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

Claims, 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
CLM-429292	CLM	Padilla Ann	2008-10-04	UHC-67047-34	—	6081 Lake View Rd Apt 17, Minneapolis, MN, 55439	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421880	CLM	Ruth White	—	UHC-31890-56	—	262 Washington St, Los Angeles, CA, 90041	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-423367	CLM	Yuki Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr # 800, Jacksonville, FL, 32241	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-403337	CLM	Liz Robinson	1970-03-06	—	—	1232 Pine Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419115	CLM	Zachary Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424840	CLM	Alan Dean	1956-02-21	—	—	5565 Central Ave, Miami, FL, 33138	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401745	CLM	Bradley Rice	1983-03-12	UHC-06356-65	—	4855 Bayshore Dr, Atlanta, GA, 30350	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416831	CLM	Priya Reynolds	1995-05-20	—	—	3380 Camelback Rd, Tucson, AZ, 85754	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401818	CLM	Carlos Wood	2002-12-16	UHC-66810-53	—	7823 Market St, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401031	CLM	Kelly A Robertson	1953-07-20	UHC-92382-34	9597759514	9873 Mountain View Dr, Tucson, AZ, 85786	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted State name converted to code+2 more
CLM-406487	CLM	Steven Schmidt	1995-02-05	UHC-49596-79	7397263855	8944 Central Ave, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404909	CLM	Kathryn Carpenter	1943-01-12	—	—	9041 Palm Dr, Gilbert, AZ, 85216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408157	CLM	Amy Freeman	—	UHC-93204-01	—	2646 Desert Sky Blvd, Sacramento, CA, 95895	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-405734	CLM	Beverly Hughes	1988-06-28	—	—	3148 Cedar Ln, Plano, TX, 75003	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419812	CLM	Margaret G Chavez	1972-11-16	—	9282038691	27 Sage Ct, Seattle, WA, 98131	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429959	CLM	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC	0.64	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
CLM-429242	CLM	George Q Howell	—	—	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-426849	CLM	Kathryn J Thompson	1988-02-25	UHC-66658-75	—	9214 Forest Ave, Minneapolis, MN, 55416	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418064	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	9322157494	225 Harbor Blvd, Minneapolis, MN, 55433	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
CLM-405830	CLM	Barbara Wallace	1984-12-25	UHC-80497-35	7807297947	3506 Willow Ct, Phoenix, AZ, 85081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419698	CLM	Ralph Fisher	1980-10-06	UHC-03677-05	—	4339 Elm St # 241, Charlotte, NC, 28268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430357	CLM	Ryan Morgan	1999-03-04	UHC-41447-09	2786929304	4448 Church St, Chandler, AZ, 85232	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431164	CLM	Rachel Walker	1993-07-16	UHC-21829-60	—	5745 Willow Ct, Denver, CO, 80251	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-423230	CLM	Judith Hicks	1972-05-26	UHC-95621-67	—	7709 Desert Sky Blvd, Sacramento, CA, 95801	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-424262	CLM	Lawrence Carpenter	1948-04-25	—	—	132 Valley View Dr, Columbus, OH, 43281	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430851	CLM	Gabriel Snyder	1939-07-15	—	—	3508 Broadway, Miami, FL	0.64	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-421752	CLM	Linda T Johnon	—	—	8787245719	3980 Baseline Rd, Columbus, OH, 43215	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-427713	CLM	Jennifer McCoy	1950-09-26	UHC-92337-58	—	8713 Main St, Nashville, TN, 37208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417146	CLM	Lucia White	1991-07-18	UHC-66434-91	—	4563 Lincoln Way, Sacramento, CA, 95853	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423941	CLM	Marcus Myers	1949-12-23	UHC-16071-16	—	2919 Harbor Blvd # 295, Scottsdale, AZ, 85218	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428100	CLM	Deborah Fox	1982-06-04	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401016	CLM	Janet Gibson	1966-08-04	—	—	8053 Mesa Dr, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420542	CLM	Priya Gutierrez	2005-09-07	UHC-28590-73	—	2606 Elm St, Charlotte, NC, 28279	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415160	CLM	Eddie Garcia	1942-12-09	UHC-82255-21	—	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Member ID reformatted State name converted to code Gender normalised+2 more
CLM-427963	CLM	Jeffrey B Hunter	1974-07-13	UHC-42787-34	—	3234 Sage Ct, San Diego, CA, 92176	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429513	CLM	Julia Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425933	CLM	Janet Wells	1987-07-25	UHC-54496-81	—	4618 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-401191	CLM	Dennis Li	1967-06-16	UHC-05445-31	—	5730 Park Pl, Atlanta, GA, 30346	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405343	CLM	Valentina Montgomery	1983-04-19	UHC-94649-40	—	9150 Forest Ave, Nashville, TN, 37238	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413075	CLM	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL, 33138	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-420109	CLM	Barbara Z Gordon	1974-10-13	UHC-06105-89	8152657950	3289 Washington St, Orlando, FL, 32852	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427975	CLM	McCoy Abigail	1966-02-08	UHC-03347-22	4149734441	1161 Meadow Ln, Columbus, OH, 43277	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-427457	CLM	Stephen Wallace	1940-10-19	—	4376485714	8935 Willow Ct, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-408460	CLM	Brenda Garrett	1985-09-28	—	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-401897	CLM	Dick Medina	1981-07-21	UHC-21869-63	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427047	CLM	Hiroshi A Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr Apt 2, Fresno, CA, 93756	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-410407	CLM	Christine James	1949-11-18	—	—	4126 Highland Ave Apt 9, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-421624	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-412674	CLM	Maria Perry	1978-04-28	UHC-32511-56	2539748266	6760 Willow Ct, Sacramento, CA, 95885	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419877	CLM	Mariana Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more

13,120 rows, page 63 of 263Previous Next