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-418598	CLM	Henyr Daniels	1945-03-11	—	5764216657	2317 Church St, Los Angeles, CA, 90076	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428277	CLM	Beverly Ross	1960-07-26	UHC-10564-44	3396899358	8373 Hillcrest Rd, Eden Prairie, MN, 55370	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426357	CLM	Juan Williamson	1956-04-04	UHC-85093-20	9003655053	8463 Valley View Dr, Denver, CO, 80253	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410999	CLM	James Watkins	1957-08-25	—	8956321862	3160 Union St, Austin, TX, 78716	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421036	CLM	Lori Ruiz	2004-02-12	UHC-96459-94	8166844985	5235 Forest Ave, Miami, FL, 33117	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409224	CLM	Valentina Moore	1979-09-23	UHC-89782-29	5158973724	6292 Meadow Ln, Austin, TX, 78711	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430833	CLM	Jesse K Kim	1995-01-28	—	5297767730	8917 Maple Ave, Phoenix, AZ, 85002	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410746	CLM	Joan Vega	1975-02-05	UHC-39122-29	7459971291	2744 Market St Apt 17, Glendale, AZ, 85331	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401865	CLM	Gary Walker	1999-02-04	—	7853045209	6703 Cedar Ln, San Diego, CA, 92189	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412445	CLM	Thomas Mitchell	2004-12-03	UHC-52188-55	3698130249	3561 Jefferson Ave, Nashville, TN, 37220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406238	CLM	Sharon Hanson	2001-07-07	UHC-65180-55	2427033344	33 River Rd, Sacramento, CA, 95834	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432458	CLM	Katherine Ross	1957-08-01	UHC-97525-84	4594426849	942 Spring St, Mesa, AZ, 85244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422855	CLM	Timothy Butler	2006-02-24	—	3862237626	4267 Church St, Seattle, WA, 98157	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401471	CLM	Christopher Ryan	1941-12-27	UHC-96863-13	7067123212	2245 Palm Dr, Columbus, OH, 43278	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-419357	CLM	Wei Fuller	1956-05-22	—	4237503755	1677 Washington St, Scottsdale, AZ, 85231	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423369	CLM	Charles Li	1987-12-15	UHC-11969-12	2623569623	9323 Camelback Rd, Glendale, AZ, 85320	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413856	CLM	Gloria Tran	1999-12-15	—	6575904474	5239 River Rd, Sacramento, CA, 95844	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415244	CLM	Ann K Gonzalez	1960-10-27	—	2788362292	4617 Grand Ave, Sacramento, CA, 95855	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420585	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	2769558963	7983 Hillcrest Rd, Plano, TX, 75060	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429426	CLM	Gregory Roberts	1939-06-13	—	8754575584	2851 Meadow Ln, Jacksonville, FL, 32289	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429863	CLM	Madison Cok	1952-12-22	—	6748098021	2377 Mesa Dr, Glendale, AZ, 85393	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403673	CLM	Carl C Hill	1994-10-06	—	7799725256	2200 Bayshore Dr, Phoenix, AZ, 85010	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413678	CLM	Betty Simmons	1972-11-14	UHC-99046-36	6969900828	797 Maple Ave, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-430725	CLM	Hiroshi G Wright	1959-12-12	—	4829638739	2169 Main St, Chandler, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410698	CLM	Brandon Q Armstrong	1959-11-13	—	3995569153	2641 Apache Blvd, Denver, CO, 80281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409561	CLM	Elizabeth Olson	1982-01-28	—	6824039215	438 Lincoln Way, Tempe, AZ, 85254	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413357	CLM	Brandon Rojas	1940-05-16	UHC-05735-97	3353194071	5141 Union St, Seattle, WA, 98127	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430070	CLM	LawrenceJunk	1971-02-10	UHC-12016-65	9539432023	5415 River Rd, Minneapolis, MN, 55416	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
CLM-415539	CLM	Mei Hart	1961-06-13	UHC-61106-25	4926784584	6536 Mesa Dr, Sacramento, CA, 95843	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418629	CLM	John Ramos	1994-07-07	UHC-05969-13	2086278814	3869 Baseline Rd, Fresno, CA, 93712	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418795	CLM	Doonald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413263	CLM	Sandra George	1951-06-04	—	9056462311	4220 Willow Ct, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403291	CLM	Arthur Hall	1938-11-24	UHC-87611-37	2655323170	686 Church St, Glendale, AZ, 85360	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403534	CLM	Kevin Turner	1981-03-07	—	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417698	CLM	Pamela Lawson	1959-12-18	—	9375730894	8428 River Rd, Houston, TX, 77057	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420081	CLM	Kimberly Reynolds	1995-06-10	—	8079070095	5724 Elm St, Austin, TX, 78741	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405670	CLM	Diego E Johnston	1956-02-16	—	5688303800	4385 Highland Ave, Sacramento, CA, 95852	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403849	CLM	Catherine I Richardson	2005-08-26	—	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417098	CLM	Mei Wilson	1978-03-11	UHC-28950-12	8524687102	3147 Lincoln Way Apt 12, Charlotte, NC, 28240	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431946	CLM	Diane Gonzalez	1939-04-13	UHC-47195-70	6669987737	1437 River Rd, Miami, FL, 33156	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-425304	CLM	Dorothy E Wagner	1938-09-12	UHC-46359-62	5153165960	9333 Sage Ct, Scottsdale, AZ, 85293	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-412784	CLM	Christina Herrera	1954-09-19	—	4422218009	6995 Pine Dr, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415637	CLM	Dylan Hudson	2005-07-01	—	4528069089	3085 Camelback Rd, Fresno, CA, 93777	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417182	CLM	Albert Schultz	1939-12-06	UHC-79247-71	9186930633	8850 Hillcrest Rd, Columbus, OH, 43219	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419119	CLM	Jonathan Le	1978-08-09	UHC-34946-14	8089783259	8427 Valley View Dr, Phoenix, AZ, 85016	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407761	CLM	Paul Ortega	1951-04-19	UHC-72896-13	7929831343	7282 Cedar Ln, Los Angeles, CA, 90033	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408932	CLM	Justin W Bradley	2006-11-10	UHC-61388-76	7337887129	7735 Elm St, Scottsdale, AZ, 85225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424989	CLM	Judith Austin	1948-11-12	UHC-16752-93	4458688624	1210 Maple Ave, Sacramento, CA, 95846	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401567	CLM	Mei Sullivan	1949-12-19	—	7164244082	5720 Spring St, Jacksonville, FL, 32217	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-411589	CLM	Heather Mendoza	1954-04-14	—	9272676430	4930 Baseline Rd, Minneapolis, MN, 55455	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 104 of 240Previous Next