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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421442	CLM	Austin Burton	—	UHC-94455-39	—	—	0.64	Date of birth missing Member ID reformatted Email lower-cased Gender normalised+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-421900	CLM	Alexis Price	1958-09-09	—	9034940566	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-413334	CLM	Douglas Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423472	CLM	Walter Hudson	1939-11-17	UHC-10004-82	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-401073	CLM	Bobby Hawkins	1938-05-01	UHC-47552-02	—	6533 Pine Dr, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-415313	CLM	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-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-428640	CLM	Austin Allen	1939-03-24	UHC-32273-69	3993604770	2083 Cedar Ln, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-414294	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone missing area code City re-cased ZIP missing+2 more
CLM-402504	CLM	Heather Howard	1954-04-18	UHC-56509-49	8185394398	784 Forest Ave, Houston, TX, 77048	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-418491	CLM	Linda Kelly	1950-08-10	—	4955731764	5183 Ridge Rd, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428134	CLM	Judith Espinoza	1987-06-10	—	—	403 Spring St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428085	CLM	Kelley Arthur	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421901	CLM	Alexis Price	1958-09-09	UHC-80433-48	—	1324 Main St # 244, Scottsdale, AZ, 85248	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-424934	CLM	Jeffrey Jenkins	1992-05-11	—	8399898724	413 Baseline Rd, Houston, TX, 77084	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406069	CLM	Dorothy Olson	1969-01-05	UHC-97175-16	2069832084	6538 Forest Ave Apt 19, San Antonio, TX, 78248	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+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-408869	CLM	Walter Clark	—	—	2577336460	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407034	CLM	Eugene Porter	1966-07-22	UHC-60023-22	—	4072 Maple Ave, Nashville, TN, 37291	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409028	CLM	Logan Vega	1999-02-16	UHC-11562-55	9365514263	2873 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-417610	CLM	Mari Perkins	1947-08-16	—	—	9426 Camelback Rd, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414591	CLM	Vincent Vasquez	1990-10-25	—	—	9056 Willow Ct, Orlando, FL, 32868	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426596	CLM	Judy Robinson	1984-04-18	—	2125819328	1766 Maple Ave, Jacksonville, FL, 32258	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422302	CLM	Frank A Payne	1995-07-16	UHC-69731-21	—	7646 Washington St, Phoenix, AZ, 85070	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432167	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	4357827740	4626 Elm St, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417254	CLM	Jerry Contreras	1983-12-09	—	9344280533	7457 Canyon Rd, Nashville, TN, 37208	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413507	CLM	Scott Fuller	1965-02-05	—	—	7273 Mountain View Dr, Miami, FL, 33115	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426835	CLM	Elijah Weaver	1954-12-01	UHC-12057-36	—	2757 Cedar Ln, Seattle, WA, 98180	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-400926	CLM	Priya F Chen	1999-03-03	—	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431775	CLM	Dorothy P Freeman	1996-01-26	—	5957202061	7184 Market St, Tucson, AZ, 85782	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-409347	CLM	Aissha Gonzalez	1950-12-05	UHC-12855-78	—	1930 Forest Ave, Tempe, AZ, 85216	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429504	CLM	Susan S Boyd	—	UHC-70334-03	—	8404 Elm St, Gilbert, AZ, 85207	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-415868	CLM	Noah Burton	1959-02-27	—	—	6852 Meadow Ln, Jacksonville, FL, 32259	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-419085	CLM	Scott H Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
CLM-426659	CLM	Laura Q Collins	1953-05-24	UHC-74766-94	—	9697 Ridge Rd, Scottsdale, AZ, 85292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419207	CLM	Adam Roberts	1976-02-27	UHC-76557-89	—	5241 Lincoln Way, Minneapolis, MN, 55413	0.64	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+2 more
CLM-406401	CLM	Elijah X West	1967-12-05	UHC-13763-06	—	1172 Mesa Dr, Tampa, FL, 33658	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-417120	CLM	Terry Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409031	CLM	Patricia O Andrews	1996-05-07	UHC-97038-28	—	9097 Washington St, Orlando, FL, 32873	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-424870	CLM	Nancy C Mills	1950-02-27	UHC-50104-81	7874679968	4406 Sunset Blvd, Chandler, AZ, 85251	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412464	CLM	Meyer Gloria	1998-04-17	UHC-03153-24	—	1137 Pine Dr, Houston, TX, 77008	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409111	CLM	Zachary Ray	2007-06-03	—	2036671378	557 Bayshore Dr, Miami, FL, 33172	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 97 of 376Previous Next