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-431941	CLM	Diego Dominuez	1985-01-01	—	6667232138	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402829	CLM	Bruce Marshall	1955-08-22	—	3266026105	14 Meadow Ln, Charlotte, NC, 28202	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410153	CLM	Ann Lawson	1968-10-16	UHC-56133-10	5737014616	9722 Camelback Rd, Charlotte, NC, 28260	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-425143	CLM	Michael Jimenez	1996-05-15	—	8208949504	9534 Canyon Rd, Gilbert, AZ, 85298	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426220	CLM	Walter Reyes	1992-04-13	UHC-60664-75	8688771886	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430094	CLM	Jean Nelson	1987-09-12	UHC-20738-64	4947311148	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-400420	CLM	Jeremy Young	2002-05-20	UHC-98919-85	7785889325	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405679	CLM	Cheryl Lane	1976-02-23	—	6882841909	4254 Lake View Rd, Miami, FL, 33185	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-417083	CLM	Theresa Sullivan	1977-09-18	—	3569640579	—	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-427608	CLM	Andrea Rivera	1978-04-11	UHC-61214-06	7514859454	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411412	CLM	Scott Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-407894	CLM	Natalie Knight	1939-09-13	UHC-35548-52	4327477001	2479 Pine Dr, Dallas, TX, 75203	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414427	CLM	Willie P Barens	1986-01-11	UHC-72052-81	4753052583	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407575	CLM	Heather Collins	2000-11-25	UHC-81912-14	3933072402	7770 Meadow Ln, Eden Prairie, MN, 55357	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400821	CLM	Albert G Hanson	1940-03-10	—	4907524135	7146 Central Ave, Seattle, WA, 98191	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401162	CLM	Brenda T Bradley	1946-05-19	—	9604523025	7376 Bayshore Dr, Chandler, AZ, 85281	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-407051	CLM	John Palmer	1947-08-26	UHC-65440-68	6617058209	9519 Oak St, Nashville, TN, 37229	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-405959	CLM	David Padilla	1992-07-28	—	5786750684	4545 Lincoln Way, Los Angeles, CA, 90097	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425316	CLM	Julia Ryan	1988-04-08	UHC-57990-23	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425317	CLM	Julia Ryan	1988-04-08	UHC-57990-23	7123874597	2161 Hillcrest Rd, Sacramento, CA, 95881	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408891	CLM	Kathryn Bailey	1952-03-04	UHC-55375-25	3886620737	4062 Baseline Rd, Tampa, FL, 33627	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-425140	CLM	Amanda Cole	1950-09-13	—	2942427656	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407581	CLM	Alice Murphy	1967-09-28	UHC-19582-46	3518854451	—	0.92	Date of birth reformatted Phone reformatted Plan code upper-cased Placeholder values cleared
CLM-417735	CLM	Theresa Garza	1942-10-28	UHC-29869-56	6682471738	877 Cedar Ln, Atlanta, GA, 30319	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431596	CLM	Grace Williamson	1997-09-17	—	8032575924	9267 Mesa Dr, Miami, FL, 33131	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402731	CLM	Keith O Scott	1983-07-18	—	6255107819	7646 Mesa Dr, Austin, TX, 78797	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412495	CLM	Cynthia Watkins	2002-08-03	—	8673673280	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410513	CLM	Brandon Sandovel	1947-03-07	UHC-30571-89	3475981600	5758 Baseline Rd, Minneapolis, MN, 55492	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-410514	CLM	Brandon Sandovel	1947-03-07	UHC-30571-89	3475981600	5758 Baseline Rd, Minneapolis, MN, 55492	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411379	CLM	Stephen Martin	1991-03-08	—	8052163419	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402215	CLM	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
CLM-417886	CLM	Mei George	1943-12-07	UHC-37000-03	6113319020	6041 Lincoln Way, Miami, FL, 33159	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424826	CLM	Dennis Thompson	1956-10-11	—	4687586380	2670 Union St, Seattle, WA, 98143	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400850	CLM	Scott Alexander	1938-02-10	UHC-45983-33	4019916993	6524 Lincoln Way, Glendale, AZ, 85392	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410947	CLM	Chris Black	1998-05-15	—	3202571623	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423528	CLM	Nancy I Lewis	1956-10-02	UHC-13787-52	5679324851	4736 Highland Ave, Tempe, AZ, 85228	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-431558	CLM	Julia Daniels	1957-03-11	UHC-14003-41	4704281227	507 Forest Ave, Jacksonville, FL, 32278	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431483	CLM	Patricia E Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416627	CLM	Christopher Bryant	1963-03-15	UHC-54205-35	2643400301	5048 Indian School Rd, Las Vegas, NV, 89188	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-415484	CLM	Gabriel N Davis	1980-10-28	—	7656110212	7481 Church St, Tampa, FL, 33684	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402941	CLM	Pat McDonald	1961-09-01	—	6435500728	8384 Baseline Rd, Jacksonville, FL, 32286	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-431791	CLM	Dennis Hart	1980-01-06	UHC-45131-07	2576984525	8743 Maple Ave, Mesa, AZ, 85254	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406332	CLM	Richards A Betty	1964-11-14	—	3044740772	3269 Apache Blvd, Denver, CO, 80269	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428877	CLM	Kathleen Boyd	1948-11-05	—	7916350971	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408231	CLM	Olivia Stephens	1966-10-25	UHC-83378-94	5776906962	2367 Desert Sky Blvd, San Diego, CA, 92136	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422141	CLM	Joan Edwards	1956-07-06	UHC-88614-34	4917616897	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418523	CLM	Evelyn Knyght	1981-05-16	—	6758229379	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411330	CLM	Dylan Dean	1940-04-18	UHC-33903-05	3722813844	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416925	CLM	Lucia Webb	2006-07-08	UHC-93124-77	3492096884	8138 Highland Ave, Nashville, TN, 37286	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-400371	CLM	Camila Jacobs	1976-08-24	UHC-42463-75	7473538814	850 Bayshore Dr, Tempe, AZ, 85286	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed

11,960 rows, page 195 of 240Previous Next