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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407362	CLM	Gary Sims	1950-04-10	—	8036631340	7461 Maple Ave Apt 5, Tampa, FL, 33676	0.20	Name re-cased Phone reformatted SSN last four extracted Unit split from street+6 more
CLM-426274	CLM	Stephen Morrison	—	UHC-09325-93	6654978473	141 Indian School Rd, Las Vegas, NV	0.20	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
CLM-400390	CLM	Abiagil Olson	—	UHC-39205-83	8578754323	2663 Forest Ave Apt 37, Jacksonville, FL, 32270	0.20	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
CLM-405399	CLM	Virginia Smith	2001-07-22	UHC-62024-73	—	9017 Palm Dr Apt 40, Atlanta, GA	0.20	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+6 more
CLM-403623	CLM	Jack Knight	1955-10-20	UHC-49193-58	—	252 Sage Ct Apt 17, Nashville, TN, 37219	0.22	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+5 more
CLM-409894	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC, 28238	0.22	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+5 more
CLM-412338	CLM	Shirley Harris	1994-07-02	UHC-79852-31	—	3593 Grand Ave, Plano, TX, 75006	0.22	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+5 more
CLM-405762	CLM	Peter Mendoza	—	UHC-10519-63	7336488244	4978 Valley View Dr Apt 11, Austin, TX, 78766	0.22	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
CLM-409449	CLM	Bobby Hernandez	1974-07-03	—	—	6500 Harbor Blvd, Orlando, FL, 32849	0.24	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
CLM-421529	CLM	Omar Webb	1939-05-23	—	—	127 Church St Apt 11, San Antonio, TX, 78272	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
CLM-422449	CLM	Jerry Morrison	2001-04-26	UHC-26911-50	5767986753	4585 Ridge Rd, Sacramento, CA	0.30	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
CLM-408727	CLM	Sean Watson	1977-07-12	UHC-13516-97	7157317625	2932 Mesa Dr, Orlando, FL, 32846	0.30	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
CLM-413538	CLM	Walter Howard	1989-11-06	UHC-62014-90	4646130211	9868 Cedar Ln Apt 6, Dallas, TX, 75216	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
CLM-416822	CLM	Nancy Hnsen	1975-08-24	—	5874052485	8671 Harbor Blvd # 965, Charlotte, NC, 28282	0.30	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
CLM-426649	CLM	Fatima James	1959-08-22	UHC-15235-61	8116194760	751 Ridge Rd # 666, Atlanta, GA	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-430410	CLM	Betty Berry	1990-10-16	UHC-56376-68	4073115295	9242 Desert Sky Blvd Apt 9, Scottsdale, AZ, 85296	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-407242	CLM	Kyle Lopez	1956-05-05	UHC-73389-11	9442025083	5858 Sage Ct Apt 23, Chandler, AZ, 85219	0.32	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+6 more
CLM-419847	CLM	Amy Gonzales	1969-01-15	—	4382593046	7108 Willow Ct, San Antonio, TX, 78236	0.32	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
CLM-400593	CLM	Daniel Burton	1962-04-20	UHC-24083-79	—	8924 Canyon Rd Apt 18, Phoenix, AZ, 85021	0.32	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+6 more
CLM-402364	CLM	Peter L Vazquez	2002-04-11	—	8228597955	8624 Cedar Ln # 159, Tempe, AZ, 85219	0.32	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-408248	CLM	Samuel Kennedy	2001-10-07	UHC-13635-82	—	3167 Church St, Tempe, AZ, 85231	0.32	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+6 more
CLM-423139	CLM	Dylan Martin	—	UHC-41516-35	—	3591 Lake View Rd, Tampa, FL, 33622	0.32	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+6 more
CLM-414218	CLM	Andrew Hickks	1956-02-16	—	9615690860	7761 Apache Blvd # 603, Phoenix, AZ, 85077	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-425489	CLM	Kelly Stephens	1994-10-12	UHC-33651-42	—	5799 Main St Apt 33, Fresno, CA, 93733	0.32	Name re-cased Unit split from street Street suffix standardised Address re-cased+6 more
CLM-404261	CLM	Bevverly Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd # 691, Seattle, WA, 98189	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-414589	CLM	Laryr Franklin	—	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 17, Atlanta, GA, 30311	0.32	Name re-cased Date of birth missing Phone reformatted Unit split from street+6 more
CLM-403169	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	—	2196 Sage Ct, Chandler, AZ	0.32	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+6 more
CLM-420757	CLM	Kenneth Dunan	1946-12-23	—	6668426931	6472 Indian School Rd # 106, Orlando, FL	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-400338	CLM	Ralph Little	1941-02-04	—	8487806162	3843 Elm St # 201, Tucson, AZ, 85760	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-400233	CLM	Austtin Stone	1949-11-17	UHC-55219-48	4625530574	4169 Jefferson Ave # 603, Chandler, AZ, 85252	0.32	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-414853	CLM	Peter Gilbert	1961-12-23	—	3182530104	4458 Canyon Rd, Tucson, AZ	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421015	CLM	Adam Williamson	—	UHC-12020-33	—	2283 Valley View Dr, Miami, FL	0.34	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
CLM-427890	CLM	Emily Palmer	1961-07-18	—	4499492838	7132 Forest Ave Apt 21, Nashville, TN, 37224	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-422779	CLM	Dylan Luna	1956-01-18	UHC-88278-15	5305540651	9845 Camelback Rd Apt 21, Plano, TX, 75073	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-431795	CLM	Amber Jordan	1987-03-10	—	—	6220 Cedar Ln, Tempe, AZ, 85208	0.34	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+5 more
CLM-422802	CLM	Sharon T Sims	—	—	—	6678 Canyon Rd, Atlanta, GA, 30349	0.34	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+5 more
CLM-403732	CLM	Jessica Alexander	1939-07-15	UHC-53980-36	6044701402	3491 Pine Dr # 497, Atlanta, GA, 30323	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-414299	CLM	Marilyn Hicks	1943-02-26	UHC-38790-56	2029890959	4833 Mountain View Dr Apt 30, Austin, TX, 78799	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-415884	CLM	Christopher Nguyen	1994-01-27	UHC-96313-19	8878175500	1738 Meadow Ln # 202, Tempe, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-403574	CLM	Sandra N Harper	—	UHC-48277-68	8012466003	7685 Jefferson Ave, Denver, CO	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-423468	CLM	Amy Jenkins	1970-03-01	UHC-40298-28	—	5235 Bayshore Dr, Eden Prairie, MN	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-431940	CLM	Diego P Dominguez	1985-01-01	UHC-90646-41	—	3937 Lake View Rd, Austin, TX, 78784	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406211	CLM	Pamela Hill	1943-02-01	UHC-49585-16	—	2806 Forest Ave, Fresno, CA, 93749	0.34	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-420830	CLM	Sean N Chapman	2002-02-14	—	5998998129	6702 Church St Apt 7, Minneapolis, MN	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-407483	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-407482	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-411279	CLM	Patricia Kennedy	—	UHC-91915-41	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.34	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
CLM-401260	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
CLM-401133	CLM	Diana Daan	2003-02-25	—	7933379623	9896 Sage Ct # 654, Dallas, TX, 75271	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-420341	CLM	Hannah Roberts	1971-11-23	UHC-68689-28	—	8378 Bayshore Dr Apt 39, Tempe, AZ, 85209	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more

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