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-429900	CLM	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Plan code upper-cased+1 more
CLM-411486	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave Apt 18, Tampa, FL, 33669	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-431934	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406963	CLM	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr, Atlanta, GA, 30335	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412818	CLM	LisaJunk	1985-07-09	UHC-46841-84	4594449792	33 Grand Ave, Gilbert, AZ, 85256	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-430790	CLM	Camila Russell	2008-11-10	—	9417743586	4980 Valley View Dr, Mesa, AZ, 85240	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428603	CLM	Aisha Rojas	1956-12-18	UHC-94886-33	2988219286	6374 Ocean Ave, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405910	CLM	Jeffrey R Chen	1974-01-07	UHC-36893-66	4186864788	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-414340	CLM	Lucia Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402025	CLM	Elijah X Ray	2004-04-16	UHC-16733-85	5194246914	5905 Sunset Blvd, Mesa, AZ, 85267	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429604	CLM	Nancy Reyes	1996-12-25	UHC-22688-17	4619267431	1664 Lincoln Way, Houston, TX, 77033	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429194	CLM	Brandon Andrews	1956-02-04	UHC-68112-03	5848021755	414 Oak St, Tucson, AZ, 85712	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-412448	CLM	Kevin Lewis	1972-06-28	—	2736147265	8730 Sage Ct, San Diego, CA, 92157	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427238	CLM	Russell King	1946-12-11	—	7872580235	9139 Willow Ct Apt 32, Fresno, CA, 93734	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421868	CLM	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421649	CLM	Mark Washigton	2006-12-27	—	7607640652	5914 Ridge Rd, Minneapolis, MN, 55434	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419440	CLM	Thomaas U Johnston	1997-12-06	—	7955059663	4189 Market St, Tampa, FL, 33690	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402661	CLM	Christine Henry	—	UHC-14353-96	9073872354	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-428836	CLM	Ashley Walsh	1961-10-13	—	4522281878	7897 Palm Dr, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-400378	CLM	Victoria J Lynch	1959-10-10	—	4788710032	9353 Baseline Rd, Jacksonville, FL, 32296	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407279	CLM	Nathan Singh	1943-01-14	—	3833502796	6404 Park Pl, Minneapolis, MN, 55484	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427213	CLM	Drew M Carroll	1943-04-21	UHC-88757-58	9258164489	8282 Baseline Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414621	CLM	Arthur N Myers	—	UHC-40907-37	2647448277	3245 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
CLM-408424	CLM	Julia A Castillo	—	—	5135664821	6225 Bayshore Dr, Eden Prairie, MN, 55382	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423349	CLM	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420306	CLM	Sandra Jacskon	1964-01-25	UHC-78773-38	6288326945	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-409115	CLM	Sean Y Phillips	1946-11-03	—	2476165218	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402287	CLM	Olivia Hart	1976-10-26	UHC-78547-45	8638372853	9622 Highland Ave, Houston, TX, 77017	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423933	CLM	Sara I Wallace	1992-04-20	—	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-427198	CLM	Olivia Maldonado	1958-04-09	—	8287953425	7572 Desert Sky Blvd, Miami, FL	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-420012	CLM	Terry Cooper	1960-07-24	—	7869346996	6679 Sunset Blvd, Fresno, CA, 93752	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-409598	CLM	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424151	CLM	Fatima Fisher	1971-07-19	UHC-13643-76	8483242784	740 Cedar Ln, Tucson, AZ, 85783	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-400039	CLM	Logan Knight	1950-01-05	—	7884603730	2818 Jefferson Ave, Glendale, AZ, 85341	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400040	CLM	Logan Knight	1950-01-05	—	7884603730	2818 Jefferson Ave, Glendale, AZ, 85341	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430986	CLM	Vincent Foster	1996-08-12	UHC-05668-53	7543069364	7007 Forest Ave, Las Vegas, NV, 89132	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431546	CLM	Chrstian Henry	—	—	7043997321	—	0.66	Date of birth missing Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-401652	CLM	Lauren Parker	1986-10-21	UHC-44890-54	8495108221	4890 Ocean Ave, San Antonio, TX, 78243	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432366	CLM	Maria Russll	1983-12-05	—	7836836817	9682 Meadow Ln # 706, Sacramento, CA, 95810	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405458	CLM	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-421178	CLM	Willie K Le	—	UHC-73240-85	5725184926	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
CLM-415230	CLM	Carlos Hendersoon	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-429630	CLM	Amber Banks	1975-11-16	—	5278166212	2815 Lincoln Way # 936, Fresno, CA, 93792	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-417158	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-417159	CLM	Michael Robinson	1959-07-08	UHC-13400-89	7287525166	55 Union St, Orlando, FL, 32839	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-426056	CLM	Ruh Perez	2002-04-14	—	4504778897	8217 Pine Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-431025	CLM	Amanda G Gibson	1938-02-15	UHC-89438-32	7508292181	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-404200	CLM	Debra Lawosn	1939-08-19	UHC-10156-16	9804291247	8452 Forest Ave, Miami, FL, 33190	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-425271	CLM	Bruce U Evans	1946-06-09	—	4119456514	2759 Spring St, Charlotte, NC, 28204	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422715	CLM	Albert Hughes	1942-06-20	UHC-56108-84	2625017162	6509 Apache Blvd # 517, Tucson, AZ, 85710	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased

11,960 rows, page 77 of 240Previous Next