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-414252	CLM	Lisa Hughes	2005-08-28	UHC-77813-26	—	3596 Main St, Las Vegas, NV, 89178	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-408510	CLM	Vincent Stevens	1975-10-05	UHC-60712-59	4723952432	1528 Baseline Rd, Sacramento, CA, 95845	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416760	CLM	Jeffrey Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410757	CLM	Shirley Armstrong	1993-03-18	—	2675831872	5754 Harbor Blvd, San Antonio, TX, 78224	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407400	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-407401	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-429792	CLM	Jeremy Moore	1995-09-27	—	9455731222	7041 Willow Ct Apt 13, Mesa, AZ, 85262	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-432472	CLM	Juan Snyder	—	—	2779678554	7663 Spring St # 821, Las Vegas, NV, 89164	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421353	CLM	Elijah Clark	1966-03-23	UHC-01209-61	2916998180	3071 Oak St, Chandler, AZ, 85295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421352	CLM	Elijah Clark	1966-03-23	UHC-01209-61	2916998180	3071 Oak St, Chandler, AZ, 85295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420411	CLM	Espinoza Jason	1959-09-06	UHC-11220-61	—	7502 Central Ave, Miami, FL, 33109	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422442	CLM	Silva Emma	1977-06-11	—	3613258723	7932 Grand Ave, Tucson, AZ, 85788	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-431076	CLM	Robert Mason	1978-01-24	—	—	4934 Mountain View Dr Apt 25, Orlando, FL, 32839	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415490	CLM	Charlotte Obrien	1944-12-04	UHC-09453-36	—	2619 Central Ave, San Diego, CA, 92110	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404870	CLM	Kyle Cruz	1970-07-28	UHC-67404-33	7427326030	4360 Broadway # 696, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
CLM-432478	CLM	Willie Bennett	1968-01-25	UHC-41101-83	—	1924 Highland Ave Apt 2, Columbus, OH	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424769	CLM	Sophia Cole	1979-10-03	—	—	5607 Ridge Rd Apt 7, Austin, TX, 78711	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-406019	CLM	Kayla L Bell	1982-09-18	—	—	6689 Canyon Rd Apt 6, Dallas, TX, 75249	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404230	CLM	Diana Reid	2000-01-25	—	—	548 Central Ave, Houston, TX, 77006	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430569	CLM	Kelly Miller	1970-07-10	UHC-14354-74	5884851834	4486 Palm Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431084	CLM	Goerge Jones	2006-12-09	UHC-24975-70	—	3287 Lincoln Way Apt 28, Atlanta, GA, 30333	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-429659	CLM	Betty P Peters	1971-02-24	—	2523820369	6038 Market St, Scottsdale, AZ, 85229	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404397	CLM	Samantha Castillo	1972-09-18	UHC-23757-47	4294026965	398 Meadow Ln Apt 27, Atlanta, GA, 30302	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-404282	CLM	Aisha Fowler	1946-04-20	—	—	1357 Cedar Ln, Nashville, TN, 37204	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424149	CLM	Angela Wuods	1978-01-03	—	—	6025 Oak St, Minneapolis, MN, 55407	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-413442	CLM	Luis Hunter	1997-11-24	UHC-49762-13	2293013474	189 Ocean Ave # 953, Plano, TX, 75022	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421710	CLM	Sophia Ray	—	—	7377922231	707 Valley View Dr, Austin, TX, 78737	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429485	CLM	Steve King	1969-01-20	—	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410059	CLM	Meyer Yuki	1950-06-01	UHC-39552-52	—	7772 Harbor Blvd, Seattle, WA, 98122	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409078	CLM	Robert N Tren	1978-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-422276	CLM	Janet Morgan	1968-04-24	UHC-17766-52	—	2596 Sunset Blvd Apt 39, Chandler, AZ, 85228	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
CLM-428847	CLM	Kelly Contreras	2004-02-22	—	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-415614	CLM	Terry Singh	1956-05-20	UHC-09840-40	—	7381 Main St, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402896	CLM	Bradley Q Hayes	1943-07-10	—	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-415567	CLM	Benjamin P Singh	1948-11-04	UHC-04897-53	4392169084	747 Ocean Ave, San Antonio, TX, 78286	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-404577	CLM	Scott D Richardson	1980-05-06	—	9834541600	9172 Canyon Rd, Chandler, AZ, 85243	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432581	CLM	Zachary Mitchell	—	UHC-77378-20	4269049941	5449 Jefferson Ave, Charlotte, NC, 28278	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407339	CLM	Mari I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr # 559, Jacksonville, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429344	CLM	Gloria A Howard	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407348	CLM	George Murphy	1998-10-14	UHC-12080-51	9648052507	2791 Elm St # 190, Fresno, CA, 93778	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427123	CLM	Jeremy Chen	2007-05-25	—	—	2206 Spring St, Fresno, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-402814	CLM	Brandon Y Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.50	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+3 more
CLM-423328	CLM	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-432638	CLM	Nicole Stewart	1966-03-23	UHC-66328-57	—	4480 Desert Sky Blvd, San Antonio, TX, 78243	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-408995	CLM	Aln D Burke	1979-06-18	—	—	7703 Willow Ct Apt 11, Glendale, AZ, 85310	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-412624	CLM	Vincent U George	1996-04-01	UHC-05005-65	4012294419	1886 Market St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-407563	CLM	Melissa Vaaldez	1954-02-10	UHC-81960-04	—	962 Valley View Dr Apt 26, Dallas, TX	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-401200	CLM	Katherine Fields	1960-04-02	UHC-27585-35	—	7998 Spring St, Mesa, AZ, 85205	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402302	CLM	Emma Castillo	1966-01-03	UHC-15311-16	—	6915 Oak St, Los Angeles, CA, 90015	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430638	CLM	Beverly Davis	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave, Dallas, TX, 75295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 16 of 376Previous Next