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

All sources, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140306	ENR	Jose Harvey	1970-03-26	UHC-69584-36	4945313776	579 Apache Blvd, Tempe, AZ, 85249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428763	CLM	Elizabeth Roose	2006-10-22	UHC-27150-81	—	4365 Baseline Rd, San Antonio, TX, 78235	0.62	Name re-cased Phone missing area code City re-cased State code upper-cased+3 more
CLM-404284	CLM	Benjamin Richardson	1958-04-17	UHC-80303-69	5606446879	6480 Indian School Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126695	ENR	Sandra Jackson	1964-01-25	UHC-78773-38	6288326945	2200 Hillcrest Rd, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414902	CLM	Gloia A Nguyen	1948-12-13	UHC-36381-18	—	242 Desert Sky Blvd, Denver, CO, 80223	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-138662	ENR	Steven C Tucker	1981-11-25	UHC-06585-82	8319356904	8277 Highland Ave, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408191	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave, Columbus, OH, 43248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61805	TPA	Bobby Ferguson	1975-12-21	—	6909679502	4853 Lake View Rd, Chandler, AZ, 85273	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22807	PRV	Sophia Taylor	—	UHC-53505-21	2156519022	9815 Washington St, Orlando, FL, 32842	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-424691	CLM	Julia Dean	1987-06-17	—	—	5101 Central Ave, Gilbert, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419138	CLM	Angela Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-426184	CLM	Jessica B Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-412210	CLM	Natalie Medina	1987-05-27	UHC-13431-91	5157806512	6608 Maple Ave, Charlotte, NC, 28262	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422782	CLM	Judy S Wang	1985-04-05	UHC-93720-28	—	6688 Washington St, Houston, TX, 77095	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29134	PRV	Joshua Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137854	ENR	Charles Fields	1974-01-11	UHC-66165-35	2042611547	8642 Valley View Dr, Glendale, AZ, 85394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426890	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-419026	CLM	Jack Jenkins	—	UHC-75461-96	—	7076 Church St, Atlanta, GA, 30329	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-101245	ENR	Douglas J Hughes	1942-02-13	UHC-77466-69	3112311066	9585 Union St, Atlanta, GA, 30383	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58739	TPA	Aaron Ortiz	1971-12-01	—	5676906186	3890 Baseline Rd, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121512	ENR	Lori Z Delgado	1974-04-12	UHC-04696-33	5055025368	2102 Main St, Sacramento, CA, 95857	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118433	ENR	Bryan Z Lawson	1978-11-16	UHC-65742-93	7739164030	121 Desert Sky Blvd, Tucson, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128181	ENR	Dylan T Hansen	1994-07-05	UHC-01817-18	—	4500 River Rd, Plano, TX, 75054	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
CLM-419028	CLM	Natalie Ramos	1958-04-23	—	7477556480	7803 Washington St Apt 2, Phoenix, AZ, 85046	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130465	ENR	Mateo R Meyer	1998-01-27	UHC-10211-47	—	1482 Harbor Blvd, Fresno, CA, 93746	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-142409	ENR	Brandon K Jimenez	2006-08-06	UHC-22137-50	6559486590	7370 Palm Dr, Tempe, AZ, 85220	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134471	ENR	Henry Jimenez	—	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422914	CLM	Jeffrey Dixon	1990-09-22	UHC-96821-69	—	9173 Grand Ave, Miami, FL	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121708	ENR	Valentina G Garrett	1942-11-17	UHC-09961-92	6858796075	8627 Willow Ct, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411539	CLM	Joseph P Walsh	1946-09-24	—	3565000394	6650 Indian School Rd, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404082	CLM	Ana X Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60166	TPA	Christina Mills	1988-03-10	—	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422397	CLM	Betty Riley	2003-08-15	—	3167631673	9568 Grand Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27179	PRV	Billy M Burns	1994-09-28	UHC-06095-01	6327330132	1909 River Rd, Columbus, OH, 43251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55867	TPA	Emma Mendez	1954-05-08	UHC-16028-30	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403880	CLM	Julie Morgan	1969-02-27	UHC-84290-64	9759652999	7947 Sage Ct, Gilbert, AZ, 85290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120927	ENR	Bryan C Stewart	2002-05-17	UHC-14457-34	8425378749	2293 Jefferson Ave, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125361	ENR	Vincent Reyes	2006-10-23	UHC-96719-08	6833492357	8555 Park Pl, Plano, TX, 75016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415108	CLM	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St # 749, Austin, TX, 78774	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121369	ENR	Christine B Wells	1940-04-05	UHC-72085-61	5778278856	8511 Camelback Rd, Nashville, TN, 37221	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406720	CLM	Martha Parker	1947-12-24	—	—	9880 Forest Ave, Phoenix, AZ, 85095	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-118048	ENR	Ryan J Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-423229	CLM	Michelle Kelley	1963-08-16	UHC-79555-07	—	8397 Pine Dr, Minneapolis, MN, 55438	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52958	TPA	Samantha Russell	1943-11-13	—	6672390638	1842 Indian School Rd, Nashville, TN, 37230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400289	CLM	Santiago Valdez	2000-02-24	UHC-41588-95	8422365355	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113506	ENR	Michael B Evans	2006-09-04	UHC-53781-65	9145837414	8354 Maple Ave, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125085	ENR	Judith Garrett	1976-09-23	UHC-24819-78	4544524190	7882 Lake View Rd, Phoenix, AZ, 85063	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432456	CLM	Kattherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122169	ENR	Isabella T Weaver	1948-01-03	UHC-66908-85	5325548845	511 Lake View Rd, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

39,996 rows, page 139 of 800Previous Next