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
PRV-20572	PRV	Sarah D Grannt	1999-01-04	UHC-93690-53	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
CLM-412001	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-417424	CLM	James Crawford	1974-01-28	UHC-30066-13	—	3463 Washington St, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100831	ENR	Emily J Lewis	1993-11-02	UHC-88929-09	4795943555	8519 Willow Ct, Glendale, AZ, 85337	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25856	PRV	Mason Rios	1939-11-04	UHC-42367-40	—	2850 Valley View Dr, Tampa, FL, 33690	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59346	TPA	Amanda Phillips	1987-07-18	UHC-49815-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
ENR-124375	ENR	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-26336	PRV	Wayne Marshall	1983-10-09	—	—	6085 Church St, San Antonio, TX, 78295	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50301	TPA	Albert Mroales	1949-06-03	—	—	4504 Lake View Rd, Gilbert, AZ, 85215	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402844	CLM	Will L Chavez	2002-04-28	UHC-79231-34	—	8109 Valley View Dr, Minneapolis, MN, 55491	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27019	PRV	Yuki Johnson	1960-07-06	—	2568028066	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-428822	CLM	Carlos Bryant	1954-09-18	UHC-52690-27	—	6753 Hillcrest Rd, Tampa, FL, 33609	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408486	CLM	Philip Carlson	1949-02-09	—	—	7382 Highland Ave, Tempe, AZ, 85258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140381	ENR	Roy T Daniels	1973-02-08	UHC-47531-25	9574244534	7052 Sunset Blvd, Minneapolis, MN, 55454	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123950	ENR	Henry Contreras	1985-03-16	UHC-88378-45	2403622110	7384 Cedar Ln, Houston, TX, 77096	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-139742	ENR	Anthony Garcia	1993-04-14	UHC-82564-73	5976524097	2871 Apache Blvd, Orlando, FL, 32843	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124292	ENR	Lawrence C Morris	1965-03-05	UHC-61001-47	9522146972	6621 Central Ave, Jacksonville, FL, 32258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57576	TPA	William Jimenez	1982-03-19	—	—	210 Valley View Dr, Los Angeles, CA, 90041	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50639	TPA	Dylan S Wang	1941-03-06	—	—	7317 Sage Ct, Mesa, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27035	PRV	Ronald Stone	1948-08-28	UHC-20959-12	—	643 Forest Ave, Glendale, AZ, 85359	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-132167	ENR	Theresa Wagner	1949-12-07	UHC-14843-25	6813128405	3153 Lake View Rd, Tucson, AZ, 85785	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135220	ENR	Brenda P Austin	1952-09-21	UHC-54657-53	4455042178	4937 Lake View Rd, Gilbert, AZ, 85206	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-105107	ENR	Stephen X Crawford	1957-03-15	UHC-34116-45	7252403422	2970 Mountain View Dr, Chandler, AZ, 85266	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22871	PRV	Olivia Bradley	1969-04-23	—	7374687565	3185 Apache Blvd, Las Vegas, NV, 89116	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55392	TPA	Julie Lewis	1963-03-22	—	2862880696	7632 Church St, Seattle, WA, 98167	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
CLM-424030	CLM	Nicole Weber	1973-04-22	—	—	9692 Indian School Rd, Jacksonville, FL, 32270	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25161	PRV	Christopher Ellis	1986-04-05	UHC-61611-07	2522597934	3925 Broadway, San Diego, CA, 92178	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-432171	CLM	Betty Carter	1951-10-06	UHC-07539-83	5744818192	5996 Broadway, Tucson, AZ, 85712	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-27079	PRV	Carlos Howard	1963-11-24	—	3115193041	5732 Desert Sky Blvd, Chandler, AZ, 85231	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-141064	ENR	Denise F Fox	1938-11-17	UHC-42854-34	8092274822	4800 Hillcrest Rd, Mesa, AZ, 85238	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64116	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129830	ENR	Kyle Freeman	1959-03-26	UHC-61797-78	6089736741	1330 Jefferson Ave, Tucson, AZ, 85755	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116042	ENR	Mratha S Powell	1943-12-23	UHC-78239-03	9737120551	2961 Grand Ave, San Diego, CA, 92165	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112691	ENR	Debra W Campbell	1941-04-21	UHC-20616-86	—	2817 Ridge Rd, Las Vegas, NV, 89175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55238	TPA	Nancy Stephens	2005-01-22	—	—	8008 Ocean Ave, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-123644	ENR	Jack X Dunn	1975-08-10	UHC-22549-45	5743947611	4632 Mesa Dr, Los Angeles, CA, 90029	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130932	ENR	Noah Weaver	2004-03-09	UHC-88070-27	5544641485	3816 River Rd, Scottsdale, AZ, 85207	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422535	CLM	Steven Watkins	1956-06-02	UHC-18796-43	—	5142 Broadway # 231, Mesa, AZ, 85224	0.66	Name split from “Last, First”Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-430328	CLM	William Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-130338	ENR	Jennnifer M Long	1946-10-01	UHC-02743-88	5423726895	8751 Harbor Blvd, Minneapolis, MN, 55415	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-408461	CLM	Brenad Garrett	1985-09-28	UHC-01984-24	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-416994	CLM	William Gonzales	1977-08-17	UHC-92544-37	—	2689 Market St, Minneapolis, MN, 55475	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-22702	PRV	Nikholas Gomez	1968-02-09	—	4793730345	5772 Mesa Dr, Phoenix, AZ	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-63641	TPA	Joseph Lucas	1963-11-28	—	—	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430027	CLM	Carolyn P Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-412868	CLM	Nancy Johnson	—	UHC-08685-37	—	7906 Broadway, Tucson, AZ, 85789	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
TPA-56893	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-56892	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-424636	CLM	Austin Bell	1953-01-18	UHC-52108-19	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118092	ENR	Austin Nelson	1974-06-14	UHC-77457-34	4704537163	9886 Park Pl, Nashville, TN, 37261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 113 of 200Previous Next