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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56066	TPA	Moore Alice	1961-07-01	—	2615822785	6180 Lake View Rd, Denver, CO, 80227	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140775	ENR	Janet Adams	1974-03-17	UHC-22193-11	5134055365	9268 Church St, Denver, CO	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-132729	ENR	Jimmy Kim	1941-12-16	UHC-20636-37	7179341496	8979 Meadow Ln, Columbus, OH, 43285	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104129	ENR	Natalie L James	1972-03-18	UHC-44696-09	—	5951 Desert Sky Blvd Apt 18, Scottsdale, AZ, 85237	0.36	Name split from “Last, First”Phone missing area code Unit split from street City re-cased+4 more
ENR-133903	ENR	Emma Roberts	1991-08-21	UHC-03591-23	5354566351	5631 Mesa Dr Apt 22, Fresno, CA, 93740	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118929	ENR	Carl Vasqeuz	2000-10-08	UHC-28618-98	3964821958	2528 Union St # 308, Eden Prairie, MN	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-117936	ENR	Samantha T Diaz	1998-08-23	UHC-92123-72	3177985037	5983 Cedar Ln, Nashville, TN, 37206	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
PRV-21547	PRV	Aaron Pierce	1967-07-04	—	7818060558	9338 Spring St # 712, Columbus, OH, 43288	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-132407	ENR	Jacob F Kennedy	1989-10-26	UHC-53943-88	4225021386	5274 Desert Sky Blvd, Houston, TX, 77096	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132578	ENR	Wayne Z Morrison	1989-06-15	UHC-36040-90	2132838035	3423 Valley View Dr, Fresno, CA, 93785	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406578	CLM	Abigail Hayes	1945-12-15	—	—	2400 Sage Ct, Denver, CO	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-136882	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ, 85227	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-140574	ENR	Sofia Owens	1972-08-15	UHC-02113-98	—	3376 Central Ave, Denver, CO, 80219	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-413338	CLM	Evelyn Moore	1940-10-11	UHC-51694-74	5807175940	7696 Apache Blvd, Eden Prairie, MN	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24917	PRV	Ahmed Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-50196	TPA	Janice C Santiago	1940-08-07	—	4093028714	210 Highland Ave, Tucson, AZ, 85789	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136733	ENR	Jack Chen	1959-04-17	UHC-51556-12	9696147099	1301 Apache Blvd, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136809	ENR	Deborah Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62345	TPA	Dot Henderson	1972-05-25	—	—	894 Apache Blvd, Minneapolis, MN, 55449	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-136837	ENR	Richard Y Moreno	2000-05-08	UHC-79139-87	—	1583 Elm St, Miami, FL, 33112	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-412180	CLM	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-103499	ENR	Emily Holmes	—	UHC-18501-42	—	1945 Spring St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Date of birth missing SSN last four extracted Street suffix standardised+3 more
CLM-413461	CLM	Natalie Wang	1942-05-17	—	—	5516 Market St Apt 23, Austin, TX, 78786	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413958	CLM	Diana Hamilton	1951-05-28	—	—	6681 Apache Blvd Apt 22, Charlotte, NC, 28235	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126773	ENR	Mateo Thomas	1952-06-21	UHC-30713-28	6338039110	5508 Mountain View Dr Apt 38, Austin, TX, 78763	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-410842	CLM	Ann Rios	—	UHC-55469-74	9004213373	6732 Valley View Dr # 284, Eden Prairie, MN, 55331	0.38	Name split from “Last, First”Date of birth unreadable Member ID reformatted Unit split from street+3 more
CLM-420814	CLM	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405335	CLM	Sofia Hart	2007-01-01	UHC-60364-39	3126488737	346 Meadow Ln, Tampa, FL, 33655	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140400	ENR	Mak K Banks	1986-12-28	UHC-06187-42	2886049707	2326 Meadow Ln # 150, Chandler, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139926	ENR	David N Vazquez	1991-07-20	UHC-60007-82	6243644386	5456 Washington St # 974, Seattle, WA, 98174	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61904	TPA	Katherine Butler	—	—	7905444668	7504 Desert Sky Blvd, Houston, TX	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-58414	TPA	Sarah Luna	1994-12-16	—	—	7313 Bayshore Dr, Sacramento, CA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-115518	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-115519	ENR	Roger W Pena	1996-06-25	UHC-93843-32	2015980107	207 Cedar Ln, Fresno, CA	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-413916	CLM	Dorothy Wods	1942-01-03	UHC-01218-90	5562839603	5620 Indian School Rd, Houston, TX, 77069	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116804	ENR	Jack Wells	1996-07-24	UHC-04105-55	3412874488	3646 Sunset Blvd, Tempe, AZ, 85249	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138775	ENR	Christopher P Larson	1946-06-21	UHC-69121-01	5938820036	6328 Willow Ct Apt 40, Mesa, AZ	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-424267	CLM	Jack Barnes	1940-07-25	—	—	5734 Washington St, Atlanta, GA, 30356	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-102828	ENR	Santiago W Aguilar	1946-01-13	UHC-56097-85	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.38	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+3 more
ENR-136956	ENR	Bruce C Porter	1986-12-02	UHC-09068-81	9046416625	2128 Sunset Blvd, Las Vegas, NV, 89191	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-55621	TPA	Jose Perry	1957-01-22	—	—	332 Ocean Ave, Miami, FL	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117523	ENR	Kelly N Clark	1954-10-03	UHC-47071-64	4859274070	9516 Market St, Glendale, AZ, 85374	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-141892	ENR	Michelle K Cruz	1975-05-02	UHC-29430-75	—	6540 Harbor Blvd, Tampa, FL, 33691	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56768	TPA	Joan Garza	1974-12-12	—	—	5331 Willow Ct Apt 17, Charlotte, NC, 28232	0.38	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+3 more
ENR-138530	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.38	Name split from “Last, First”Middle initial moved out of first name ZIP+4 trimmed Email lower-cased+3 more
ENR-140592	ENR	Benjamin Williams	1947-06-24	UHC-98822-50	2653956142	6053 Broadway, Tucson, AZ, 85739	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+3 more
ENR-133918	ENR	Stephanie F Martinez	1978-06-25	UHC-10286-63	3042425372	4964 Church St, Sacramento, CA	0.38	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+3 more
ENR-139333	ENR	Paaul I Hernandez	1972-07-11	UHC-62047-51	6918692696	3778 Sage Ct Apt 14, Chandler, AZ, 85286	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125880	ENR	Carolyn H Carslon	1963-03-23	UHC-63760-02	—	4704 Bayshore Dr, Columbus, OH, 43214	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418909	CLM	Cheryl Wells	2002-03-22	UHC-16740-01	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more

9,980 rows, page 9 of 200Previous Next