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-431781	CLM	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr Apt 19, Plano, TX, 75045	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411623	CLM	Wei Schmidt	1999-03-17	UHC-77674-75	3355331128	4870 Pine Dr, Tempe, AZ, 85210	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409981	CLM	Wei Bradley	1962-09-24	UHC-76357-55	—	2524 Baseline Rd, Columbus, OH, 43297	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-417295	CLM	Brittany Aguilar	2000-11-16	—	7482644177	4574 Willow Ct, Gilbert, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415667	CLM	Mei Hunt	1946-12-20	—	4603416052	7787 Baseline Rd, Phoenix, AZ, 85053	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-407295	CLM	Debra Rojas	1989-11-06	UHC-98536-76	—	1359 Desert Sky Blvd Apt 25, Atlanta, GA, 30359	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-422368	CLM	Diane Evans	1960-08-13	UHC-63208-52	3978918720	3144 Church St, Austin, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415633	CLM	Mei Wallace	2005-01-01	—	5749701826	4583 Cedar Ln, Seattle, WA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417151	CLM	Maria T Hansen	1977-08-11	UHC-09268-60	4477645750	7203 Central Ave, Los Angeles, CA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418820	CLM	Marilyn Garrett	1941-06-07	—	2395611866	2901 Cedar Ln, San Diego, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-414864	CLM	Sctot Gibson	1966-11-03	—	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424357	CLM	Julie Alexander	1996-01-22	UHC-03560-02	7983554718	6091 Highland Ave, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422998	CLM	Pat Marshell	1981-06-08	—	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414761	CLM	Brenda H Singh	1973-12-05	UHC-47269-68	2684378600	1625 Lake View Rd, Seattle, WA, 98123	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-432735	CLM	Brenda X Graham	1982-08-16	UHC-82376-53	4212948431	8593 Sunset Blvd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430290	CLM	Joe Anderson	1955-07-18	UHC-19479-04	8315039221	862 Valley View Dr Apt 20, Chandler, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-402634	CLM	Emma Nguyen	1975-02-21	UHC-41432-67	3103037639	5278 Indian School Rd, Minneapolis, MN, 55449	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423765	CLM	Margaret Stevens	1981-12-12	—	5066262864	7419 Baseline Rd, Atlanta, GA	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427773	CLM	Christine Valdez	1969-03-12	UHC-20572-11	—	8031 Union St, Houston, TX, 77012	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-410141	CLM	Kayla Jenkins	1941-11-12	—	9663585153	8645 Hillcrest Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427279	CLM	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408212	CLM	Blily Olson	1974-06-21	—	7064463924	8096 River Rd, Mesa, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-403910	CLM	Sofia Jones	2001-11-04	—	9017350749	4940 Canyon Rd, Jacksonville, FL, 32221	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429697	CLM	Gabriel Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419335	CLM	Gregory F James	1971-03-22	UHC-64701-90	2062741907	8867 Hillcrest Rd, Charlotte, NC, 28249	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-426807	CLM	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419385	CLM	Albert Black	1944-11-07	UHC-18721-11	9566036193	5999 Palm Dr, Sacramento, CA, 95843	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422912	CLM	Steve McDonald	2000-11-28	—	3519482263	1739 Canyon Rd, San Diego, CA, 92188	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405884	CLM	Ethan Robertson	1965-10-29	UHC-07705-11	5363302824	4600 Canyon Rd, Seattle, WA, 98106	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417890	CLM	Ryan Wright	1953-03-20	UHC-72160-97	7902801373	2436 Maple Ave, San Diego, CA, 92120	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
CLM-418112	CLM	Arthur Oliver	1995-04-22	—	5062102612	8600 Union St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418113	CLM	Arthur Oliver	1995-04-22	—	5062102612	8600 Union St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430736	CLM	Brenda Grant	1974-07-20	—	—	6156 Washington St, Chandler, AZ, 85211	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-412125	CLM	Janice Davis	1974-01-24	UHC-78960-88	9632876901	6350 Grand Ave, Gilbert, AZ, 85293	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414906	CLM	Jose Edwards	1994-08-22	—	9314941398	6240 Elm St, Mesa, AZ, 85249	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407480	CLM	William Harrison	1956-07-19	UHC-32299-78	7804022643	586 River Rd, Glendale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424702	CLM	Diane Morales	1958-05-02	—	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406877	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd, Chandler, AZ, 85258	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-417637	CLM	Anthony Elliott	1957-04-07	UHC-53370-86	—	9767 Willow Ct, Glendale, AZ, 85381	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-429627	CLM	Ruth H Carpenter	1944-07-27	—	9015545220	7473 Meadow Ln, Dallas, TX	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428279	CLM	Emily Montgomery	2004-03-03	UHC-51886-82	9779553021	233 Oak St, Denver, CO, 80292	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-432529	CLM	Robert N Lewis	1938-06-12	UHC-97618-20	—	1524 Oak St, Sacramento, CA, 95858	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-402452	CLM	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407529	CLM	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400716	CLM	Lori Meyer	1959-11-17	UHC-13791-29	3623758366	9738 Canyon Rd, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429837	CLM	Teresa James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave, Plano, TX, 75084	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-413559	CLM	Bryan Jimenez	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr, Phoenix, AZ, 85054	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-413465	CLM	Isabella Nelson	1992-04-21	—	5203335188	2964 Grand Ave # 765, Austin, TX, 78797	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417773	CLM	Kathleen Gardner	1997-09-05	—	4307957627	3869 Jefferson Ave, Chandler, AZ, 85227	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424667	CLM	Alice Mejia	1942-06-13	UHC-60560-81	2824471224	649 Apache Blvd, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

16,411 rows, page 63 of 329Previous Next