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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420692	CLM	Juan F Gonzales	1984-09-23	UHC-95700-66	—	6894 Ocean Ave Apt 10, San Diego, CA, 92174	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423294	CLM	Adam Wood	1941-01-05	—	7955235880	8490 Highland Ave, Charlotte, NC, 28251	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-402887	CLM	Mark Cole	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416850	CLM	Bradley Morrison	1992-01-12	—	—	6520 Lake View Rd, Columbus, OH, 43263	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429727	CLM	Marcus R Luna	1955-03-12	UHC-01356-25	—	6306 Spring St, Nashville, TN, 37205	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425800	CLM	Scott Ward	2005-02-15	—	—	6132 Mesa Dr # 570, Sacramento, CA, 95877	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417855	CLM	Joan Kennedy	1999-02-03	UHC-90448-89	—	1032 Highland Ave, Minneapolis, MN, 55478	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418061	CLM	Dorothy Austin	1949-11-11	—	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414346	CLM	William F Parker	1968-06-08	UHC-63319-50	—	6710 Maple Ave, Mesa, AZ, 85220	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-421377	CLM	Dylan L Bowman	1984-06-22	UHC-70202-76	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404763	CLM	Robert B Perkins	1968-11-24	UHC-38217-24	—	7520 Ocean Ave, Jacksonville, FL, 32240	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431860	CLM	Randy Z Ross	1940-01-07	—	3174487162	728 Spring St Apt 28, Orlando, FL, 32893	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421438	CLM	Peter R Ferguson	1948-03-25	—	—	1560 Central Ave, Houston, TX, 77066	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-424235	CLM	Kayyla Perry	—	—	5425525352	3327 Sage Ct, Nashville, TN, 37256	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400746	CLM	Arthur W Stephens	1950-02-25	—	9336106282	8084 Union St, Orlando, FL, 32888	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425495	CLM	Christopher Graham	1969-02-07	UHC-23280-13	7066617598	5309 Ridge Rd, Gilbert, AZ, 85293	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417762	CLM	Stephen P Salazar	1991-08-14	UHC-65375-07	—	723 Baseline Rd, Atlanta, GA, 30397	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412881	CLM	Donna Morgan	1989-05-05	UHC-37714-69	4623490761	8237 Central Ave, Dallas, TX, 75216	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414860	CLM	Nancy C Rojas	1999-06-09	—	—	6782 Pine Dr, Houston, TX, 77065	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-415399	CLM	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-402329	CLM	Henry Porter	1953-10-23	UHC-33730-64	—	5566 Desert Sky Blvd, Columbus, OH, 43234	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428148	CLM	Mei Clark	1987-03-09	UHC-15546-20	—	4102 Sunset Blvd, Glendale, AZ, 85329	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412971	CLM	Stephanie X Chavez	1946-04-09	UHC-88000-54	—	5606 Cedar Ln, Fresno, CA, 93729	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-416428	CLM	Ralph Dunn	2001-10-20	—	—	8136 Union St # 920, Eden Prairie, MN, 55308	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427877	CLM	Sam Cruz	1999-11-24	UHC-37990-57	8703149875	4590 Bayshore Dr, Columbus, OH, 43250	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419986	CLM	Philip Williamson	1938-07-04	—	7783601032	4650 Elm St, Chandler, AZ, 85255	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-409118	CLM	Freeman Joe	2007-11-17	UHC-44075-78	—	7788 Meadow Ln, Miami, FL, 33128	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-432293	CLM	Nathan Hernandez	1961-02-12	UHC-99827-06	7469067989	7224 Cedar Ln, Columbus, OH, 43227	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-417455	CLM	Pamela Chavez	1999-06-02	—	—	3249 Forest Ave, Dallas, TX, 75284	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412727	CLM	Ann Welch	1990-11-23	UHC-96949-18	—	5773 Grand Ave, Seattle, WA, 98173	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
CLM-403643	CLM	Elijah Stephens	1961-12-16	UHC-35712-96	—	6193 Cedar Ln, Eden Prairie, MN, 55393	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422169	CLM	Sandra Alexander	1950-04-13	UHC-52523-43	7763019396	8420 Forest Ave, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405403	CLM	Jerry X Franklin	1963-04-23	—	3975339901	2202 Apache Blvd, Houston, TX, 77032	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407940	CLM	Donald R Castro	1984-06-20	—	—	1823 Mountain View Dr, Tampa, FL, 33607	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-414001	CLM	Kathryn Ortega	1944-08-18	UHC-71038-15	8819934947	7208 Union St, Plano, TX, 75025	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414413	CLM	Bobby Sandoval	1998-07-13	—	—	8161 Ocean Ave, Mesa, AZ, 85298	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-413218	CLM	Albert Fisher	1971-06-06	UHC-40609-82	5619761914	8806 Park Pl, San Antonio, TX, 78212	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-419408	CLM	Mary Torres	1951-03-26	—	—	5562 Highland Ave, Columbus, OH, 43298	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404173	CLM	—Junk	1957-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.66	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417907	CLM	Patricia V Bradley	2000-08-04	—	4878439996	5690 Forest Ave, Houston, TX, 77023	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408148	CLM	Sofia Porter	2002-07-04	UHC-53417-68	—	1396 Apache Blvd, Austin, TX, 78708	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424661	CLM	Henry Jackson	1964-04-28	—	—	6329 River Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-405502	CLM	Melissa Ruiz	1940-12-02	UHC-05094-92	—	6270 Union St # 710, Seattle, WA, 98181	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428594	CLM	Adam Baker	1998-11-08	UHC-26096-08	—	1209 Park Pl, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427552	CLM	Cynthia Burke	1950-06-14	UHC-33647-68	9508055680	5687 Central Ave, Fresno, CA, 93732	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400945	CLM	Amy Torres	1959-05-04	UHC-10546-53	7654556388	5688 Cedar Ln, Austin, TX, 78783	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421465	CLM	Sean Ramirez	1951-04-28	UHC-87258-34	—	1056 Apache Blvd, San Diego, CA, 92140	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425477	CLM	Nnacy Gibson	1977-06-23	UHC-33101-19	—	8766 Indian School Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-419871	CLM	Soffia Kelley	1956-01-22	—	4126428121	7324 Sage Ct, Tampa, FL, 33614	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-427512	CLM	Kimberly Gordon	2006-12-28	UHC-89560-95	7845845260	1992 Mountain View Dr, Charlotte, NC, 28288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

16,411 rows, page 158 of 329Previous Next