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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408053	CLM	Thomas Z Kelly	1988-06-15	—	8075994502	4316 Main St, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403516	CLM	Rebecca West	1951-05-23	—	2713634673	1859 Maple Ave, Charlotte, NC, 28290	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401506	CLM	Dorothy Ray	1980-07-15	UHC-84925-59	9869724173	802 Church St, San Antonio, TX, 78250	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416339	CLM	Juan H Bradley	1979-09-17	UHC-92505-70	—	2720 Central Ave, San Antonio, TX, 78213	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422481	CLM	Jessica Reed	1945-08-10	UHC-81057-51	4493751119	3048 Cedar Ln, Minneapolis, MN, 55466	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423705	CLM	Doris Barnes	1980-03-13	—	5865683394	9519 Washington St, Denver, CO, 80204	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401323	CLM	Helen Morris	2002-02-12	—	4393300683	2782 Park Pl, Denver, CO, 80293	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410257	CLM	Lauren Freeman	1969-08-13	UHC-21137-53	6083799972	5889 Oak St, Minneapolis, MN, 55438	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405765	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	—	4978 Valley View Dr, Austin, TX, 78766	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401941	CLM	Carl Young	1960-02-05	UHC-27541-86	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425379	CLM	Anna Pena	1952-06-19	UHC-06834-15	8289941885	5940 Jefferson Ave, Dallas, TX, 75288	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416299	CLM	Steven Y Guzman	1960-11-07	UHC-93254-06	6957930496	1507 Central Ave, Houston, TX, 77023	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407454	CLM	Jose Reyes	1982-09-22	UHC-82007-66	2755605024	3037 Willow Ct, Phoenix, AZ, 85074	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400330	CLM	Marcus Mendoza	1995-05-19	UHC-40562-16	7039800274	9058 Maple Ave, Los Angeles, CA, 90037	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400629	CLM	Alexander Thompson	1999-03-02	—	8565110832	8452 Central Ave, Eden Prairie, MN, 55317	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412050	CLM	Martha Cole	1964-12-06	—	7209195890	7007 Central Ave, Gilbert, AZ, 85258	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431268	CLM	Alice T Ortiz	1971-04-13	—	6908508979	152 Maple Ave, Seattle, WA, 98195	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418422	CLM	Joseph Vargas	1967-03-08	—	7969068393	8941 Baseline Rd, Tempe, AZ, 85247	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407010	CLM	Ethan Garza	1967-07-06	—	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-411090	CLM	Lori Hawkins	1990-02-28	UHC-55156-14	4402943107	590 Meadow Ln, Tempe, AZ, 85211	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414259	CLM	Bryan Graham	1952-04-08	UHC-91389-39	7733559998	238 Jefferson Ave, San Antonio, TX, 78204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419032	CLM	Catherine Fuller	1961-02-27	UHC-08698-57	—	3944 Oak St, Denver, CO, 80224	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400183	CLM	Anthony U Ross	1992-04-18	—	3758002080	6561 Valley View Dr, Plano, TX, 75066	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422619	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-432379	CLM	Melissa Gibson	1946-03-15	UHC-27893-59	9548196908	8469 Oak St, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409050	CLM	Thomas E Welch	2007-02-15	UHC-45658-13	9565018537	3687 Cedar Ln, Orlando, FL, 32874	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427341	CLM	Janice Moore	1982-07-13	UHC-20558-92	2056336310	7643 Union St, Houston, TX, 77017	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-413224	CLM	Harold K Matthews	1978-02-24	UHC-67154-41	3305268321	176 Union St, Mesa, AZ, 85278	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426336	CLM	Janet Eavns	1955-07-18	UHC-24100-32	9832490350	9834 Palm Dr, Minneapolis, MN, 55476	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419774	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	4831 Apache Blvd, Nashville, TN, 37255	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420207	CLM	Albert T Sandoval	1941-10-21	UHC-70056-48	3167710019	9266 Forest Ave, Tampa, FL, 33615	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-418386	CLM	Sean Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-425083	CLM	Peter Smith	1974-03-13	UHC-20983-31	9274995109	1657 Highland Ave, Fresno, CA, 93778	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423548	CLM	Scott Marshall	1985-02-16	UHC-57608-82	7816414872	6184 Church St, Glendale, AZ, 85347	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404410	CLM	Matt Y White	1973-02-19	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431317	CLM	Edward Burton	2004-10-20	UHC-96686-35	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400366	CLM	Aisha Martinez	1982-02-27	UHC-74899-52	7212464143	6467 Broadway, Orlando, FL, 32886	0.74	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
CLM-404952	CLM	Tucker Logan	1958-03-25	—	6709313269	3731 Baseline Rd, Scottsdale, AZ, 85204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403464	CLM	Noah Burke	2002-02-16	UHC-77481-12	—	7480 Jefferson Ave, Charlotte, NC, 28240	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429770	CLM	Jonathan Stone	1972-10-13	UHC-16634-98	3329001655	1046 Palm Dr, Las Vegas, NV, 89176	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403174	CLM	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	3195 Mesa Dr, Las Vegas, NV, 89112	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415292	CLM	Kathryn Contreras	1952-04-19	—	7685387115	6059 Ridge Rd, Columbus, OH, 43252	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402480	CLM	Paul Ortega	1985-04-12	UHC-74684-62	9052809397	8222 Ridge Rd, Orlando, FL, 32813	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417505	CLM	Austin Green	1938-03-12	UHC-95563-02	7577690207	676 River Rd, Scottsdale, AZ, 85281	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415235	CLM	Nancy Marshall	1995-12-28	—	9857475674	5026 Forest Ave, Houston, TX, 77043	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411998	CLM	Lisa Walker	1960-01-24	—	—	3284 Mesa Dr, Atlanta, GA, 30361	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410210	CLM	Sarah B Edwards	1940-04-27	UHC-84878-58	2369776893	7813 Main St # 870, San Diego, CA, 92118	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-431531	CLM	Shirley Perez	1954-06-19	UHC-31141-31	4557545893	7317 Sage Ct, Jacksonville, FL, 32276	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403043	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave, Houston, TX, 77010	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414475	CLM	Kimberly Owens	1954-05-06	UHC-15681-21	—	2714 Mesa Dr, Atlanta, GA, 30354	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

5,235 rows, page 49 of 105Previous Next