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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407966	CLM	Ryan Howall	1982-04-25	UHC-91148-66	6725480855	4377 Forest Ave, Miami, FL, 33176	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413020	CLM	Juan Guerrero	1963-05-04	—	—	7648 Broadway, Atlanta, GA, 30300	0.66	Phone missing area code Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-410016	CLM	Noah Estrada	2005-04-15	—	—	6764 Hillcrest Rd, Scottsdale, AZ, 85266	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427695	CLM	Billy Henderson	1995-12-27	UHC-53069-38	6126603099	1253 Lake View Rd, Eden Prairie, MN, 55342	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-417009	CLM	Charles Porter	2004-04-09	UHC-37973-20	—	9313 Forest Ave, Sacramento, CA, 95829	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-420237	CLM	Katherine Z Patel	1968-05-21	UHC-80935-14	—	4167 Main St, Houston, TX, 77092	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-406640	CLM	Harold Vega	1946-06-06	—	—	9470 Highland Ave, Orlando, FL, 32842	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-429790	CLM	Nancy Marshall	1961-03-10	UHC-91729-28	—	9776 Main St, Phoenix, AZ, 85073	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-412086	CLM	Diego McDonald	1953-03-16	UHC-23070-17	9652639388	2991 Ocean Ave, Columbus, OH, 43274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416914	CLM	Liz Gordon	1967-02-14	—	3406277333	4061 Camelback Rd Apt 5, Miami, FL, 33161	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-412342	CLM	Katherine W Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
CLM-419022	CLM	Katherine Aguilar	1951-01-07	—	—	3243 Grand Ave, Las Vegas, NV, 89104	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-415459	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419453	CLM	Jack Santos	1949-11-17	UHC-74335-50	—	8810 Grand Ave, Nashville, TN, 37255	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-402473	CLM	Judith Lopez	1978-05-25	—	9455743892	449 Washington St, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-406157	CLM	Beverly Freeman	1963-07-23	UHC-77741-84	—	8881 Mountain View Dr, Tucson, AZ, 85774	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403190	CLM	Douglas Tran	1989-11-23	UHC-80256-41	—	3176 Jefferson Ave, San Diego, CA, 92141	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414625	CLM	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400276	CLM	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-411404	CLM	Emma Harrison	1939-12-13	—	3898486336	1925 Mountain View Dr, Miami, FL, 33123	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424824	CLM	Dennis Thompson	1956-10-11	UHC-99586-03	—	8585 Grand Ave, Denver, CO, 80212	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422076	CLM	Anthony James	1987-02-14	UHC-64793-65	—	2390 Church St, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-422077	CLM	Anthony James	1987-02-14	UHC-64793-65	—	2390 Church St, Glendale, AZ, 85385	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-415159	CLM	Edward Garcia	1942-12-09	—	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423574	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	3233985199	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-411543	CLM	Jack N Carter	1997-04-23	—	—	9198 Mountain View Dr, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-415866	CLM	Aaron Simpson	2005-05-22	UHC-21933-26	—	659 Washington St, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-408710	CLM	Virginia Le	1958-01-16	UHC-66102-15	—	4073 Forest Ave, Scottsdale, AZ, 85218	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400248	CLM	Jonathan P Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-408900	CLM	Alexis A Lawson	1941-07-05	UHC-03023-14	4863082486	5486 Church St, Eden Prairie, MN, 55333	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-416992	CLM	Jennifer Little	1954-06-06	UHC-31231-20	—	6996 Lincoln Way, Jacksonville, FL, 32230	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
CLM-406808	CLM	Amanda Evans	2000-03-03	UHC-14543-34	—	3904 Ocean Ave, San Diego, CA, 92154	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-422963	CLM	Hoffman Debra	1983-03-20	UHC-18077-63	—	7106 Apache Blvd, Tampa, FL, 33631	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-426323	CLM	Gloria Guzman	1939-05-23	—	—	5838 Pine Dr, Glendale, AZ, 85394	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-409731	CLM	Elijah K Castillo	1953-09-23	UHC-83539-81	4707023292	2305 Oak St, Chandler, AZ, 85293	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-424134	CLM	Marilyn P Ross	1968-11-15	UHC-88869-42	4714716124	4816 Mesa Dr, Charlotte, NC, 28298	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-420852	CLM	Jean Espinoza	1942-05-24	—	4893141789	3118 Jefferson Ave, Jacksonville, FL, 32261	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400497	CLM	Judith Gonzales	1995-04-21	—	—	144 Canyon Rd, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-404183	CLM	Sofia Carr	2005-07-11	—	—	6550 Main St, Sacramento, CA, 95865	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-419250	CLM	Fatima Henderson	1970-11-22	UHC-17129-93	—	7774 Church St, Dallas, TX, 75255	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-430043	CLM	Mei B Walsh	1980-04-15	—	—	6193 Church St, Orlando, FL, 32806	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402094	CLM	Nataalie Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400464	CLM	David Coleman	1950-03-23	UHC-62709-80	—	2925 Main St, Scottsdale, AZ, 85286	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-424316	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400492	CLM	Roy Butler	1975-12-16	UHC-98340-50	—	9411 Desert Sky Blvd, Glendale, AZ, 85310	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427981	CLM	Abigail R Rios	1979-05-26	UHC-06532-92	—	5815 Bayshore Dr # 723, San Antonio, TX, 78296	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-416924	CLM	Paul U Lawson	2005-04-09	UHC-29000-24	—	2360 Mesa Dr, Eden Prairie, MN, 55372	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431857	CLM	Kathleen Lane	2005-05-21	UHC-17661-79	5406334740	2331 Spring St, Phoenix, AZ	0.66	City re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-409782	CLM	Mei A Johnson	1978-02-23	—	—	4634 River Rd, Plano, TX, 75089	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-430895	CLM	Katherine Ellis	1945-08-02	—	3428365735	1385 Jefferson Ave, Eden Prairie, MN, 55322	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

2,633 rows, page 34 of 53Previous Next