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-416965	CLM	Julia Flres	1972-07-03	UHC-63679-63	3518716314	663 Sage Ct, Charlotte, NC, 28265	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413963	CLM	Janet Stone	1994-05-27	—	2176928382	5916 Sage Ct, Sacramento, CA, 95888	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425559	CLM	Donan Cole	1963-10-15	UHC-91826-55	—	5655 Apache Blvd, Chandler, AZ, 85231	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-425321	CLM	Benjamin Stone	1986-11-28	UHC-33045-31	—	8811 Palm Dr, Tampa, FL, 33645	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410754	CLM	Jordan George	1969-09-21	—	—	274 Desert Sky Blvd, Austin, TX, 78770	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403889	CLM	Henry M Tran	1977-01-13	UHC-54488-12	—	4058 Palm Dr, Miami, FL, 33124	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-426869	CLM	Wei O Garza	1973-05-16	UHC-65237-74	8316112926	4564 Ocean Ave, Atlanta, GA, 30306	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-426134	CLM	Scott Shaw	1958-03-02	UHC-40662-50	—	504 Camelback Rd, Dallas, TX, 75271	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-414913	CLM	Hamilton Dennis	1938-08-11	—	—	7037 Highland Ave, Nashville, TN, 37299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408508	CLM	Brenda P Obrien	2004-09-12	—	—	2758 Jefferson Ave, Denver, CO, 80263	0.66	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+1 more
CLM-419763	CLM	Kathy Gomze	2004-01-22	UHC-29714-20	4444697791	4910 Hillcrest Rd Apt 4, Minneapolis, MN, 55402	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425118	CLM	Alice Morrison	1965-01-13	—	2293968938	7940 Sage Ct, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403133	CLM	Jose Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430823	CLM	Roy Coleman	1950-10-13	—	2213393572	8107 Camelback Rd, Phoenix, AZ, 85040	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409412	CLM	Kathleen X Watson	1958-07-27	UHC-89150-20	—	2694 Maple Ave Apt 11, Dallas, TX, 75204	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425506	CLM	Roger H Hawkins	1973-01-24	UHC-17742-30	—	7741 Central Ave, Phoenix, AZ, 85004	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-431644	CLM	Brian E Burke	1969-10-08	UHC-98758-75	7227541840	1203 Church St, San Diego, CA, 92196	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416069	CLM	Rachel Coleman	1981-12-28	UHC-96750-71	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423857	CLM	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417911	CLM	Christina D Hernandez	1977-03-26	—	—	3872 Indian School Rd, Atlanta, GA, 30374	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429010	CLM	Andrea Powell	1943-09-24	—	7045051700	7729 Ocean Ave, Dallas, TX, 75267	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415372	CLM	Jennifer Hansen	1966-04-08	UHC-70639-44	—	5187 Main St, Atlanta, GA, 30345	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404735	CLM	Anna Mason	1972-01-02	UHC-45165-10	—	1783 Main St, Austin, TX, 78797	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-428401	CLM	Elijah Z Le	1964-09-23	UHC-95173-48	—	9800 Elm St, Fresno, CA, 93709	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-416949	CLM	Janice K Johnson	1970-03-24	—	—	1070 Apache Blvd, San Diego, CA, 92198	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-411994	CLM	Maria Hoffman	2004-02-01	—	4172852297	7344 Apache Blvd, Gilbert, AZ, 85295	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413342	CLM	Samantha L Fowler	1956-09-06	—	—	2054 Valley View Dr, San Diego, CA, 92167	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417801	CLM	Gloria Crawford	1997-12-04	UHC-50434-74	8296151569	69 Mesa Dr, Los Angeles, CA, 90061	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415800	CLM	Alan Ramos	1999-04-02	—	7625368976	3586 Bayshore Dr, Chandler, AZ, 85255	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-419041	CLM	Martha Moore	2008-06-02	UHC-35380-55	9028019585	511 Baseline Rd, Denver, CO, 80297	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425453	CLM	Scott Gibson	2004-06-02	—	—	5853 Lake View Rd, Miami, FL, 33153	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428055	CLM	Barbara D Rojas	1989-01-04	UHC-46818-78	—	5644 Forest Ave, Nashville, TN, 37287	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411729	CLM	Lucia Ryan	1987-05-06	UHC-61623-91	—	5920 Elm St, Columbus, OH, 43294	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-427617	CLM	Madison Taylor	—	—	—	3153 Oak St, Fresno, CA, 93751	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427276	CLM	Mrai Stewart	2006-12-26	UHC-45508-52	2098852771	9251 Pine Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400935	CLM	Brandon Gonzales	1966-05-07	UHC-09464-72	—	1764 Ocean Ave, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406339	CLM	Frak Guzman	2006-10-09	UHC-66444-28	—	1500 Spring St, Fresno, CA, 93723	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409360	CLM	Ssan Scott	1971-09-12	—	—	6472 Main St, San Diego, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-412071	CLM	Kevin Mejia	1989-03-13	UHC-05080-57	—	6452 Ridge Rd Apt 39, Minneapolis, MN, 55486	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407552	CLM	Samantha W Greene	1976-09-02	—	—	1516 Highland Ave, San Diego, CA, 92151	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423483	CLM	Donna Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408183	CLM	Alice Wang	1938-03-05	UHC-19783-63	—	9104 River Rd, Austin, TX, 78739	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421840	CLM	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424537	CLM	Ben Thomas	2000-07-14	UHC-38480-29	6203420690	1402 Hillcrest Rd, Tempe, AZ, 85248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400532	CLM	Christian W Carpenter	1947-09-17	—	—	8062 Canyon Rd, Los Angeles, CA, 90082	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419101	CLM	Julia Alexander	1993-08-02	UHC-68877-99	—	5257 Elm St, Gilbert, AZ, 85225	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406556	CLM	Nicholas Larson	1993-08-09	UHC-90661-50	—	9895 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410752	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St # 237, Mesa, AZ, 85283	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420469	CLM	Philip Holmes	1963-12-14	UHC-83762-30	—	9662 Indian School Rd, Gilbert, AZ, 85255	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408345	CLM	Brenda Stephens	1963-11-26	UHC-21755-58	—	5273 Church St, Tempe, AZ, 85256	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

16,411 rows, page 168 of 329Previous Next