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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414413	CLM	Bobby Sandoval	1998-07-13	—	—	8161 Ocean Ave, Mesa, AZ, 85298	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-407061	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-419799	CLM	Diane Reid	1954-02-03	UHC-19446-14	—	2365 Sage Ct, Houston, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-416019	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-416020	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-406233	CLM	Victoria Schmidt	1988-06-12	UHC-00189-24	—	7090 Harbor Blvd, Tempe, AZ, 85278	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Email lower-cased+1 more
CLM-416585	CLM	Stephen Meyer	1994-05-10	UHC-06552-81	—	3258 Ridge Rd, San Diego, CA	0.66	State code upper-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-413195	CLM	Jackie Watson	2005-05-22	UHC-06280-11	5204923549	1973 Cedar Ln Apt 8, Tucson, AZ, 85733	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407807	CLM	Samantha Morris	1995-01-25	UHC-43300-11	—	921 Church St, Tucson, AZ, 85776	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-424759	CLM	Thomas Matthews	2005-09-23	UHC-54543-72	7982542444	6278 Central Ave, Nashville, TN	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
CLM-410375	CLM	Arjun Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX	0.66	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
CLM-411119	CLM	Jessca Evans	1974-08-13	—	5406006053	2157 River Rd, Dallas, TX, 75242	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-403192	CLM	Mary U Daniels	1969-09-15	UHC-02753-64	—	3406 Market St, Denver, CO, 80259	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-410928	CLM	Jooyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX	0.66	Phone reformatted State code upper-cased ZIP missing Gender normalised+1 more
CLM-427297	CLM	Christine Wright	1944-09-24	UHC-27440-91	—	5140 Ridge Rd, Glendale, AZ, 85395	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-408197	CLM	Luna Brenda	—	UHC-89078-96	—	1396 Palm Dr, Tampa, FL, 33693	0.68	Date of birth missing State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-408792	CLM	Angela Moreno	1953-07-10	—	—	5173 Broadway, Atlanta, GA, 30357	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-408012	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-408011	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-417247	CLM	Russell Guerrero	1975-09-04	—	—	675 Mountain View Dr, Tucson, AZ, 85702	0.68	SSN last four extracted State code upper-cased Gender normalised Placeholder values cleared
CLM-401788	CLM	Amanda J Wallace	1942-12-28	—	9442044805	7313 Valley View Dr, Plano, TX, 75090	0.68	Street suffix standardised Address re-cased State code upper-cased Gender normalised
CLM-421374	CLM	Frances R Grant	1979-03-19	—	—	7335 Broadway, Los Angeles, CA, 90033	0.68	Name split from “Last, First”Middle initial moved out of first name State code upper-cased Placeholder values cleared
CLM-400642	CLM	Yuki Berry	1953-10-02	—	—	5752 Lincoln Way, Atlanta, GA, 30354	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
CLM-418661	CLM	Sean Montgomery	1939-06-25	UHC-97339-65	7949253606	284 Jefferson Ave, Charlotte, NC, 28298	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430172	CLM	Lucia Ryees	1967-05-26	—	9887346573	7826 Mountain View Dr, Fresno, CA, 93757	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431813	CLM	Alexis McCoy	1984-03-02	—	6277050590	4642 Forest Ave, Las Vegas, NV, 89104	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428596	CLM	Dylan Payne	1958-11-11	UHC-58863-01	5616588443	3721 Sunset Blvd, Los Angeles, CA, 90098	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420972	CLM	Brittany J Hduson	1966-07-21	UHC-45710-24	8086786462	1462 Canyon Rd, Minneapolis, MN, 55447	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416941	CLM	Gabriel Delgado	1993-11-22	UHC-19497-55	—	7840 Spring St, Phoenix, AZ, 85045	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409054	CLM	Noah Robinson	1979-07-12	—	2777164398	6750 River Rd # 878, Denver, CO, 80238	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-425175	CLM	Jaes Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416154	CLM	Priya Weelch	1991-08-20	—	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400160	CLM	Jluie R Wilson	1965-12-07	UHC-58931-70	—	766 Washington St, Austin, TX	0.72	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+4 more
CLM-429088	CLM	Thomas Gray	1996-09-03	UHC-10187-67	9105355447	6470 Baseline Rd, Atlanta, GA, 30340	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425381	CLM	Eric Li	1942-04-03	UHC-31120-87	2816377947	3044 Park Pl, Denver, CO, 80212	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413799	CLM	Angela Mitchell	1938-07-05	UHC-96967-57	2655440593	2801 Jefferson Ave, Tucson, AZ, 85771	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427505	CLM	Jesse Miller	1943-04-13	UHC-45991-10	4624821279	1014 Jefferson Ave, Seattle, WA, 98126	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416600	CLM	Lawrence Williams	1987-07-11	—	8988804967	7519 Highland Ave, Minneapolis, MN, 55461	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-410159	CLM	Deborah Evans	1948-06-12	UHC-93956-02	—	7216 Harbor Blvd, Gilbert, AZ, 85270	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401936	CLM	Christopher Thompson	1979-06-23	—	2906522763	3057 Bayshore Dr, Columbus, OH, 43261	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414439	CLM	Teresa Gerene	1969-02-17	—	5322112437	3387 Mountain View Dr, Los Angeles, CA, 90004	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430995	CLM	Evelyn Jackson	1970-01-05	UHC-18381-07	2048128842	2557 Pine Dr, Atlanta, GA, 30372	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415931	CLM	Jacob Ramos	1964-07-27	UHC-86970-92	3269450818	7741 Market St, Houston, TX, 77000	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407603	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	3553 Harbor Blvd, Gilbert, AZ, 85240	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-406085	CLM	Santiago Phillips	1962-11-01	—	—	9067 Forest Ave, San Antonio, TX, 78242	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-427281	CLM	Boyd George	1977-11-23	UHC-29797-34	4318058304	9125 River Rd, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-400083	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410554	CLM	Joe Green	1980-10-16	UHC-41373-96	—	3650 Union St, Fresno, CA, 93785	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-428619	CLM	Jack Yang	1943-06-04	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409200	CLM	Angela Murphy	1948-09-05	—	9646761889	5389 Harbor Blvd, Glendale, AZ, 85341	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

1,156 rows, page 10 of 24Previous Next