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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424532	CLM	Bryan Hanson	2007-11-19	—	—	6628 Church St, Eden Prairie, MN, 55389	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-106171	ENR	Karen Perez	2004-08-20	UHC-19309-60	7508465667	7831 Park Pl, Las Vegas, NV, 89130	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-137228	ENR	Juan Marshall	1983-10-26	UHC-18632-72	3956606933	4144 Maple Ave, Gilbert, AZ, 85284	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-404525	CLM	Rachel S Pirce	1954-08-12	UHC-44054-68	—	2152 Oak St, Orlando, FL, 32871	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-26118	PRV	Donald U Li	1938-05-07	UHC-27526-41	—	3587 Desert Sky Blvd, Phoenix, AZ, 85048	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
ENR-140576	ENR	Noah A Ferguson	1964-06-17	UHC-63143-64	—	—	0.68	Name split from “Last, First”Phone missing area code Email lower-cased Whitespace trimmed
CLM-431172	CLM	Zachary Adamms	1959-02-12	—	8083152134	5796 Broadway Apt 21, Orlando, FL, 32841	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-112932	ENR	Thomas Walsh	1959-02-19	UHC-48786-09	8986629979	6258 Mountain View Dr, Charlotte, NC, 28264	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
TPA-61481	TPA	Dorothy Salazar	—	—	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-402299	CLM	Fatima Carlson	1980-12-19	UHC-32664-63	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423816	CLM	Samantha Lawson	—	UHC-59223-01	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-427095	CLM	Julia Kellly	1938-12-28	UHC-69821-83	—	4420 Union St, Tampa, FL, 33662	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-414155	CLM	Daniel G Bennett	2008-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-105920	ENR	Lori G Fuller	1975-05-05	UHC-05352-75	9618627114	1295 Mesa Dr, Tempe, AZ, 85266	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-416245	CLM	Nicholas Alexander	1989-04-25	UHC-55928-14	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-406771	CLM	Ruzsell Stewart	1938-12-17	—	2287968735	79 Union St, Denver, CO	0.68	Name split from “Last, First”Date of birth reformatted ZIP missing Placeholder values cleared
CLM-419914	CLM	John Mendez	1971-06-11	UHC-77811-84	—	9735 Church St, Tempe, AZ, 85276	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-20867	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20866	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
ENR-139374	ENR	Carolyn Patel	1948-08-01	UHC-70506-50	4277477862	9476 Jefferson Ave, Jacksonville, FL, 32221	0.68	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-131989	ENR	Tyler B Wagner	1977-08-17	UHC-29723-33	—	8116 Willow Ct, San Antonio, TX	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
PRV-22177	PRV	Madison O Garrett	1942-04-18	UHC-53981-25	3276414185	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-406976	CLM	Emily Cooper	1987-04-08	UHC-31685-70	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405216	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
PRV-25696	PRV	Theresa A McDonald	—	—	7657923963	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
TPA-60171	TPA	Bobby Adams	1972-01-12	—	2082504797	8522 Spring St Apt 23, Plano, TX, 75070	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
ENR-109543	ENR	Peter Elliott	1976-10-08	UHC-00976-77	4098608284	170 Church St, Fresno, CA, 93778	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-427290	CLM	Vincent S Graham	1998-05-26	UHC-40247-98	—	2048 Hillcrest Rd, Jacksonville, FL, 32208	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26107	PRV	Virginia Butelr	2007-10-13	UHC-66385-71	2373512451	2022 Spring St, Las Vegas, NV, 89163	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-424416	CLM	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV, 89154	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428608	CLM	Madison Lawson	1995-11-02	—	—	8044 Elm St, Tempe, AZ, 85283	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-140818	ENR	Carolyn Bowman	1996-07-12	UHC-18725-59	2558311220	4382 Central Ave, Fresno, CA, 93704	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-406849	CLM	Abigail Mason	2003-07-27	UHC-12071-84	2627423699	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-118365	ENR	Joseph Johnson	1968-07-12	UHC-41679-03	3878236515	9695 Cedar Ln, Phoenix, AZ, 85034	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-62553	TPA	Joyce Murray	1984-04-01	—	4663273964	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21259	PRV	Patrick Gutierrez	1993-10-02	UHC-38230-55	—	6794 Cedar Ln, Mesa, AZ, 85275	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53158	TPA	Christine Munoz	—	—	2215303664	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-425191	CLM	Bradley Wells	1980-12-02	UHC-44434-27	—	1813 Elm St, Jacksonville, FL, 32280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-140575	ENR	Sofia C Owens	1972-08-15	UHC-02113-98	3235522546	3376 Central Ave # 749, Denver, CO, 80219	0.68	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased
TPA-50905	TPA	Anthony Z Gray	1947-05-21	—	4984169169	3721 Park Pl, Miami, FL, 33102	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432485	CLM	Jack Jacobs	—	—	—	7442 Washington St, Glendale, AZ, 85324	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
ENR-120362	ENR	Joyce M Grza	—	UHC-98079-58	7889027235	—	0.68	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed
CLM-425067	CLM	Danielle Henry	1950-11-16	UHC-92098-20	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-122554	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-122553	ENR	Lisa Hernandez	1993-11-25	UHC-98334-19	—	4517 Grand Ave # 996, San Antonio, TX, 78207	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-422294	CLM	Armstrong Noah	1955-08-18	UHC-54510-49	2826507388	1551 Desert Sky Blvd, Chandler, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55952	TPA	Eugne Hanson	1955-06-03	—	—	4699 Washington St, Atlanta, GA, 30324	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-421450	CLM	Ana Valdez	1946-07-18	UHC-83154-98	—	7974 Elm St, Columbus, OH, 43224	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-62075	TPA	Nicholas Kim	1960-03-04	—	—	3831 Grand Ave, Miami, FL, 33119	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-21960	PRV	Donald Castillo	1942-07-26	—	5183424288	2970 Market St, Phoenix, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared

9,980 rows, page 136 of 200Previous Next