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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427155	CLM	—Junk	1960-03-21	UHC-14831-12	9596542063	6886 Palm Dr, Gilbert, AZ, 85277	0.82	Phone reformatted City re-cased No usable name (quarantined)
CLM-417534	CLM	Jose Ryn	1948-06-08	—	—	5976 Market St, Gilbert, AZ, 85281	0.82	Street suffix standardised Address re-cased City re-cased
CLM-403606	CLM	Emma C Watson	1991-08-15	UHC-67915-09	5699816603	1108 Elm St, Sacramento, CA, 95854	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-407413	CLM	Diego Rose	1964-09-02	UHC-50574-79	—	6107 Jefferson Ave, Tucson, AZ, 85795	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-418001	CLM	Deborah Elliott	—	UHC-46677-36	3965752271	9691 Cedar Ln, Minneapolis, MN, 55400	0.82	Date of birth unreadable City re-cased Placeholder values cleared
CLM-427356	CLM	Logan Henderson	1973-03-24	—	—	7798 Meadow Ln, Phoenix, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-402195	CLM	Sue Morris	1958-03-10	UHC-02849-78	—	6814 Baseline Rd, Jacksonville, FL, 32291	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-417749	CLM	Jose Scott	1979-05-02	UHC-23800-23	—	1716 Ridge Rd, Nashville, TN, 37283	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
CLM-421392	CLM	Mariana Vasquez	1978-07-23	UHC-43094-42	—	3090 Canyon Rd, Dallas, TX, 75208	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-430528	CLM	Andrea Dean	1939-10-02	—	2587498256	1987 Meadow Ln, Tempe, AZ, 85201	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-425707	CLM	Ahmed Watkins	1943-02-12	UHC-52231-59	—	439 Apache Blvd, San Antonio, TX, 78285	0.82	SSN last four extracted City re-cased Placeholder values cleared
CLM-414098	CLM	Christopher E Evans	1960-05-09	UHC-90954-06	—	6340 Cedar Ln, San Diego, CA, 92107	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-411225	CLM	Don Russell	1974-02-22	—	—	5913 Maple Ave # 705, Houston, TX, 77046	0.82	Unit split from street City re-cased Placeholder values cleared
CLM-407009	CLM	Emily Silva	—	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.82	Date of birth unreadable City re-cased Email lower-cased
CLM-403303	CLM	Omr Murray	1960-02-04	UHC-31124-86	—	8437 River Rd, Denver, CO, 80215	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-413382	CLM	Patrick V Joran	1964-07-10	UHC-29023-52	5423530470	9666 Broadway, Glendale, AZ, 85340	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-416667	CLM	Matthew Cruz	—	UHC-91463-54	—	7979 Pine Dr, Eden Prairie, MN, 55374	0.82	Date of birth missing City re-cased Placeholder values cleared
CLM-409962	CLM	Ethan Hill	1944-05-11	UHC-60191-91	—	3252 Main St, Austin, TX, 78790	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-408314	CLM	Tyler Ross	2000-01-22	—	—	8109 Camelback Rd, Tempe, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-428037	CLM	Doris L Rogers	2008-12-28	UHC-47330-63	7198238952	7281 Meadow Ln, Glendale, AZ, 85324	0.82	Two-digit birth year Phone reformatted City re-cased
CLM-412778	CLM	Eric K Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA	0.82	Phone reformatted City re-cased ZIP missing
CLM-417772	CLM	Amy Larson	2005-06-02	UHC-16715-78	—	1811 Canyon Rd, Scottsdale, AZ, 85207	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-416727	CLM	Ahmed N Marshall	1944-10-12	UHC-12592-10	9705812784	6570 Lincoln Way, Glendale, AZ, 85335	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-406921	CLM	Bobby Ward	—	—	—	2392 Washington St, Tucson, AZ, 85754	0.82	Date of birth unreadable City re-cased Whitespace trimmed
CLM-400854	CLM	Keiht Fisher	1965-10-14	UHC-11065-15	7724152410	3741 Washington St, Miami, FL, 33157	0.82	Name split from “Last, First”Phone reformatted City re-cased
CLM-415559	CLM	Ryan Pena	—	UHC-20316-03	—	4274 Washington St, Los Angeles, CA, 90057	0.82	Date of birth unreadable City re-cased Whitespace trimmed
CLM-406664	CLM	Pamela Black	1969-01-06	—	—	8059 Park Pl, Denver, CO, 80257	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-420454	CLM	Sharon E Haarper	2006-12-17	—	6269566936	9284 Highland Ave, Atlanta, GA, 30322	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-427857	CLM	Nicholas B West	1984-01-12	UHC-15259-45	—	5521 Grand Ave, Fresno, CA, 93776	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-419842	CLM	Mei White	1958-08-20	UHC-19755-67	—	3997 Central Ave, Eden Prairie, MN, 55329	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-407132	CLM	Bradley H Weaver	1986-04-15	UHC-93569-57	—	6249 Ridge Rd, Jacksonville, FL	0.82	Date of birth reformatted City re-cased ZIP missing
CLM-408867	CLM	Wallace George	1966-06-24	—	7299008365	106 Grand Ave, Nashville, TN	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-410254	CLM	Frank Carter	1947-02-18	—	—	8754 Meadow Ln, Tempe, AZ, 85277	0.82	SSN last four extracted City re-cased Placeholder values cleared
CLM-401682	CLM	Abigail Coleman	1951-01-12	—	—	6206 Ridge Rd, Denver, CO, 80291	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418760	CLM	Billy Austin	1992-05-22	—	—	29 Lincoln Way, Fresno, CA, 93774	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-421773	CLM	Luis McDonald	1940-06-07	—	—	4096 Main St, Glendale, AZ, 85353	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-419846	CLM	Austin Torrres	1941-04-06	UHC-31919-33	—	5369 Bayshore Dr, Tucson, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-409465	CLM	Jessica J Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.82	Phone reformatted City re-cased State name converted to code
CLM-420619	CLM	Nathan Tran	2003-06-21	UHC-26240-33	8003341053	4071 River Rd, Los Angeles, CA	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-432693	CLM	Kimberly Lynch	—	UHC-86014-86	—	8359 Mountain View Dr, Jacksonville, FL, 32214	0.82	Date of birth unreadable City re-cased Placeholder values cleared
CLM-415430	CLM	Elizabeth Brown	1971-10-24	UHC-66461-69	8295940443	30 Maple Ave, Austin, TX, 78740	0.82	Name split from “Last, First”Phone reformatted City re-cased
CLM-423919	CLM	Alice Meyer	1980-10-04	—	4118073364	7448 Mesa Dr, Chandler, AZ, 85272	0.82	Date of birth reformatted City re-cased ZIP+4 trimmed
CLM-404146	CLM	Helen Hicks	1962-07-12	UHC-81077-42	—	6150 Cedar Ln, Dallas, TX, 75280	0.82	Name split from “Last, First”City re-cased Whitespace trimmed
CLM-431367	CLM	Heather Reid	1993-03-26	UHC-36200-07	—	5533 Maple Ave, Fresno, CA, 93711	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-404135	CLM	Maria T Dunn	1964-08-17	UHC-04782-32	—	3948 Hillcrest Rd, Fresno, CA, 93772	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-430242	CLM	Adam Cooper	2006-03-14	—	4928731767	8767 Harbor Blvd # 680, Sacramento, CA, 95832	0.82	Unit split from street City re-cased Placeholder values cleared
CLM-412731	CLM	Maria Y Espinoza	1989-05-18	—	—	5128 Spring St, Miami, FL, 33122	0.82	Two-digit birth year City re-cased Placeholder values cleared
CLM-426206	CLM	Dorothy Collins	1942-04-11	UHC-66552-94	—	8752 Broadway, Orlando, FL	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-416137	CLM	Dennis Ramirez	1966-07-12	UHC-34930-60	—	5215 Apache Blvd, Orlando, FL	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-411299	CLM	Kathryn G Parkr	1945-08-28	UHC-62847-12	—	6159 Broadway, Orlando, FL, 32888	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared

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