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 “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
CLM-406225	CLM	Arthur M Thompson	1941-09-20	UHC-87768-94	7646388935	4865 Elm St, Atlanta, GA, 30373	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401591	CLM	Kathryn T Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr # 989, Tucson, AZ, 85714	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405633	CLM	Marcus Nelson	1957-04-08	UHC-34131-61	—	4225 Washington St Apt 11, Tempe, AZ, 85276	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423432	CLM	Mei Hoffman	1938-05-02	UHC-76616-84	6563458782	9428 Oak St, Plano, TX, 75031	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-408778	CLM	Karen F Jackson	1947-05-22	—	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428926	CLM	Kimberly Bell	2003-09-01	—	5979033704	3424 Central Ave, Tempe, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408793	CLM	Nancy Simpson	1956-04-01	—	2059585506	5617 Jefferson Ave # 110, Sacramento, CA, 95828	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405585	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405584	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408172	CLM	Virginia Hanson	1953-08-12	—	—	2261 Willow Ct, Jacksonville, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431805	CLM	Christine Cooper	1963-04-27	UHC-90180-01	—	4649 Camelback Rd, Tampa, FL, 33646	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406433	CLM	Philip Bradley	1945-06-28	UHC-47879-82	—	2457 Hillcrest Rd, Minneapolis, MN	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422630	CLM	Heenry Espinoza	1955-08-15	UHC-50850-98	—	1526 Spring St, Tucson, AZ	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432289	CLM	Cheryl X Johnson	1973-02-07	UHC-75959-53	—	101 Palm Dr, Sacramento, CA, 95821	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418412	CLM	Judy D Soto	1981-01-26	—	—	9496 Ridge Rd, Glendale, AZ, 85322	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409514	CLM	—Junk	1945-06-27	UHC-74702-59	7394997841	3460 Forest Ave, Minneapolis, MN, 55448	0.54	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared+1 more
CLM-426256	CLM	Marc K Matthews	1990-03-08	UHC-28870-27	—	4840 Market St, Austin, TX, 78755	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405145	CLM	Alexis Q Ramirez	1964-04-18	—	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-405144	CLM	Alexis Q Ramirez	1964-04-18	—	—	7736 Ocean Ave, Gilbert, AZ, 85257	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-428220	CLM	Austin Welch	1963-04-23	UHC-09700-72	—	278 Palm Dr # 115, Gilbert, AZ, 85277	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-424139	CLM	Sofia Walker	1998-10-01	—	—	3784 Oak St # 275, Mesa, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407705	CLM	John Bradley	1973-03-13	UHC-80398-48	5965673213	349 River Rd, Chandler, AZ, 85266	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400302	CLM	Lauren Davis	—	UHC-98479-36	5343028354	4206 Baseline Rd Apt 26, Scottsdale, AZ, 85264	0.54	Date of birth missing Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403747	CLM	Cynthia Castro	1988-10-16	—	8556990149	65 Camelback Rd # 440, Denver, CO, 80207	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-417038	CLM	Walter F Bayley	—	UHC-39646-96	—	9810 Market St, Houston, TX, 77009	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409622	CLM	Larry Moore	1979-07-17	—	—	399 Sage Ct, Sacramento, CA, 95808	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422409	CLM	Isabella Lopez	1960-01-05	UHC-82562-05	—	3478 Bayshore Dr, Seattle, WA, 98194	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416754	CLM	Mark Sandoval	2006-03-22	UHC-24042-47	—	6181 Mountain View Dr, Houston, TX, 77048	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-422180	CLM	Evelyn X Graham	1968-03-17	—	—	551 Washington St, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-422024	CLM	Ryan I Edwards	2000-05-08	UHC-79280-23	—	638 Church St, Gilbert, AZ, 85260	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403238	CLM	Richard Luna	1986-01-18	UHC-69234-20	—	2149 Mesa Dr, Jacksonville, FL, 32267	0.54	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427581	CLM	Ralph K Peterson	1995-08-04	UHC-53260-05	4588571984	1958 Market St, Sacramento, CA, 95883	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-410770	CLM	Abigail C Johnston	2002-06-09	—	—	5319 Meadow Ln, Dallas, TX, 75235	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429451	CLM	Mason Hawkins	1943-07-07	UHC-57852-17	—	6154 Palm Dr # 459, Tempe, AZ, 85238	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413647	CLM	Janet Dunn	—	UHC-23650-03	—	7704 Lake View Rd, Nashville, TN, 37228	0.54	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-420047	CLM	Samuel Alvarez	1939-10-18	UHC-86926-43	5675411557	7856 Highland Ave # 429, Columbus, OH, 43282	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432502	CLM	Lori Roberts	1948-04-24	—	5453682258	3853 Hillcrest Rd, Tempe, AZ, 85253	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-402456	CLM	Philip Marshall	1939-03-28	UHC-88317-89	—	7863 Washington St, Phoenix, AZ, 85083	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-406693	CLM	Lauren Stevens	—	UHC-56668-55	3773283181	2878 Canyon Rd, Phoenix, AZ	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412063	CLM	Bradley Armstrong	1938-01-22	—	—	9526 Park Pl, Minneapolis, MN, 55429	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-429511	CLM	Jula Lucas	1981-07-20	—	—	504 Sunset Blvd, Minneapolis, MN, 55447	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415665	CLM	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd Apt 20, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415666	CLM	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd Apt 20, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424035	CLM	John Moreno	1973-04-20	UHC-62742-88	—	6704 Apache Blvd, Sacramento, CA, 95860	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414217	CLM	Helen Graham	1985-11-14	—	9308134417	7493 Park Pl, Miami, FL, 33137	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404232	CLM	BillyJunk	1956-08-02	UHC-22233-15	—	9181 Mountain View Dr, Phoenix, AZ, 85054	0.54	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared+1 more
CLM-400694	CLM	Wlson Elizabeth	1957-02-10	UHC-61515-34	—	3145 Desert Sky Blvd, Phoenix, AZ, 85002	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422672	CLM	Wayne Parker	1969-04-18	—	—	1698 Sage Ct, Tempe, AZ, 85257	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416247	CLM	Nicholas Alexander	1989-04-25	UHC-55928-14	—	6192 Canyon Rd, Mesa, AZ, 85282	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417596	CLM	Eugenne Henderson	1993-09-17	UHC-33659-08	—	4184 Jefferson Ave, Chandler, AZ, 85202	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more

16,411 rows, page 51 of 329Previous Next