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

Third-party administrator, 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
TPA-53964	TPA	Danielle Ward	2003-09-25	—	—	8315 Central Ave, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58302	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58303	TPA	Camila Tran	1958-03-13	UHC-16446-89	—	1343 Forest Ave # 446, Phoenix, AZ, 85032	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58776	TPA	Lisa Harrison	1983-07-19	—	—	2224 Ocean Ave, Minneapolis, MN, 55431	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52040	TPA	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ, 85248	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58732	TPA	Emma Dean	1989-04-24	—	9285827900	1260 Ocean Ave, Orlando, FL, 32827	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61238	TPA	Mariana Patel	1956-02-11	—	—	2743 Apache Blvd, Gilbert, AZ, 85230	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57409	TPA	Peter Gray	1985-08-23	—	—	876 Spring St, Los Angeles, CA, 90015	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-52826	TPA	Wei E Nelson	1998-12-11	—	—	139 Main St, Minneapolis, MN, 55488	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-57660	TPA	Sofia Garcia	1962-08-12	—	4739982609	9463 Meadow Ln # 100, Jacksonville, FL, 32216	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62582	TPA	Jack James	1957-03-03	—	—	1297 Maple Ave, Tampa, FL, 33662	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61592	TPA	Wiill Price	1983-07-02	—	—	1117 Oak St, Scottsdale, AZ, 85223	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55649	TPA	Ryan Grant	1989-09-27	UHC-15044-36	7404363040	6174 Valley View Dr, Tucson, AZ, 85708	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55648	TPA	Ryan Grant	1989-09-27	UHC-15044-36	7404363040	6174 Valley View Dr, Tucson, AZ, 85708	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58205	TPA	Chuck James	1985-01-01	UHC-80457-27	—	6831 Desert Sky Blvd, Miami, FL, 33107	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62424	TPA	Elijah Spencer	1968-05-13	—	—	3963 Forest Ave Apt 35, Sacramento, CA, 95892	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62425	TPA	Elijah Spencer	1968-05-13	—	—	3963 Forest Ave Apt 35, Sacramento, CA, 95892	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53436	TPA	Bradley Jacobs	1974-02-03	UHC-08105-35	4014231319	2621 River Rd Apt 39, Gilbert, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59524	TPA	Pamela Q Grant	1949-06-15	—	—	6343 Maple Ave, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62955	TPA	Donald Banks	1971-06-13	—	4742355070	5222 Camelback Rd, Austin, TX, 78730	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59151	TPA	Jacqueline Vargas	1983-07-26	—	2274980011	9060 Mesa Dr, Houston, TX, 77082	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59447	TPA	Ralph Armstrong	1981-07-21	—	—	8223 Pine Dr, Los Angeles, CA, 90077	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54495	TPA	Michael Evans	2006-09-04	—	—	2201 Elm St, Nashville, TN, 37245	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52581	TPA	Barbara Wallace	1984-12-25	—	—	3506 Willow Ct, Phoenix, AZ, 85081	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59198	TPA	Denise Lucas	1997-06-10	—	—	1042 Sunset Blvd, Tampa, FL, 33607	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-59242	TPA	Henry L Estrada	1981-06-09	UHC-01815-45	2404212267	7816 Willow Ct, Phoenix, AZ, 85099	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57212	TPA	Nicholas Sullivan	2004-02-02	—	—	6528 River Rd, Scottsdale, AZ, 85259	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51217	TPA	Maria Clark	1994-08-10	—	—	6838 Central Ave, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-59318	TPA	Jesse Davis	1944-02-15	—	2425160662	7335 Canyon Rd, Scottsdale, AZ, 85248	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61881	TPA	Gregory Lawson	1948-12-27	—	—	2487 Jefferson Ave, Phoenix, AZ, 85023	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63614	TPA	Ryan Martinez	1951-06-25	—	—	7459 Main St, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-55577	TPA	Janet Carpenter	1987-05-09	UHC-93080-30	2083223594	9345 Sunset Blvd, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62604	TPA	Priya Long	2004-12-02	—	—	9302 Baseline Rd, Sacramento, CA, 95836	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55685	TPA	Karen Snyder	1983-11-04	—	7569621206	8467 Camelback Rd, Scottsdale, AZ, 85237	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57234	TPA	Drew Cooper	1983-06-12	UHC-45257-67	8329935777	805 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-60693	TPA	Sharon Nunez	1953-04-24	—	—	7758 Willow Ct, Las Vegas, NV, 89184	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56407	TPA	Nancy Cole	2002-04-25	—	—	8672 Bayshore Dr, Atlanta, GA, 30324	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-54365	TPA	Wei Bradley	—	UHC-76357-55	3147219949	2524 Baseline Rd, Columbus, OH, 43297	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55878	TPA	Jackie Le	1977-04-28	—	—	4245 Meadow Ln, Las Vegas, NV, 89196	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64333	TPA	Bobby Butler	1974-09-27	—	—	9720 Central Ave, Columbus, OH, 43261	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62876	TPA	Diego Li	1992-02-05	—	—	181 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62875	TPA	Diego Li	1992-02-05	—	—	181 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56961	TPA	Jose Black	1963-09-14	—	5836217686	4276 Cedar Ln, Fresno, CA, 93707	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54312	TPA	Bruce Alvraez	—	—	—	8112 Main St, Dallas, TX, 75291	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52802	TPA	Ralph J Gutierrez	1950-11-24	UHC-07884-13	—	1974 Meadow Ln, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50515	TPA	Joe Crawford	1977-07-08	—	—	1032 Sunset Blvd, Denver, CO, 80218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52530	TPA	Christopher A Austin	1944-12-09	—	—	8029 Highland Ave, Austin, TX, 78715	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53508	TPA	Lawrence Diaz	1938-06-03	—	9309440897	6968 Mesa Dr, Chandler, AZ, 85254	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62685	TPA	Anthony Clark	1986-08-14	—	—	8696 Forest Ave, San Antonio, TX, 78208	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59271	TPA	Elizabeth Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

7,767 rows, page 71 of 156Previous Next