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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-405472	CLM	Jesse I Pierce	1990-06-05	UHC-18857-43	2364039441	4975 Lincoln Way Apt 13, Houston, TX, 77067	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-423386	CLM	Matt Braldey	1974-06-22	—	4776024405	8537 Baseline Rd # 435, Glendale, AZ, 85300	0.64	Phone reformatted Unit split from street 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-410628	CLM	Ronald Olson	1939-10-04	—	6949207624	9584 Maple Ave, Dallas, TX, 75248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-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-421504	CLM	William Clark	1986-07-21	UHC-40657-97	8369436892	7594 Cedar Ln, Tampa, FL, 33680	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412706	CLM	Randy Dixon	1991-08-06	UHC-17679-69	8345020074	6924 Willow Ct, Atlanta, GA, 30381	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-415841	CLM	Teresa Little	1971-08-18	UHC-60625-51	—	5852 Sage Ct, Nashville, TN, 37234	0.64	Name split from “Last, First”Member ID reformatted 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-419148	CLM	Laura Morrs	1955-05-12	UHC-18122-11	—	6637 Washington St, San Antonio, TX, 78233	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423334	CLM	Lauren Porter	1962-08-04	UHC-47113-19	—	1731 Harbor Blvd # 240, Orlando, FL, 32892	0.64	Unit split from street Street suffix standardised Address re-cased City 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-406436	CLM	Wei Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-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-422689	CLM	Arthur Lawson	1980-01-04	UHC-45410-99	2375944552	6245 Union St, Tampa, FL, 33637	0.64	Phone 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-429913	CLM	Josh U Castro	1977-01-11	—	7054916373	7336 Sunset Blvd Apt 8, Charlotte, NC, 28243	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-421664	CLM	Rebecca Gonzalez	1944-09-04	UHC-31410-51	—	8753 Ocean Ave, Nashville, TN, 37248	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-430482	CLM	George S Nelson	1941-04-27	UHC-72655-13	5636544348	9584 Desert Sky Blvd, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429256	CLM	Jeffrey Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-423911	CLM	Russell Ward	1968-09-05	UHC-88290-82	—	1653 Maple Ave, Glendale, AZ, 85323	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+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-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-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-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-413495	CLM	Snadra Q Murphy	1982-09-27	UHC-50635-15	—	2648 Mesa Dr, Minneapolis, MN, 55424	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425049	CLM	Mark Johnson	1989-09-14	UHC-68075-73	—	3957 Willow Ct, Scottsdale, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-428404	CLM	Julie Evans	1989-03-18	—	3147588213	8423 Main St, Plano, TX, 75054	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405481	CLM	Megan Reynolds	1954-09-13	UHC-83388-10	—	9684 Highland Ave Apt 14, Dallas, TX, 75253	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-419969	CLM	—Junk	1950-01-23	UHC-98453-38	—	1973 Harbor Blvd, Glendale, AZ, 85385	0.64	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+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-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-422022	CLM	Christina Graham	2000-01-21	UHC-41760-03	7554538929	6748 Camelback Rd, Jacksonville, FL, 32250	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-415522	CLM	Bruce Reynolds	1945-07-01	UHC-33418-96	—	8688 Apache Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+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-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-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

16,411 rows, page 108 of 329Previous Next