 rows, page 124 of 158Previous Next