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-424133	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	7464657267	7241 Baseline Rd, Sacramento, CA, 95894	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415214	CLM	Douglas Hunt	1965-02-04	UHC-18462-40	6002316071	—	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
CLM-405454	CLM	Rachel Peters	1970-12-15	—	4284423908	—	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
CLM-426456	CLM	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX, 75274	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401493	CLM	Bruce Morris	1948-12-27	—	2168654803	1843 Market St, San Antonio, TX, 78261	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424822	CLM	Ethan Ray	1990-08-08	UHC-45961-16	9137226741	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-400855	CLM	Crol Porter	—	—	5038348350	3041 Market St, Glendale, AZ, 85302	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-411706	CLM	Ryan Riley	1987-02-22	UHC-78345-09	5577288089	592 Sage Ct, Nashville, TN, 37212	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-408162	CLM	Carolyn Lane	1982-03-16	UHC-62433-43	6503042761	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429523	CLM	Omar Santiago	—	UHC-90592-10	6168801419	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403411	CLM	Kevin J Cunningham	2002-07-11	UHC-11004-76	8328555721	7149 Park Pl, Los Angeles, CA, 90083	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422601	CLM	Laura Morgan	1970-02-28	—	5042788356	6176 Pine Dr, Tampa, FL, 33650	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-407931	CLM	Jacob H Gordon	1953-04-18	UHC-21175-07	9755595367	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-431642	CLM	Brian Burke	1969-10-08	UHC-98758-75	7227541840	1203 Church St, San Diego, CA, 92196	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409996	CLM	Charlotte G Larsno	1991-02-27	—	6169617997	7747 Pine Dr, Charlotte, NC, 28266	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-424339	CLM	Helen Lee	1953-10-23	UHC-14813-54	3299467305	1564 Mesa Dr, Mesa, AZ, 85269	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408923	CLM	Christopher Hawkins	1961-01-06	UHC-49024-83	4933741481	3215 Meadow Ln, Orlando, FL, 32889	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-430500	CLM	Melissa Lewis	1999-01-05	UHC-02738-68	6772010880	5700 Apache Blvd, Las Vegas, NV, 89125	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400019	CLM	Austin Z Henry	2008-03-02	UHC-53911-82	7104069848	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414531	CLM	Maria Flores	1998-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ, 85237	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401975	CLM	Brittany Warren	2008-09-09	UHC-22159-07	6117304680	4501 Park Pl, Austin, TX, 78721	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-427329	CLM	Angela Young	1966-09-09	UHC-78870-79	5307250843	98 Market St, San Diego, CA, 92194	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417100	CLM	Mei Wilson	1978-03-11	UHC-28950-12	8524687102	3147 Lincoln Way, Charlotte, NC, 28240	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421220	CLM	Austin Franklin	1944-05-04	—	4928955754	8689 Bayshore Dr, Tempe, AZ, 85212	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425895	CLM	Diana Castro	1971-09-25	UHC-35330-26	5593207667	7398 Pine Dr, Columbus, OH, 43278	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-424374	CLM	Maria Bowman	1966-12-13	—	5894314577	6396 Indian School Rd, Eden Prairie, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-401559	CLM	Jessica Ellis	1963-07-27	UHC-59698-55	8886321549	2220 Central Ave, Fresno, CA, 93781	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423310	CLM	Janet Dixon	2007-10-04	UHC-08041-77	5878681208	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-415773	CLM	Pamela P Lucas	1941-05-22	UHC-69961-09	5538783842	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407328	CLM	Jordan Harris	1951-12-25	UHC-98759-35	2596461176	1233 Forest Ave, Las Vegas, NV, 89120	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412496	CLM	Steven G Matthews	1975-06-11	—	6923337571	3480 Hillcrest Rd, Mesa, AZ, 85299	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424202	CLM	Laura Le	2000-07-01	UHC-06151-92	7165467535	103 Harbor Blvd, Scottsdale, AZ, 85293	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-430617	CLM	Helen Rayn	1998-10-21	—	6305830091	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414032	CLM	Alexander D Guzman	1954-02-08	UHC-51864-50	8114401953	6252 Pine Dr, Dallas, TX, 75250	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-423076	CLM	Roger Powell	1993-07-07	—	7747432929	7669 Lincoln Way, Eden Prairie, MN	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
CLM-416695	CLM	Kimberly L Payne	1942-04-07	—	9323141309	4517 Bayshore Dr, Jacksonville, FL, 32253	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-423927	CLM	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN, 37258	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-412165	CLM	Nancy N Burton	—	—	7357737778	3984 Lake View Rd, Scottsdale, AZ, 85221	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-412747	CLM	Nicole Weber	2008-04-01	—	2263003086	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-427960	CLM	Charlotte Wells	1985-06-05	UHC-61324-56	2758885833	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412203	CLM	Katherine Y Payne	1952-10-06	UHC-90245-36	5863945325	6477 Union St, Minneapolis, MN, 55453	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423356	CLM	Aaron W Aguilar	1987-05-12	—	4258706848	8520 Meadow Ln, Austin, TX, 78798	0.80	Middle initial moved out of first name Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419372	CLM	Hannah F Howard	1994-06-26	UHC-12380-97	7817903045	7908 Maple Ave, Minneapolis, MN, 55495	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425276	CLM	Mary Gomez	1947-11-22	UHC-06532-60	5134303807	8201 Baseline Rd, Gilbert, AZ, 85244	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-411808	CLM	Douglas Jackson	2007-04-04	UHC-53621-80	4813251547	9299 Indian School Rd, Scottsdale, AZ, 85252	0.80	Name re-cased Two-digit birth year Phone reformatted State code upper-cased
CLM-401333	CLM	Andrew Fields	1995-03-23	UHC-34165-43	8035777942	3129 Main St, Jacksonville, FL, 32261	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-415998	CLM	Larry I Mendoza	1972-11-08	UHC-94891-67	5943435727	3521 Maple Ave, Charlotte, NC, 28203	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419651	CLM	Carolyn Carlson	1963-03-23	UHC-63760-02	7674784645	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418421	CLM	Joseph Vargas	1967-03-08	UHC-78519-23	7969068393	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403178	CLM	Joe Stephens	1975-03-11	—	3118285793	302 Church St, Columbus, OH, 43237	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared

11,960 rows, page 165 of 240Previous Next