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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131940	ENR	Ruth X Howard	1995-01-05	UHC-04494-26	—	8779 Camelback Rd, Orlando, FL, 32869	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-52346	TPA	Arjun Nunez	1967-01-13	—	5899143537	1279 Bayshore Dr, Nashville, TN, 37214	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23217	PRV	Catherine Cunningham	1972-06-16	—	—	615 River Rd, Sacramento, CA, 95837	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402224	CLM	Kimberly Morris	1946-08-16	—	—	3790 River Rd Apt 2, Tucson, AZ, 85792	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113745	ENR	Angela Sims	1957-11-02	UHC-40464-36	—	4117 Lake View Rd, Gilbert, AZ, 85209	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119784	ENR	Pamela Austin	1943-06-16	UHC-05115-47	—	4921 Grand Ave, Scottsdale, AZ, 85250	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400426	CLM	Jacqueline Chen	1997-08-07	UHC-37309-92	—	5143 Grand Ave, Los Angeles, CA	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107659	ENR	Wallace Barbara	—	UHC-80497-35	—	3506 Willow Ct, Phoenix, AZ, 85081	0.40	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-63594	TPA	Teresa Chen	1943-11-11	—	5833252714	2986 Apache Blvd, Houston, TX, 77059	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-428471	CLM	Kyle Brown	2002-05-02	UHC-94017-83	2363788633	901 Lincoln Way Apt 11, Seattle, WA, 98137	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56766	TPA	Keith Williamson	1976-03-27	—	3008777832	1299 Valley View Dr, Phoenix, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111155	ENR	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd Apt 3, Phoenix, AZ	0.40	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136929	ENR	Kimberly P Henderson	1942-10-18	UHC-39645-38	—	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121284	ENR	Jose Moore	—	UHC-25875-07	5866408862	1197 Mountain View Dr # 832, Denver, CO, 80201	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430583	CLM	Ahmed H Sullivan	—	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.40	Middle initial moved out of first name Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-126387	ENR	Donald K Wells	1959-12-16	UHC-76669-77	—	96 Hillcrest Rd, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61151	TPA	Josh Ellis	1998-09-02	UHC-44602-44	—	1169 Grand Ave, Los Angeles, CA, 90070	0.40	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-139008	ENR	Carol Rose	1947-05-13	UHC-87748-89	4165870022	8587 Sunset Blvd, Austin, TX	0.40	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-102294	ENR	Bradley Rice	1983-03-12	UHC-06356-65	2807381003	4855 Bayshore Dr, Atlanta, GA	0.40	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-410993	CLM	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd, Houston, TX, 77096	0.40	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419879	CLM	DJunk	1968-12-08	UHC-94194-46	4385848749	3230 Oak St, Houston, TX, 77092	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408488	CLM	Austin Dominguez	1943-02-20	UHC-60615-04	—	6619 Main St, Glendale, AZ, 85320	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-423246	CLM	Sophia Lawrenke	1989-05-04	—	—	2752 Valley View Dr, Charlotte, NC, 28215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410025	CLM	Andrea Morris	—	UHC-84486-67	—	3845 Maple Ave, Denver, CO, 80280	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-25064	PRV	Kelly Torres	1948-09-25	—	4958807345	4174 Ocean Ave, Eden Prairie, MN, 55304	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416791	CLM	Park Luis	1961-06-19	UHC-49347-27	7889236984	7004 Harbor Blvd, Sacramento, CA, 95876	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109369	ENR	Rachel P Aguilar	2004-01-13	UHC-94877-90	5785816061	2416 Valley View Dr, San Diego, CA, 92121	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126558	ENR	Wei K Griffin	1983-07-13	UHC-18705-80	6694114690	6937 Union St, Houston, TX, 77001	0.40	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-141725	ENR	Anna Griffin	—	UHC-16810-68	5948154286	9125 Oak St, Tampa, FL, 33607	0.40	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112809	ENR	Jennifer Carr	—	UHC-51101-28	4305755720	1164 Forest Ave, Las Vegas, NV, 89148	0.40	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135096	ENR	Daniel W Bennett	1976-03-28	UHC-68092-51	—	1864 Market St, Austin, TX, 78761	0.40	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-55475	TPA	Alice L Henry	1942-11-22	—	—	4514 Indian School Rd, Denver, CO, 80296	0.40	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year Street suffix standardised+2 more
ENR-115120	ENR	Santiago C Yang	2003-12-24	UHC-56718-75	7315560259	8600 Sunset Blvd, San Diego, CA, 92176	0.40	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Street suffix standardised+2 more
ENR-139610	ENR	Barbara D Flores	1961-03-06	UHC-29272-09	2243294613	5681 Washington St, Las Vegas, NV	0.40	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-429873	CLM	Amber James	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.40	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more
ENR-114691	ENR	Terry J Mendez	1945-08-24	UHC-17080-47	—	9756 Valley View Dr, Dallas, TX, 75233	0.40	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55902	TPA	Linda Martinez	1949-11-21	—	—	9175 Elm St Apt 28, Seattle, WA, 98172	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-127040	ENR	Kevin G Richards	1963-12-08	UHC-68933-71	3097778767	8866 Union St, Los Angeles, CA, 90044	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111379	ENR	Kathryn U Black	1999-08-22	UHC-64841-78	—	3358 Hillcrest Rd Apt 33, Columbus, OH, 43247	0.40	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130035	ENR	Ana Q Bailey	1955-11-03	UHC-92400-20	6524679034	9425 Forest Ave, San Diego, CA	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61970	TPA	Arjun P Morrison	—	—	8665169842	2175 Camelback Rd Apt 32, Austin, TX, 78735	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101697	ENR	Sean Y Daniels	1990-07-07	UHC-27724-38	2352309880	6022 Cedar Ln Apt 36, Orlando, FL, 32825	0.40	Two-digit birth year SSN last four extracted Unit split from street Street suffix standardised+2 more
TPA-53658	TPA	Shirley Hamilton	1967-04-03	—	—	7867 Canyon Rd, Jacksonville, FL, 32207	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407461	CLM	Carolyn M Palmer	—	—	—	1182 Apache Blvd, Orlando, FL, 32886	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-133572	ENR	Roger McDonald	1946-11-09	UHC-71156-86	—	1786 Palm Dr # 676, Fresno, CA, 93788	0.40	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-129101	ENR	Willie L Wells	1947-02-04	UHC-94921-25	3922723308	6530 Lincoln Way, Glendale, AZ, 85372	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-405782	CLM	Matthew Ryan	—	—	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-416413	CLM	Nancy I Sandoval	1983-11-03	UHC-95939-67	9558260487	2398 Desert Sky Blvd, Scottsdale, AZ, 85284	0.40	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414951	CLM	Kathryn Gonzalez	1988-08-13	UHC-91606-76	—	4472 Main St, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420653	CLM	Jacob Z Carpenter	—	UHC-24720-46	—	5511 Mountain View Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more

55,824 rows, page 36 of 1,117Previous Next