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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419158	CLM	Jancie McCoy	2004-03-02	—	9487736586	7802 Oak St, Nashville, TN, 37293	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430225	CLM	Judith Delgado	1972-05-25	UHC-80944-63	—	6836 Camelback Rd, Los Angeles, CA, 90065	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-409168	CLM	Lawrence Adams	1971-01-08	UHC-57017-42	6979426797	529 Sunset Blvd, Charlotte, NC, 28238	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400149	CLM	Katherine James	1979-08-09	UHC-89876-40	—	8854 Highland Ave, Tempe, AZ, 85251	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
CLM-424786	CLM	Kelly Willis	1971-12-19	—	—	8540 Sage Ct, Los Angeles, CA, 90029	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431311	CLM	Arjun D Miller	1981-04-27	UHC-66412-84	—	810 Spring St, Phoenix, AZ, 85040	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-427840	CLM	Patricia Lawson	1963-01-04	UHC-61632-44	—	2289 Broadway, San Antonio, TX, 78251	0.78	Name re-cased Phone missing area code Address re-cased Whitespace trimmed+1 more
CLM-406223	CLM	Ahmed Q Davis	1954-12-24	UHC-86590-43	—	2340 Harbor Blvd, Miami, FL, 33157	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417272	CLM	Danielle Jordan	1973-12-20	UHC-72650-33	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-407193	CLM	Gregory Freeman	1995-12-19	UHC-12093-91	7859233068	2761 Forest Ave, Miami, FL, 33177	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-418512	CLM	Brandon M Gbison	1997-12-20	UHC-73891-30	—	3199 Desert Sky Blvd, Houston, TX, 77023	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429243	CLM	Nicole Jordan	1958-06-05	UHC-95049-23	6652142279	7092 Maple Ave Apt 7, Houston, TX, 77017	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-402810	CLM	Katherine Turner	1953-12-05	UHC-72280-81	—	7485 Lake View Rd, Seattle, WA, 98138	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400205	CLM	Randy Luna	1946-09-28	UHC-74452-32	9748047006	4881 Jefferson Ave, Gilbert, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404296	CLM	Olivia Carroll	1965-03-12	UHC-10954-37	—	1276 Oak St, Tampa, FL, 33699	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-406779	CLM	Donna Russell	1996-11-19	UHC-11016-08	—	7592 Sunset Blvd, Gilbert, AZ, 85214	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-408351	CLM	Mariana D Fields	1960-11-22	UHC-96749-28	6022285654	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-423628	CLM	Randy Soto	1943-12-07	UHC-23233-32	—	8000 Pine Dr, Dallas, TX, 75231	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-432245	CLM	Frak Alen	1974-11-07	UHC-03524-51	6138829522	3277 Baseline Rd, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-402045	CLM	Brian Wong	1946-09-25	—	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413162	CLM	Kimberly O Collins	1948-01-07	UHC-43484-93	7996145579	7110 Grand Ave, Gilbert, AZ, 85264	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416056	CLM	Raymond Morales	1963-01-08	UHC-83339-38	8602309791	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417441	CLM	Raymond Fox	2000-10-21	UHC-82222-37	3466170408	7089 Mesa Dr, Eden Prairie, MN, 55306	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428633	CLM	Christopher Young	1993-07-09	UHC-27607-79	—	1866 Church St, Chandler, AZ, 85269	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-409805	CLM	Dennis J Greene	1940-09-07	—	—	8074 Grand Ave, Tempe, AZ, 85253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417148	CLM	Kayla Gibson	1942-11-11	—	—	522 Washington St, Eden Prairie, MN, 55391	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403218	CLM	Carl Chavez	1973-09-25	UHC-14542-94	8836732841	5772 Maple Ave, Gilbert, AZ, 85265	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410201	CLM	Danielle Bell	1959-12-08	UHC-71115-60	—	7586 Spring St, Orlando, FL, 32807	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413241	CLM	Lisa Mendez	1953-09-05	UHC-19854-24	5005642611	9253 Jefferson Ave, San Diego, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-410616	CLM	Bobby Stephens	1973-03-17	UHC-86536-44	—	2671 Mesa Dr, Austin, TX, 78733	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430044	CLM	Mei B Walsh	1980-04-15	UHC-98864-36	—	6193 Church St, Orlando, FL, 32806	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420284	CLM	Evelyn Vega	1981-12-09	UHC-27495-63	8008955882	9814 River Rd, Scottsdale, AZ, 85234	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411125	CLM	Amber R Bailey	1995-11-04	UHC-46559-54	—	8388 Highland Ave, Eden Prairie, MN, 55394	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-423865	CLM	Danielle Sanchez	1999-09-01	—	—	2453 Main St, Houston, TX, 77031	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417404	CLM	Jeremy Palmer	1947-11-07	—	6774553925	3539 Hillcrest Rd, Gilbert, AZ, 85232	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-406262	CLM	Larry Hall	1976-01-12	—	—	2039 Maple Ave, Tucson, AZ, 85739	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417633	CLM	Adam Ruiz	2002-03-19	UHC-93885-30	—	4394 Apache Blvd, Charlotte, NC, 28251	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409901	CLM	Scott S Hart	1962-04-02	—	4126057459	7942 Oak St, Miami, FL, 33100	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410380	CLM	Sarah Cole	1953-06-18	—	—	6268 Ridge Rd, Las Vegas, NV, 89134	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-420951	CLM	Hiroshi Montgomery	1976-04-17	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-425638	CLM	Heather Meyer	1985-05-19	—	6239850085	9200 Harbor Blvd, Charlotte, NC, 28252	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421645	CLM	Santiago Gonzzales	1989-11-03	UHC-46097-50	6169054240	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-416604	CLM	Amy Hudson	1939-09-27	UHC-71705-45	9684682806	5584 Harbor Blvd, Tucson, AZ, 85715	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423503	CLM	David Montgomery	1974-08-16	UHC-29410-17	3627671324	8892 Highland Ave, Fresno, CA, 93737	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412266	CLM	Bishop Cheryl	1951-11-16	UHC-61142-38	—	9801 Cedar Ln, Seattle, WA, 98115	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402598	CLM	Michelle N Medina	2006-03-15	UHC-20779-23	—	2223 Spring St, Austin, TX, 78785	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408038	CLM	Scott Pena	1993-10-14	UHC-95096-66	2229578212	2019 Oak St, Tucson, AZ, 85798	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414072	CLM	Janice Patterson	1986-07-13	UHC-57062-91	—	1381 Bayshore Dr, Gilbert, AZ, 85274	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425561	CLM	Janet Franklin	1990-11-14	UHC-81219-75	—	2388 Ocean Ave, Phoenix, AZ, 85039	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419590	CLM	Nathan Robertson	1997-07-22	—	9166607192	8063 Meadow Ln, Mesa, AZ, 85274	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 136 of 263Previous Next