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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418300	CLM	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401590	CLM	Gloria Chapman	1945-07-20	UHC-02870-23	6343153093	9217 Elm St, Phoenix, AZ	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-422885	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-426522	CLM	Steven Spencer	1973-06-20	—	3259185673	7438 Cedar Ln, San Diego, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419153	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	7844308706	6649 Grand Ave, Jacksonville, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-424381	CLM	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-432822	CLM	Margaret Patel	1991-06-28	UHC-64158-82	—	6042 Hillcrest Rd Apt 27, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-412294	CLM	Gregory K Torres	1984-02-22	UHC-36621-45	—	4772 Ocean Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-400231	CLM	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave, Chandler, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-413709	CLM	Santiago Moore	1963-11-19	—	5777846657	3960 Spring St, Nashville, TN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-403067	CLM	Alexis Garza	1972-01-15	—	6564150199	7046 Pine Dr, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-427674	CLM	Grace Wong	2000-12-03	UHC-13056-47	—	3571 Spring St, Sacramento, CA	0.46	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
CLM-400369	CLM	Grace Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-407554	CLM	Jack I Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-420193	CLM	Wei Miller	1949-03-27	UHC-77831-87	6977770510	3062 Camelback Rd, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-416622	CLM	Wayne Bailey	2007-07-10	—	7077290054	8816 Forest Ave Apt 19, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-422939	CLM	Tyler A Williamson	1964-09-15	UHC-85579-51	5144150235	8609 Harbor Blvd, Tampa, FL	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-414996	CLM	Lauren H Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave, Plano, TX	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-406638	CLM	Amy Daniels	2007-04-08	UHC-31366-36	7568022992	1993 Main St, San Antonio, TX	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-405980	CLM	Luis Reynolds	1946-04-03	UHC-81820-65	4052645021	5142 Baseline Rd, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
CLM-402256	CLM	Debra Hoffman	1989-03-03	UHC-99555-59	8427103412	9110 Grand Ave, Scottsdale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-432545	CLM	Jdy Wells	1989-06-18	—	—	5771 Indian School Rd, Scottsdale, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
CLM-429334	CLM	Barbara Kennedy	1967-03-23	UHC-82530-02	5426164266	4915 Elm St, Tampa, FL	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-430644	CLM	Rebecca Gardner	1948-03-04	UHC-93513-53	4163847386	9408 Union St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421623	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	—	8846 Apache Blvd # 256, Seattle, WA	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-417712	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-406098	CLM	Philip White	1963-09-19	UHC-62738-03	—	9889 Canyon Rd, Chandler, AZ	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404683	CLM	Valentina Ward	1990-11-26	UHC-06830-35	7613935182	8511 Harbor Blvd, Charlotte, NC	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411966	CLM	Megan Herrera	1991-02-23	—	7087172970	4453 Indian School Rd Apt 40, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-427172	CLM	Bryan Black	1940-01-26	—	3844308523	985 Apache Blvd # 477, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417606	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-413427	CLM	Christine James	1957-02-26	—	6302236362	7804 Apache Blvd, Chandler, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-424805	CLM	Marcus Griffin	1955-02-22	UHC-16047-81	—	6506 Spring St # 242, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-427009	CLM	Kimberly Vargas	1956-12-08	UHC-25104-42	9419986597	5780 Sage Ct, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412681	CLM	Luis Lee	1965-04-28	UHC-56887-73	—	7876 Bayshore Dr Apt 30, Phoenix, AZ	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-417543	CLM	Sandra R Hart	1950-09-18	UHC-51984-99	—	9811 Maple Ave # 933, Orlando, FL	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-423315	CLM	Mark Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN	0.48	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-428219	CLM	Austin Welch	—	UHC-09700-72	7728276325	278 Palm Dr, Gilbert, AZ	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428711	CLM	Peter Black	1991-07-06	UHC-10895-50	5297926699	9849 Palm Dr # 580, Miami, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-402421	CLM	Lauren Carroll	1963-12-24	—	8667107430	2829 Lake View Rd, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409349	CLM	Matthew R Romero	1972-07-08	—	—	138 Market St, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-405719	CLM	Mary Schmidt	1977-05-21	UHC-12590-72	3866601828	6452 Harbor Blvd, Miami, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-419268	CLM	Bradley Powell	1958-08-26	—	5098478846	1114 Highland Ave, Gilbert, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-401868	CLM	Nicholas K Andrews	1985-11-19	—	—	4409 Lincoln Way, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401869	CLM	Nicholas K Andrews	1985-11-19	—	—	4409 Lincoln Way, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-411339	CLM	Anthony Hill	2003-07-19	UHC-15437-91	—	7834 Palm Dr Apt 26, Mesa, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-403474	CLM	Ktahryn Piarce	1939-02-21	UHC-95401-16	—	9528 Washington St, Tampa, FL	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-416381	CLM	Joshua Gibson	1945-05-01	UHC-44042-29	9446388631	5857 Oak St, Nashville, TN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408489	CLM	Madison X Patel	2000-01-10	—	8457345964	4495 Union St, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more

2,072 rows, page 4 of 42Previous Next