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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422915	CLM	Maria D Reynolds	1984-04-07	UHC-36945-54	5475445772	6424 Lake View Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-403458	CLM	Samuel Le	1989-05-21	—	7368141823	8848 Cedar Ln, Columbus, OH, 43229	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-409159	CLM	Evelyn Austin	1953-04-15	UHC-82037-47	6654045053	6261 Church St, Gilbert, AZ, 85299	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404009	CLM	Virginia B Singh	1957-04-27	UHC-78289-57	7104572779	1609 Valley View Dr, Charlotte, NC, 28268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425645	CLM	Roy Brooks	2006-11-27	—	9293353650	6646 Sunset Blvd # 534, Orlando, FL, 32879	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-408057	CLM	Gabbriel F Burns	1949-04-05	UHC-23008-39	9409419965	5336 Apache Blvd, Jacksonville, FL, 32297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422203	CLM	Carol I Campbell	1951-02-13	UHC-26225-85	4195754578	6013 Baseline Rd, Gilbert, AZ, 85294	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418252	CLM	Sharon K Mendoaz	1971-11-23	UHC-45600-90	7394275559	8627 Willow Ct # 322, Jacksonville, FL, 32294	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424421	CLM	Dorothy Harvey	2002-08-24	UHC-41546-10	3136040690	4150 Apache Blvd, Glendale, AZ, 85322	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416504	CLM	Joan Price	1950-03-25	UHC-71246-26	2766218860	390 Park Pl, Columbus, OH, 43262	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432827	CLM	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423010	CLM	Carolyn Long	1977-07-03	UHC-14882-88	9728219166	9864 Desert Sky Blvd, San Diego, CA, 92188	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410495	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409530	CLM	Matthew Hanson	1944-12-11	UHC-50046-10	2927607482	1870 Spring St, Glendale, AZ, 85325	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416752	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416753	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429667	CLM	Christine R Snyder	1993-04-25	UHC-52575-45	3894015876	5818 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
CLM-406782	CLM	Billly Perez	1978-10-05	—	2562963049	6069 Mesa Dr, Gilbert, AZ, 85202	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429045	CLM	Kyle Howell	1986-12-25	—	3252676589	274 Highland Ave, Miami, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-404120	CLM	Angela Mendoza	1959-05-04	UHC-25015-53	8474816353	4483 Spring St, Charlotte, NC, 28248	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424484	CLM	Sharon Q Alexander	1992-04-27	UHC-08955-29	4526842501	4450 Ocean Ave, Dallas, TX, 75213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414119	CLM	Joseph Greene	1966-11-03	UHC-02610-23	8104090778	2364 Palm Dr Apt 10, Tempe, AZ, 85298	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427531	CLM	Virginia E Wheeler	—	—	9404923172	3426 Main St, Denver, CO, 80277	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-422862	CLM	Sam Z Maldonado	1981-09-05	UHC-98202-14	2787469307	620 Desert Sky Blvd, Dallas, TX, 75281	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-413803	CLM	Henry Johnsun	1982-05-24	—	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416443	CLM	Janice Z Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416279	CLM	Carlos C Kennady	1976-02-05	UHC-61491-38	9014896388	6234 Highland Ave, Phoenix, AZ, 85056	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425926	CLM	Benjamin Brown	1979-03-15	UHC-21896-71	6608941755	7984 Park Pl, Tempe, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404479	CLM	Alan Soto	1995-10-12	UHC-84799-55	7157709265	887 River Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416699	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425888	CLM	Randy Edwards	1967-04-07	—	9118890062	1054 Washington St, Miami, FL, 33128	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423403	CLM	Carolyn Martin	1986-03-17	—	4282790462	5919 Church St, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-402597	CLM	Jerry Carlson	1947-08-04	—	9233213788	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+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-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-412919	CLM	Donna Edwards	1999-01-16	UHC-67089-11	8245361463	6844 Union St, Austin, TX, 78737	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430208	CLM	Paul R Carpenter	—	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410431	CLM	Katherine Hansen	—	—	8842003686	9220 Lake View Rd, Los Angeles, CA, 90064	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405853	CLM	Kelly Aguilar	—	—	2432705425	5312 Ridge Rd, San Antonio, TX, 78246	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431112	CLM	Patricia Burns	1954-03-14	UHC-97556-39	8142534914	8332 Washington St, San Diego, CA, 92177	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432591	CLM	Christine Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr # 847, Los Angeles, CA, 90025	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-400109	CLM	Priya Griffin	1949-11-04	UHC-95233-69	9116045800	229 Elm St, Atlanta, GA, 30360	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405827	CLM	Fields Mayr	1988-03-05	UHC-83147-55	6723571152	9296 Oak St, Gilbert, AZ, 85248	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415001	CLM	Alan J Hfofman	1971-07-28	UHC-60711-43	5624324799	5888 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422341	CLM	Albert Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419473	CLM	Margaret Bryant	1978-09-05	UHC-57103-48	9366816704	9466 Church St, Gilbert, AZ, 85227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428011	CLM	Michael Williams	1957-11-18	UHC-52094-05	7867011267	6144 Palm Dr, Glendale, AZ, 85394	0.64	Phone reformatted Member ID 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-424384	CLM	Steve Campbell	1987-11-27	—	7257192835	4595 Union St # 765, Plano, TX, 75099	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

11,960 rows, page 61 of 240Previous Next