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-58298	TPA	Anthony Taylor	2004-02-11	—	4845118648	1177 Sage Ct, San Antonio, TX	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
TPA-62162	TPA	Christina Henry	1959-07-01	—	3152998014	2414 Ocean Ave, Glendale, AZ, 85300	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57452	TPA	Sofia Guerrero	1978-04-21	UHC-42523-31	—	7894 Mesa Dr, Minneapolis, MN, 55433	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63610	TPA	Christian Anderson	1939-07-09	UHC-03780-58	9458787180	2042 Washington St, Orlando, FL, 32818	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54074	TPA	Walter Morrison	1994-06-23	—	—	7247 Hillcrest Rd, Charlotte, NC, 28210	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59388	TPA	Larry Bradley	2001-10-13	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-57872	TPA	Waltr Dominguez	1944-11-03	—	—	7860 Palm Dr, Atlanta, GA, 30304	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62113	TPA	Priia Collins	1942-04-01	—	—	6339 Baseline Rd, Mesa, AZ, 85246	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53307	TPA	Diana X Murphy	1963-09-13	—	7635285128	800 Market St, Mesa, AZ, 85260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51331	TPA	Doris Weber	1959-08-24	UHC-86325-71	—	851 Mountain View Dr, Chandler, AZ, 85236	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56092	TPA	Sophia Cole	1987-02-06	UHC-35994-13	—	2155 Spring St, Atlanta, GA, 30354	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59107	TPA	Cheryl Woods	1941-05-03	—	7933716474	3117 Union St, Plano, TX, 75005	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59376	TPA	Anthony Parker	1987-01-26	—	—	6120 River Rd, Denver, CO, 80262	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57582	TPA	Andreew Smith	1962-12-08	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
TPA-55461	TPA	Linda Perkins	2004-01-21	—	—	2599 Indian School Rd, Eden Prairie, MN, 55342	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52843	TPA	Stephen Holmes	1940-01-28	—	—	2998 Cedar Ln, Orlando, FL, 32851	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63071	TPA	Bruce Alexander	1988-07-25	—	9198803155	7801 Apache Blvd, Scottsdale, AZ, 85275	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-63725	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-63724	TPA	Ashley Mendoza	1974-02-09	UHC-10098-84	5016939670	—	0.76	Date of birth reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
TPA-59227	TPA	Angela Williamson	1947-10-26	UHC-83917-22	—	6565 Baseline Rd, Phoenix, AZ, 85072	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-51912	TPA	Alexis Edwards	1976-03-25	—	2863973708	561 Indian School Rd, San Antonio, TX, 78201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59727	TPA	Gloria Obrien	1970-10-23	—	3227351204	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
TPA-58431	TPA	Joyce Reid	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
TPA-56079	TPA	Roger Stewart	1968-02-21	—	9217988735	6205 Sage Ct, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted ZIP missing Email lower-cased+2 more
TPA-59797	TPA	Valentina Ramos	2004-07-21	—	3122696515	8972 Oak St, Fresno, CA, 93750	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62111	TPA	Karen Foler	1990-05-23	—	—	1888 Forest Ave, Tampa, FL, 33646	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51174	TPA	Chris Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA, 30320	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63779	TPA	Debra Bennett	1984-09-06	—	—	5322 Indian School Rd, Columbus, OH, 43291	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55428	TPA	Barb Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52295	TPA	Robert Ross	1997-08-18	—	—	6404 Central Ave, Gilbert, AZ, 85224	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52165	TPA	Mark Hernandez	1962-02-06	—	5612488793	2686 Sunset Blvd, Charlotte, NC, 28281	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52312	TPA	Jeffrey Oliver	2008-06-11	UHC-68483-48	5979621331	5314 Camelback Rd, Mesa, AZ, 85264	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57504	TPA	Austin Chavez	1997-11-14	—	—	2492 Spring St, Seattle, WA, 98110	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-62109	TPA	Wiliam Colemen	1969-02-20	—	—	8040 Baseline Rd, Houston, TX, 77056	0.78	Two-digit birth year State code upper-cased Email lower-cased Whitespace trimmed+1 more
TPA-61199	TPA	Pemela Arnold	1974-03-06	—	—	3833 Willow Ct, Tempe, AZ, 85259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-62747	TPA	Andrea Espinoza	1975-04-26	—	—	3610 Highland Ave, Chandler, AZ, 85235	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-55383	TPA	Jacqueline V Jones	1955-05-13	UHC-92030-89	4156409037	1278 Lake View Rd, Denver, CO, 80286	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-63207	TPA	Barrbara Peters	1951-04-10	—	6223928410	4436 Maple Ave, Tampa, FL	0.78	City re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
TPA-52115	TPA	Joyce Wright	1966-01-14	—	3668917778	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
TPA-52116	TPA	Joyce Wright	1966-01-14	—	3668917778	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
TPA-56863	TPA	Theresa Young	1940-01-10	—	—	97 Broadway, Sacramento, CA, 95843	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-63178	TPA	Noah Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58934	TPA	Nathan A Bell	1942-12-03	—	2603064347	1240 Park Pl, Miami, FL, 33170	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51505	TPA	Dennis T Weber	1990-02-17	—	2712935696	4987 Camelback Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
TPA-58927	TPA	Asshley Lawson	1942-07-23	—	—	5048 Canyon Rd, Fresno, CA, 93734	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55213	TPA	Sean Campbell	1961-07-27	—	—	8834 Mountain View Dr, Tampa, FL, 33614	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-51135	TPA	Amy Murray	1952-03-15	—	—	5657 Central Ave, San Diego, CA, 92144	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55122	TPA	Kimberly Webb	2001-10-11	—	—	1437 Grand Ave, Nashville, TN, 37292	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62572	TPA	Camila Ortiz	1975-03-25	—	—	2942 Lake View Rd, Columbus, OH, 43224	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-57569	TPA	Tyler Singh	2002-04-12	—	—	7305 Valley View Dr, Las Vegas, NV, 89124	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more

832 rows, page 9 of 17Previous Next