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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416350	CLM	Jesse W Greene	1958-03-12	UHC-31276-72	—	9216 Hillcrest Rd, Los Angeles, CA	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-431975	CLM	Samuel Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416937	CLM	AmberJunk	1950-05-03	UHC-16493-18	2847358059	3362 Pine Dr # 516, San Antonio, TX, 78252	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404275	CLM	Andrea Medina	1987-08-16	—	—	4090 Church St, Tucson, AZ, 85757	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-417303	CLM	Theresa Burns	1961-08-13	UHC-49456-91	8677651239	6374 River Rd, Miami, FL, 33146	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400449	CLM	Margaret Cavez	1951-03-19	UHC-92419-11	—	5663 Spring St # 869, Minneapolis, MN, 55457	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-425686	CLM	Austin Robertson	1968-10-16	UHC-45622-09	—	7410 Ocean Ave Apt 39, Jacksonville, FL, 32222	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-423373	CLM	Brandon Halll	1997-08-11	UHC-21070-59	—	1192 Union St Apt 7, Chandler, AZ, 85280	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-425804	CLM	Stephanie Chapman	1961-10-04	—	6256883610	7839 Main St # 781, Gilbert, AZ, 85262	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429767	CLM	Eric A Burke	—	—	—	5360 Valley View Dr # 904, San Diego, CA, 92194	0.38	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-408996	CLM	Margaret Ramirez	1942-07-20	—	—	9566 Bayshore Dr, Austin, TX	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
CLM-407945	CLM	WillieJunk	2000-12-12	UHC-06567-10	2608228641	9015 River Rd, Minneapolis, MN	0.38	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
CLM-415849	CLM	Shirley Harper	1966-05-19	UHC-21504-79	—	9319 Church St Apt 37, Scottsdale, AZ, 85288	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428266	CLM	Laura Thommas	1940-04-21	UHC-63477-40	—	2534 Central Ave # 407, Columbus, OH, 43227	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426262	CLM	Julia Calrson	1963-11-18	UHC-47137-69	—	4096 Central Ave, Gilbert, AZ, 85215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426263	CLM	Julia Calrson	1963-11-18	UHC-47137-69	—	4096 Central Ave, Gilbert, AZ, 85215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412128	CLM	Ruth Rose	2006-07-19	—	—	4493 Main St, Minneapolis, MN, 55492	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402189	CLM	Theresa West	1982-03-22	UHC-07177-15	—	8304 Baseline Rd, San Diego, CA, 92131	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432413	CLM	Judy Henry	1987-05-03	UHC-61460-03	—	—	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted Gender normalised+2 more
CLM-412734	CLM	Eugene Richardson	1956-02-08	—	6603350643	2383 Camelback Rd, Tucson, AZ, 85770	0.40	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-417409	CLM	Kimberly Mejia	1985-02-21	UHC-36570-17	—	5419 Park Pl, Seattle, WA, 98113	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406739	CLM	Kelly Richards	1995-06-22	UHC-61615-48	—	7406 Pine Dr, Orlando, FL	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413187	CLM	Steven O Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-405506	CLM	Madison Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway # 691, Gilbert, AZ, 85219	0.40	Name re-cased Unit split from street State name converted to code ZIP+4 trimmed+2 more
CLM-432613	CLM	Samantha Martiin	—	—	8277122983	9290 Canyon Rd Apt 28, San Antonio, TX, 78217	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408150	CLM	Hudson V Sarah	2008-11-07	UHC-43359-39	—	3760 Willow Ct # 157, Denver, CO, 80207	0.40	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-427966	CLM	Juan Armstrong	1955-11-06	UHC-53733-41	—	4410 Forest Ave Apt 12, Columbus, OH, 43245	0.40	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411946	CLM	Elijah Wood	—	UHC-50101-19	—	2755 Sage Ct, Glendale, AZ	0.40	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418822	CLM	Sophia U Davis	1966-05-17	UHC-17097-41	8063812193	4997 Baseline Rd, Houston, TX	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421133	CLM	Jacqueline Woods	1954-12-17	UHC-84563-22	6207410360	8373 Mesa Dr, Chandler, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424377	CLM	Anna Morris	1960-03-24	—	—	3498 Willow Ct, Columbus, OH	0.40	Name split from “Last, First”State name converted to code ZIP missing Gender normalised+2 more
CLM-410004	CLM	Denise Davis	1976-01-20	UHC-95791-99	—	8266 Oak St, Seattle, WA, 98149	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410753	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St, Mesa, AZ, 85283	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422616	CLM	Judith S Simmons	1981-07-16	UHC-35607-99	—	8104 Maple Ave Apt 4, Fresno, CA, 93728	0.40	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401773	CLM	Tyler M Taylor	—	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.40	Date of birth missing Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-431126	CLM	Joshua Watson	—	UHC-57517-29	—	5300 Lake View Rd, Atlanta, GA, 30366	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-401262	CLM	Wayne H James	1983-07-16	—	—	3720 Pine Dr, Seattle, WA, 98198	0.40	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421267	CLM	Christian Hayes	—	UHC-86167-37	—	957 Camelback Rd # 858, Tempe, AZ	0.40	Date of birth missing Unit split from street City re-cased ZIP missing+2 more
CLM-430510	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX, 78293	0.40	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-409914	CLM	Gerald Reyes	1994-04-26	UHC-79915-58	6528566521	3662 Grand Ave, Gilbert, AZ, 85209	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424742	CLM	Mason Reynolds	—	UHC-47917-80	8472524049	4475 Indian School Rd, Charlotte, NC, 28276	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted SSN last four extracted+2 more
CLM-428471	CLM	Kyle Brown	2002-05-02	UHC-94017-83	2363788633	901 Lincoln Way Apt 11, Seattle, WA, 98137	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428702	CLM	Helen Thomas	—	UHC-64641-02	—	5587 Grand Ave, Tucson, AZ, 85772	0.40	Name split from “Last, First”Date of birth missing Phone missing area code Gender normalised+2 more
CLM-422795	CLM	William Lynch	1958-01-03	—	—	8148 Sunset Blvd, Los Angeles, CA, 90013	0.40	Name split from “Last, First”Two-digit birth year Phone missing area code Gender normalised+2 more
CLM-405782	CLM	Matthew Ryan	—	—	—	2434 Willow Ct, Eden Prairie, MN, 55386	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-409599	CLM	Debra J Olson	1973-11-04	—	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.42	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
CLM-415699	CLM	Judy Burns	1980-12-09	—	—	3367 Maple Ave Apt 35, Seattle, WA, 98109	0.42	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405164	CLM	Bian Fernandez	1989-07-08	UHC-94270-72	—	7051 Lincoln Way # 655, Orlando, FL	0.42	Phone missing area code Unit split from street ZIP missing Gender normalised+1 more
CLM-406926	CLM	Jose K Medina	—	UHC-85752-84	—	4922 Sunset Blvd, San Diego, CA, 92110	0.42	Name split from “Last, First”Date of birth missing ZIP+4 trimmed Gender normalised+1 more
CLM-428685	CLM	Cynthia V Fuller	1974-01-03	—	—	2479 Park Pl Apt 3, Charlotte, NC, 28299	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more

5,465 rows, page 6 of 110Previous Next