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-406922	CLM	Brenda Coleman	1993-09-06	UHC-19276-60	—	8164 Oak St, Tucson, AZ, 85751	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-419337	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave Apt 1, Miami, FL, 33180	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-420670	CLM	Nathan Murray	1947-07-27	—	4319747592	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408601	CLM	Arthur Lucas	1983-09-11	UHC-03901-28	—	2547 Ocean Ave, Nashville, TN, 37228	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427568	CLM	Fatima Warren	1943-01-18	UHC-57298-39	—	9247 Oak St, Minneapolis, MN, 55453	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405046	CLM	Paul Garza	1981-06-15	UHC-77971-56	—	1297 Central Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417315	CLM	Lori U Obrien	1982-05-16	—	—	232 Indian School Rd, San Diego, CA, 92191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422837	CLM	Joshua Dominguez	1988-11-04	UHC-51478-26	—	9333 Park Pl, Houston, TX, 77003	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417176	CLM	Russell Herrera	1968-07-06	—	2662400815	8097 Central Ave, Gilbert, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428208	CLM	Abby Murray	1972-02-02	—	—	3973 Union St, Jacksonville, FL, 32200	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401555	CLM	Ed Baker	—	—	—	5237 Jefferson Ave, Denver, CO, 80253	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-427793	CLM	Alice Austin	1992-08-28	UHC-95346-51	—	8627 Harbor Blvd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City 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-407959	CLM	Beverly Gonzales	1944-03-03	UHC-28012-85	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432595	CLM	Emily Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 528, San Antonio, TX, 78278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-424673	CLM	Sandra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave # 177, Fresno, CA, 93777	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-420889	CLM	Doris Bradely	1946-08-01	—	—	158 Cedar Ln, Orlando, FL, 32883	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408937	CLM	Amanda Ortiz	1971-11-28	UHC-08539-42	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420268	CLM	Billy Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412270	CLM	David W Hansen	2004-02-20	—	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-403878	CLM	Andrea Brown	1977-01-22	—	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426060	CLM	Carolyn Sullivan	1961-11-15	UHC-71999-32	6434768101	7997 Hillcrest Rd, Chandler, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-427390	CLM	Elijah Wood	1984-09-24	UHC-55725-25	—	3073 Main St, Scottsdale, AZ, 85282	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-426458	CLM	Dennis Warren	1969-11-23	UHC-83107-26	—	5204 Bayshore Dr, Dallas, TX, 75287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407059	CLM	Christopher W Duncan	2002-06-26	UHC-75482-87	8705889502	5806 Oak St Apt 23, Dallas, TX, 75223	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-413746	CLM	Harod Obrien	1984-03-24	UHC-14045-71	6383919662	259 Market St, Sacramento, CA, 95818	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410755	CLM	Mateo Cook	—	UHC-41125-17	—	—	0.64	Name re-cased Date of birth missing Phone missing area code Member ID reformatted+2 more
CLM-429934	CLM	Walter Flores	1947-07-06	UHC-24155-05	—	9510 Grand Ave, Los Angeles, CA, 90056	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421886	CLM	Brittany P Fuller	1939-10-04	—	7165006523	1183 Elm St, Mesa, AZ, 85254	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-429269	CLM	Amada Q Day	2003-05-12	—	—	16 Indian School Rd, Miami, FL, 33165	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423810	CLM	Natalie G Crawford	1943-07-06	UHC-94219-79	8056690292	6101 Forest Ave, Miami, FL, 33144	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-421059	CLM	Deborah F Sandoval	—	—	—	6170 Sage Ct, Seattle, WA, 98191	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421716	CLM	Jessica U Gutierrez	1975-10-27	—	6817862168	1699 Valley View Dr, Los Angeles, CA, 90068	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432742	CLM	Joan Weber	1973-06-08	UHC-20455-78	—	9509 Park Pl, San Diego, CA, 92153	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414645	CLM	Brittany Harvey	1969-03-05	—	—	862 Willow Ct, Tempe, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410185	CLM	Saarh D Crawford	—	—	7438850092	1934 River Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
CLM-403227	CLM	Yuki Richardson	1982-02-08	UHC-64259-10	6144330688	2434 Forest Ave, Eden Prairie, MN, 55340	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412351	CLM	Harold Rogers	2005-10-15	UHC-54307-35	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412350	CLM	Harold Rogers	2005-10-15	UHC-54307-35	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404902	CLM	Gerald Cox	1971-10-05	UHC-87483-13	—	5111 Canyon Rd, Plano, TX, 75044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428171	CLM	Megan Prez	1984-12-22	UHC-14015-28	4484811664	1460 Bayshore Dr, Miami, FL, 33161	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-429169	CLM	Keith Murphy	2002-11-25	UHC-50394-87	7234990871	7738 Central Ave, Las Vegas, NV, 89169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406236	CLM	Sharon Hanson	2000-07-07	—	—	33 River Rd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408966	CLM	Logan M Carpenter	—	UHC-56149-76	—	7199 Bayshore Dr, Austin, TX, 78766	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-403426	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

13,120 rows, page 52 of 263Previous Next