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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410142	CLM	William Contreras	2002-04-08	—	—	3013 Grand Ave, Seattle, WA, 98116	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402551	CLM	Russell Walker	1990-03-18	UHC-74532-97	4372865571	3949 Main St, Orlando, FL, 32835	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401572	CLM	Jeffrey Q Myers	1950-09-19	UHC-03305-03	—	7510 Hillcrest Rd, Austin, TX, 78777	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425443	CLM	Maria F Estrada	1944-03-01	—	—	4694 Baseline Rd, Gilbert, AZ, 85216	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415057	CLM	Raymmond F Kim	2002-05-10	UHC-89856-22	—	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424043	CLM	Alexander Robertson	1986-05-01	—	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
CLM-432568	CLM	Willie Reyse	1967-07-18	UHC-22077-99	—	9120 Mountain View Dr, Nashville, TN, 37225	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420350	CLM	Helen Wright	1968-04-24	—	—	1666 Sunset Blvd, Phoenix, AZ, 85019	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-426439	CLM	Christopher Burke	1960-05-08	UHC-49095-58	—	9054 Cedar Ln # 783, Denver, CO, 80243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410316	CLM	Debra G Green	2007-10-20	UHC-25289-02	—	4502 Spring St, Miami, FL, 33199	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414846	CLM	Christina Gardner	1973-08-26	UHC-75792-58	2524966184	3126 Central Ave, Gilbert, AZ, 85231	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402163	CLM	Cynthia George	1997-10-13	UHC-88626-78	—	8035 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408767	CLM	Amy Young	1955-08-07	—	5853753072	1598 Pine Dr Apt 23, Tucson, AZ, 85784	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404560	CLM	David Daniels	2001-05-25	UHC-45682-55	—	9352 Maple Ave, Houston, TX, 77043	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432146	CLM	Dunna Lawson	1938-12-06	—	—	789 Mesa Dr, Dallas, TX, 75204	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430920	CLM	Megan Montgomery	1958-12-25	UHC-67886-41	—	3088 Ocean Ave, Tempe, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429385	CLM	Madison Graham	1948-02-25	UHC-92091-04	—	1690 Forest Ave, Glendale, AZ, 85369	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408750	CLM	Patricia Gomez	1940-10-24	UHC-71807-52	2928418674	3964 Highland Ave, Scottsdale, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431362	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave # 860, Orlando, FL	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-406230	CLM	Mkie Murphy	1979-09-25	UHC-74131-37	—	4048 Broadway, Chandler, AZ, 85251	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-416508	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416507	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-400490	CLM	Frances Bailey	1977-09-15	UHC-79037-98	—	4314 Mountain View Dr, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414797	CLM	Julia Weber	1984-11-10	UHC-99785-70	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407133	CLM	Sofia C Thomas	2001-05-06	—	—	4069 River Rd, Mesa, AZ, 85254	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409542	CLM	Mark Knight	1979-12-25	—	—	7891 Apache Blvd # 767, Eden Prairie, MN, 55391	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408955	CLM	Heather J Porter	2004-08-24	UHC-28711-83	—	4648 Baseline Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-405276	CLM	Alexander Crawfodr	1994-02-06	UHC-69787-09	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-412514	CLM	Emily U Ford	1944-05-25	UHC-79018-96	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-420773	CLM	Hoffman Michelle	1973-01-12	UHC-99305-76	4388649479	9864 Lake View Rd, Miami, FL, 33174	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411690	CLM	Wei S Hunt	1982-02-05	UHC-22166-98	7597868912	6483 Jefferson Ave # 783, Chandler, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416694	CLM	Dbebie D Webb	1956-10-16	UHC-83661-45	3873581411	—	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-409657	CLM	Christina Grant	1979-12-28	UHC-88985-87	—	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
CLM-401252	CLM	Carlos Scott	1943-08-20	—	3766814639	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-423834	CLM	Alan Schmidt	1992-10-27	UHC-55876-27	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403024	CLM	Alice Wallace	1939-07-04	—	—	1501 Main St, Orlando, FL, 32875	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424853	CLM	Theresa A Padilla	1944-12-07	UHC-76628-92	—	5793 Hillcrest Rd, Columbus, OH, 43210	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430353	CLM	Daniel Castillo	1949-05-16	UHC-74193-54	—	6991 Main St, Seattle, WA, 98171	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-424118	CLM	Judy Watkins	1973-04-08	UHC-12017-24	7947686283	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-421380	CLM	Alexis Hilll	1952-02-12	—	6143904329	4089 River Rd, Tucson, AZ, 85788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-423621	CLM	Bobby Cole	1989-06-10	UHC-51664-05	8076249165	231 Desert Sky Blvd, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412634	CLM	Mateo Estrada	1981-01-25	—	9019565774	3838 Mountain View Dr, Glendale, AZ, 85344	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403500	CLM	John Contreras	1980-02-28	UHC-95942-06	—	2831 Baseline Rd, Miami, FL, 33140	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402919	CLM	Ben M Greene	1994-06-08	UHC-36280-57	—	1364 Oak St, Dallas, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426461	CLM	Heather X Long	1969-11-19	—	8105821362	1715 Camelback Rd, San Antonio, TX, 78264	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429811	CLM	Liz Ryan	1990-03-12	—	9104977778	9835 Park Pl, Eden Prairie, MN, 55370	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422850	CLM	George F Kelley	1982-01-24	—	6913678431	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412752	CLM	Cruz U Rachel	1995-10-10	—	—	94 Palm Dr, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405156	CLM	Greg Hunt	1978-09-14	UHC-84710-60	—	6266 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416182	CLM	David Davis	1948-04-05	UHC-44621-94	—	5233 Maple Ave, Mesa, AZ, 85203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 43 of 212Previous Next