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-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-428703	CLM	Kathryn Carlson	1939-12-07	UHC-76593-95	5548083216	2320 Highland Ave, Las Vegas, NV, 89109	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-403242	CLM	Keith G Cunningham	1962-05-22	—	9387137318	6316 Central Ave, Charlotte, NC, 28224	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-407908	CLM	Michelle Lee	1952-02-03	UHC-44850-78	2468883201	88 Highland Ave, Charlotte, NC, 28211	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-426370	CLM	Mei Y Reyes	1945-08-10	—	2285300824	1048 Main St Apt 3, Jacksonville, FL, 32241	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-419720	CLM	Theresa G Ruiz	—	UHC-19329-14	8887560910	5807 Bayshore Dr, Columbus, OH, 43290	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-423289	CLM	Hansen Richaard	1959-10-08	—	3505892402	1452 Cedar Ln Apt 10, Nashville, TN, 37215	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-410455	CLM	Patrick H Sanchez	1955-04-09	—	2199865988	8588 Church St, Dallas, TX, 75215	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419117	CLM	Cynthia B Turner	1951-09-10	UHC-24518-02	2889418563	8782 Hillcrest Rd, Miami, FL, 33107	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426967	CLM	Christine Delgado	1940-08-24	UHC-79906-78	2328145633	6770 Baseline Rd, Minneapolis, MN, 55425	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431227	CLM	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-407730	CLM	Beverly Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl Apt 4, Mesa, AZ, 85225	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-405644	CLM	Stephen Chavez	1993-06-01	—	4379827788	3236 Jefferson Ave, San Antonio, TX, 78247	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432741	CLM	Barbara Marquez	2002-02-02	UHC-40992-91	4175518662	9446 Hillcrest Rd, San Diego, CA, 92193	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412753	CLM	Priya Spencer	2007-01-27	UHC-46670-64	9653775496	252 Apache Blvd, Houston, TX, 77015	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+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-402513	CLM	Melissa Fuller	1986-09-12	UHC-18904-06	3022226373	9543 Cedar Ln, Houston, TX, 77051	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422322	CLM	Heather Cox	1957-09-25	UHC-48098-19	6348182128	613 Ridge Rd, Los Angeles, CA, 90008	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408146	CLM	Yuki Wagner	1980-05-17	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN, 37205	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409333	CLM	Lauren Sullivan	1986-10-09	UHC-92701-44	8836385689	381 Park Pl, Tampa, FL, 33697	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-405206	CLM	Brittany Campbell	1953-04-18	UHC-99813-04	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411953	CLM	Sandra Reyes	1964-07-08	—	8249183594	8178 Market St # 425, Dallas, TX, 75230	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-402556	CLM	Bryan Carpenter	1953-01-10	UHC-20454-32	2549436670	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417678	CLM	Janice Marquez	1938-09-08	UHC-17144-80	6509737372	8672 Cedar Ln, Chandler, AZ, 85253	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421555	CLM	Virginia Schmidt	—	UHC-83823-87	8933198397	9250 Forest Ave, Seattle, WA, 98146	0.48	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-428289	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 24, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-426896	CLM	Stephen Lawrence	1974-12-08	UHC-90352-64	6442144806	5363 Park Pl Apt 13, Plano, TX, 75087	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-408895	CLM	Aisha Robinson	1961-10-19	UHC-79685-78	2073004202	1393 Spring St # 483, San Antonio, TX, 78206	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-405886	CLM	Ethan R Robertson	—	—	5363302824	4600 Canyon Rd, Seattle, WA, 98106	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-415689	CLM	—Junk	1946-11-15	UHC-44057-31	5523088024	1746 Mountain View Dr, Phoenix, AZ, 85003	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407204	CLM	Janet Boyd	1976-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-412689	CLM	Isabella P Wilson	—	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409649	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418800	CLM	Madison Vazquez	1994-10-09	UHC-54474-87	2697814970	6427 Mesa Dr Apt 14, Miami, FL, 33109	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-428569	CLM	Angela Burns	1959-02-14	UHC-19715-22	4909447303	3613 Elm St Apt 24, Tucson, AZ, 85761	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-402554	CLM	Harold Soto	1999-02-06	UHC-32025-84	6622833063	5478 Elm St, Miami, FL, 33123	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-423751	CLM	Kelly Harris	1961-03-22	UHC-15595-64	6919397031	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.48	Name split from “Last, First”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
CLM-425593	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-425594	CLM	Sandra Davis	1965-02-20	—	4305948939	680 Maple Ave, Houston, TX, 77046	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-429382	CLM	Cheryl Robertson	1960-03-26	UHC-65707-93	4433182932	2346 Lincoln Way, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-407766	CLM	Kimberly Robinson	2008-05-16	UHC-32138-49	8852559584	1348 Mountain View Dr, Minneapolis, MN	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410971	CLM	Sandra Peterson	1970-06-24	UHC-01975-42	6312063229	9822 Washington St, Los Angeles, CA, 90097	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425809	CLM	Gary Kelly	1969-12-25	—	9005910574	9565 Valley View Dr, San Antonio, TX, 78237	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-422796	CLM	Shirley Hunter	1958-03-17	UHC-87251-20	8344662722	4214 Spring St, San Diego, CA, 92173	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420562	CLM	Priya L Wagner	1987-09-09	—	4838925505	4010 Park Pl, Scottsdale, AZ, 85240	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more

11,960 rows, page 7 of 240Previous Next