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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413925	CLM	Austin Y Patel	1972-10-22	UHC-18926-01	7562973581	1655 Baseline Rd, Atlanta, GA, 30387	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-417138	CLM	Edward Z Maldonado	2000-11-17	—	4923343802	9467 Oak St, Mesa, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413169	CLM	Bryan Silva	1955-11-05	UHC-56626-27	—	612 Church St, San Antonio, TX, 78223	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-432663	CLM	Emily Stephens	1940-08-13	—	8006667095	7973 Mesa Dr, Scottsdale, AZ, 85204	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426552	CLM	Mason Palmer	2005-01-19	—	3714733434	334 Lincoln Way, Atlanta, GA, 30351	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423601	CLM	Aaron Rojas	1938-03-27	—	4493701999	7749 Mesa Dr Apt 24, Gilbert, AZ, 85225	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-421506	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+2 more
CLM-419718	CLM	Hiroshi Fowler	1947-09-07	UHC-09603-43	—	—	0.76	Name re-cased Phone missing area code Member ID reformatted Email lower-cased+2 more
CLM-420378	CLM	Sandra Reyes	1982-05-09	—	—	2116 Ocean Ave, Las Vegas, NV, 89111	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-426788	CLM	Christian Simmons	1990-12-02	—	4748365776	976 Valley View Dr, Mesa, AZ, 85269	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-430334	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	—	2310 Forest Ave, Eden Prairie, MN, 55360	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-406297	CLM	Sarah T Sctot	1944-05-16	UHC-34036-57	—	—	0.78	Middle initial moved out of first name Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-418816	CLM	Richard Boyd	1944-02-02	UHC-89046-92	9896695363	2919 Jefferson Ave, Scottsdale, AZ, 85258	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412078	CLM	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX, 75298	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-425401	CLM	Isabella Lee	1954-08-09	UHC-43649-73	3227310024	4462 Market St, Atlanta, GA, 30368	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-402684	CLM	Juan Wheeler	1984-09-25	UHC-16090-07	7875147822	1189 Ocean Ave, Scottsdale, AZ, 85274	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-431363	CLM	Nicole Gonzales	1941-02-13	UHC-80545-64	8182614739	4175 Forest Ave, Orlando, FL, 32880	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
CLM-406641	CLM	Laura X Gonzales	—	UHC-04399-76	—	6818 Camelback Rd, Las Vegas, NV, 89113	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
CLM-426484	CLM	Jennifer Z Williamson	—	UHC-04711-37	—	5587 Apache Blvd, Denver, CO, 80290	0.78	Name re-cased Date of birth unreadable Email lower-cased Whitespace trimmed+1 more
CLM-418857	CLM	Kyle O Bryant	1976-09-16	UHC-45658-55	—	3140 Ocean Ave, Nashville, TN, 37281	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-431847	CLM	Roy U James	2008-11-12	—	—	6635 Park Pl, Las Vegas, NV, 89178	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-407768	CLM	Glora Black	1994-12-14	—	7948045970	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-429394	CLM	Alexis Prce	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-419256	CLM	—Junk	2001-06-20	UHC-49869-26	—	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-428568	CLM	Kimberly Harvey	1987-06-03	—	—	6385 Harbor Blvd, Minneapolis, MN, 55423	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-430128	CLM	Melissa Maldonado	1971-06-16	—	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-412547	CLM	Rachel D Coleman	1949-10-19	UHC-34040-77	3024390138	935 Meadow Ln, Atlanta, GA, 30376	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-414466	CLM	Willam Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
CLM-417577	CLM	Angela Hamilton	1960-09-08	—	—	1326 Valley View Dr, Houston, TX, 77096	0.78	Email lower-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-422906	CLM	Samantha Garza	1948-03-03	UHC-66841-45	—	2856 Bayshore Dr, Eden Prairie, MN, 55388	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-402315	CLM	Laura Alvarado	2005-01-12	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-401147	CLM	Victoria I Wilson	1951-06-12	UHC-11161-09	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-411076	CLM	Robert Stevens	1948-10-10	—	—	6132 Maple Ave, Columbus, OH, 43254	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-401289	CLM	Nancy Goerge	1946-06-28	UHC-91005-74	—	7699 Grand Ave, Atlanta, GA, 30322	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-410348	CLM	Diana Mills	1941-03-15	—	9715193934	3531 Market St, Austin, TX, 78771	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-424020	CLM	Omar N Espinoza	1972-06-10	UHC-79522-74	—	4678 Park Pl, Glendale, AZ, 85344	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411175	CLM	Betty Wheeler	2002-10-15	—	—	2733 Church St, Charlotte, NC, 28288	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-411397	CLM	Jacob Kelly	1990-05-14	UHC-64102-34	—	9005 Hillcrest Rd, Austin, TX, 78705	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-432254	CLM	James Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl # 660, Sacramento, CA, 95829	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
CLM-400638	CLM	Jeremy Wilson	1983-10-25	UHC-59488-37	—	4960 Grand Ave, Miami, FL, 33138	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-424774	CLM	Mariana A Kennedy	1945-03-07	UHC-43232-55	3472412162	6653 Ocean Ave, Nashville, TN, 37240	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
CLM-425418	CLM	Samantha R Palmar	2008-02-16	UHC-09047-81	—	523 Lake View Rd Apt 16, Los Angeles, CA, 90049	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-428710	CLM	Betty Rodriguez	2008-01-02	UHC-69967-28	8284575874	1339 Spring St, Plano, TX, 75083	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-400356	CLM	Hannah Dominguez	1988-11-24	UHC-53763-37	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-400550	CLM	Amy Wong	1972-07-16	—	8684464207	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-424427	CLM	Payen Grce	1973-11-25	UHC-34652-72	5048748926	4276 Desert Sky Blvd, San Antonio, TX, 78287	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-413406	CLM	—Junk	1960-05-26	UHC-40615-31	2306384043	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-413371	CLM	Stevens Vicky	1971-12-19	UHC-07139-26	3618387929	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-430201	CLM	Philip Olson	2007-09-07	—	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-411822	CLM	Vincent J Jones	1975-09-01	—	6867719626	3540 Jefferson Ave, Nashville, TN, 37295	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more

989 rows, page 11 of 20Previous Next