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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-432445	CLM	Kevin Miller	1950-07-07	UHC-85557-90	—	2408 Washington St, Fresno, CA, 93727	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-418277	CLM	Charlotte Fisher	1984-08-28	UHC-47722-90	9749901508	7926 Spring St, Chandler, AZ, 85287	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414869	CLM	Dorothy Hudson	1988-11-08	UHC-18183-88	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-404362	CLM	Luis S Gordon	1948-07-16	UHC-01696-38	—	46 Sage Ct, Minneapolis, MN, 55469	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-409265	CLM	Edward Bishop	1986-11-16	UHC-10043-12	—	8152 Lincoln Way, Chandler, AZ, 85231	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-410897	CLM	Cheryl Kennedy	1982-09-19	—	—	2547 Washington St, Plano, TX, 75005	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-410898	CLM	Cheryl Kennedy	1982-09-19	—	—	2547 Washington St, Plano, TX, 75005	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-422828	CLM	Camila Larson	1954-08-12	UHC-67351-26	—	9175 Maple Ave, Nashville, TN	0.78	City re-cased ZIP missing Plan code upper-cased Whitespace trimmed+1 more
CLM-418670	CLM	Jack Clark	1967-02-09	—	—	9312 Sage Ct, Jacksonville, FL, 32243	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426303	CLM	Gloria Alvarez	1956-09-04	—	4842154398	6186 Ocean Ave, Denver, CO, 80241	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-412857	CLM	Barbara Fox	1964-06-23	—	9595297462	2295 Jefferson Ave, Tempe, AZ, 85225	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-424848	CLM	Jerry Thompson	1994-12-07	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA, 98181	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424616	CLM	Roger Sanchez	1966-03-16	UHC-37942-63	5426546812	7701 Lake View Rd, Columbus, OH, 43295	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407654	CLM	Emma Graham	1978-09-13	—	—	6542 Central Ave, Glendale, AZ, 85306	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403514	CLM	Ronald G Alvarado	1971-07-17	—	—	431 Lake View Rd, Mesa, AZ, 85294	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429516	CLM	Alice Maldonado	1968-07-03	UHC-09345-46	—	8532 Valley View Dr, Los Angeles, CA, 90086	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413152	CLM	Jerry Ramirez	1968-11-21	UHC-59013-51	—	3215 Forest Ave, Austin, TX, 78790	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417684	CLM	Amy Evans	1967-05-21	—	—	6124 Hillcrest Rd, Orlando, FL, 32885	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406623	CLM	Kathy G Graham	2000-12-23	—	—	8422 Union St, Fresno, CA, 93788	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-410146	CLM	Theresa Diaz	1940-08-20	—	6303533211	5033 Oak St, Mesa, AZ, 85293	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417194	CLM	Joshua Turner	2006-01-21	UHC-52997-64	—	1947 Grand Ave, Houston, TX, 77024	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-405555	CLM	Heather Austin	1990-10-11	UHC-98318-39	—	6047 Lincoln Way, Austin, TX, 78774	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420775	CLM	Carol Jacobs	2004-10-14	—	—	3789 Ridge Rd, Seattle, WA, 98136	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-406524	CLM	Cynthia Torres	1978-03-02	UHC-94028-02	6349455581	7270 Park Pl, Gilbert, AZ, 85256	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-402407	CLM	Ann Harris	1985-01-28	UHC-15134-26	—	2557 Willow Ct, Dallas, TX, 75206	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-422140	CLM	Joan Edwards	1956-07-06	UHC-88614-34	4917616897	4205 Union St, Dallas, TX, 75293	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417729	CLM	Joyce M Webb	1940-07-21	UHC-86059-45	—	4877 Grand Ave, Seattle, WA, 98187	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-407306	CLM	Judith Mills	1952-01-10	UHC-91879-89	3823471971	6622 Oak St, Jacksonville, FL, 32249	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-402981	CLM	Madison J Rose	1970-12-15	UHC-87593-49	—	8668 Desert Sky Blvd, Chandler, AZ, 85292	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421532	CLM	Jonathan Woods	1970-07-25	UHC-89716-42	—	727 Church St, Las Vegas, NV, 89156	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401083	CLM	Jimmy Bryant	2000-12-16	UHC-67105-34	7935418540	8331 Mesa Dr, Glendale, AZ, 85377	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-412766	CLM	Ryan Jackson	1942-11-15	UHC-99047-36	4297627401	7371 Washington St, Atlanta, GA, 30381	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-410552	CLM	Vincent Day	1994-01-23	UHC-43106-96	—	815 Highland Ave, Eden Prairie, MN, 55386	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-412522	CLM	Yuki Stevens	1989-02-04	UHC-99868-56	—	8690 Mesa Dr, Nashville, TN, 37273	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424755	CLM	Chris H Jensen	1948-08-09	—	—	1765 Mesa Dr, Minneapolis, MN, 55462	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-425204	CLM	Patricia Dominguez	1990-10-19	UHC-15071-60	—	8768 Canyon Rd, Los Angeles, CA, 90034	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431757	CLM	Charlotte X Jacobs	1947-07-01	UHC-75072-89	4772834337	2840 Cedar Ln, Scottsdale, AZ, 85266	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-407456	CLM	Gry P Boyd	1971-06-20	UHC-06620-65	8183047588	5162 Jefferson Ave, Miami, FL, 33179	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403700	CLM	Victoria Bennett	1956-05-07	UHC-20682-65	—	9161 Maple Ave, Tempe, AZ, 85265	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413649	CLM	Fatima O Wallace	1990-07-28	UHC-37193-34	—	2601 Central Ave, Atlanta, GA, 30335	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413861	CLM	Juan Welch	1959-01-05	—	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-429950	CLM	Frances Hansen	1958-11-10	UHC-28727-85	7442864153	8848 Lincoln Way, San Diego, CA, 92179	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-408364	CLM	Albert A Herrera	1979-02-01	UHC-78925-85	—	5972 Baseline Rd, Charlotte, NC, 28221	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-422674	CLM	Kaathryn Wheeler	1982-04-19	—	—	1776 Baseline Rd, Las Vegas, NV, 89146	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403384	CLM	Angela S Morris	1996-08-03	UHC-68464-57	—	3554 Camelback Rd, Columbus, OH, 43261	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-404013	CLM	Martha R Hall	1974-09-23	UHC-14363-03	—	1786 Grand Ave, Orlando, FL, 32848	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-427382	CLM	Stephanie Bennett	1990-02-04	—	3279715548	9669 Maple Ave, Glendale, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-416535	CLM	Yuki Ward	1948-12-23	—	—	4400 Central Ave, Miami, FL, 33132	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-418264	CLM	Vincent Gutierrez	1941-03-03	—	3528985204	6401 Desert Sky Blvd, Orlando, FL, 32812	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403915	CLM	Arthur Guzman	—	—	6309628444	3255 Market St, Mesa, AZ, 85268	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more

5,235 rows, page 73 of 105Previous Next