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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
PRV-22914	PRV	Ronald Perez	1992-01-17	UHC-32632-12	4029241356	8671 Pine Dr # 693, Austin, TX, 78765	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139147	ENR	Sara Simpson	1949-08-27	UHC-10556-56	2433546479	4334 Church St # 863, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-413790	CLM	Henry Dean	1970-09-10	UHC-91438-57	—	2175 Jefferson Ave Apt 4, Glendale, AZ, 85347	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-110064	ENR	Christopher Diaz	1940-11-27	UHC-69730-93	4618652343	3368 Oak St, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-426741	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426740	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135115	ENR	Brian E Stone	1973-10-20	UHC-93876-66	7208577052	1030 Highland Ave, San Diego, CA, 92138	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103927	ENR	Austin Warren	2008-07-28	UHC-54396-70	3698148462	5121 Mesa Dr Apt 30, Tampa, FL, 33625	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-131072	ENR	Philip U Spencer	1953-12-04	UHC-13092-60	6415105709	238 Highland Ave, Tempe, AZ, 85269	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423704	CLM	Doris Barnes	1980-03-13	UHC-22231-79	—	—	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-405621	CLM	Hirohsi Kennedy	—	—	—	4777 Ocean Ave, Nashville, TN, 37294	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-403389	CLM	Brian Castillo	1966-06-21	—	—	5969 Willow Ct, Austin, TX, 78750	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419016	CLM	Reid I Joyce	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd Apt 29, Scottsdale, AZ	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108669	ENR	Amber Mejia	1973-08-10	UHC-47303-98	3809704189	8584 Jefferson Ave # 876, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-109354	ENR	Henry Jackson	1975-09-28	UHC-76377-46	8139278494	6258 Forest Ave Apt 7, Columbus, OH, 43254	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432362	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	—	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102710	ENR	Brian G Hamilton	1940-08-14	UHC-68025-63	—	7947 River Rd # 235, Scottsdale, AZ, 85227	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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
CLM-408311	CLM	Arjun Gibson	1957-05-23	UHC-37494-67	7463064156	2796 Bayshore Dr, Glendale, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-24733	PRV	Juan Butler	1952-03-08	UHC-52359-45	3565466179	4309 Willow Ct Apt 19, Plano, TX, 75031	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413459	CLM	Jason Johnston	1987-07-21	—	—	5392 Highland Ave Apt 30, San Diego, CA, 92102	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
PRV-22685	PRV	Nancy Rios	1945-11-03	—	—	7547 Highland Ave Apt 19, Columbus, OH, 43286	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142445	ENR	Judith V Sandoval	1983-09-26	UHC-66168-19	8722459728	5058 Lake View Rd, Charlotte, NC, 28204	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-409771	CLM	Ann O Jacobs	1982-08-04	UHC-08255-97	5915475706	5062 Lake View Rd, Fresno, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114486	ENR	Amy N Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409625	CLM	Ann Kelley	1967-01-18	—	—	2306 Union St, Scottsdale, AZ, 85236	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425312	CLM	Ryan Ruiz	1957-02-17	—	—	1962 Central Ave Apt 14, Minneapolis, MN, 55469	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+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
CLM-423346	CLM	Madison D Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct Apt 9, Nashville, TN, 37275	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
ENR-120076	ENR	Carlos U Henderson	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX, 75093	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120567	ENR	Ronald Hoffman	1958-08-16	UHC-16807-53	9892199266	8607 Ocean Ave, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109703	ENR	Valentina P Johnston	1945-05-04	UHC-69203-68	—	7623 Cedar Ln # 378, Tampa, FL, 33657	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-107885	ENR	Abigail George	1993-07-19	UHC-48841-18	8823971842	5368 Lincoln Way, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-424863	CLM	Maria Weaver	1980-05-17	UHC-03750-81	4365975469	8311 Valley View Dr, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141874	ENR	Donna Guzman	1957-03-28	UHC-41209-83	6019320912	2470 Meadow Ln Apt 38, Austin, TX, 78738	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107363	ENR	Eugene N Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-28329	PRV	Wallace Thomas	1978-02-12	UHC-19625-02	4596317662	4115 Market St, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127933	ENR	Victoria X Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl, Seattle, WA, 98124	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121721	ENR	William Dixon	1965-10-14	UHC-96330-91	4393239148	9245 Pine Dr, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140790	ENR	Nancy C Contreras	2005-09-10	UHC-96093-36	3607879742	7476 Cedar Ln Apt 3, San Antonio, TX, 78295	0.50	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-101863	ENR	Stephhanie A Black	1984-02-20	UHC-71521-26	8072891271	3602 Meadow Ln, Mesa, AZ, 85278	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24661	PRV	Tyler Banks	2001-05-24	—	5086546382	6126 Ocean Ave, Seattle, WA, 98110	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-422046	CLM	Campbell Carlos	1961-06-18	UHC-89227-34	—	1159 Bayshore Dr Apt 18, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-105499	ENR	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.50	Name split from “Last, First”Date of birth 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
CLM-424240	CLM	Rebecca I Myers	1985-12-02	UHC-44550-43	—	2515 Palm Dr, Tucson, AZ, 85767	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136489	ENR	Wayne Z Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-136490	ENR	Wayne Z Cruz	1964-09-07	UHC-31174-70	—	5670 Indian School Rd, Seattle, WA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422062	CLM	Janet Aguilar	1958-11-13	—	—	4575 Church St # 766, Tucson, AZ, 85714	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more

32,400 rows, page 35 of 648Previous Next