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 “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
ENR-105437	ENR	Peter Li	1990-06-04	UHC-75872-76	2692985473	4194 Washington St, Minneapolis, MN, 55440	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421486	CLM	John Fox	1942-08-28	UHC-40679-15	7197997533	9468 Palm Dr, Dallas, TX, 75204	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411438	CLM	Brenda Tran	1994-10-17	UHC-06212-91	—	9506 Lake View Rd, Tucson, AZ, 85739	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-58165	TPA	Ralhp Montgomery	1968-03-03	—	4713220386	8841 Central Ave, Jacksonville, FL, 32223	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61729	TPA	Elijah Moorales	1950-03-08	—	—	7332 Forest Ave # 968, Columbus, OH, 43216	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-138806	ENR	Tyler H Holmes	1946-08-06	UHC-39697-41	6324444533	1884 Grand Ave, Houston, TX, 77052	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414422	CLM	Banks Nicole	1996-12-26	UHC-03903-87	5514045899	2517 Mountain View Dr, Mesa, AZ, 85200	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110929	ENR	Shirley Obriien	2000-12-26	UHC-56714-87	5943248685	4525 Hillcrest Rd, Gilbert, AZ, 85260	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
CLM-411331	CLM	Dylan F Dean	—	UHC-33903-05	3722813844	—	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
PRV-22554	PRV	Jacqueline Baker	1945-11-08	—	—	6071 Palm Dr, Atlanta, GA, 30360	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-103999	ENR	Judith Brown	2002-05-09	UHC-51197-10	9838068975	3207 Maple Ave Apt 15, Scottsdale, AZ, 85295	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-137589	ENR	Kevin Howard	1967-09-16	UHC-68679-39	4834384719	5866 Sunset Blvd, Chandler, AZ, 85212	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402418	CLM	Natalie S Guzman	1994-02-26	UHC-13685-46	2825378010	3513 Central Ave Apt 22, Plano, TX, 75008	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-429419	CLM	Billy Hrrera	1981-04-28	—	7619816762	3510 Park Pl, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402761	CLM	Lidna Oliver	—	UHC-29977-44	2294438693	1038 Sunset Blvd, Eden Prairie, MN, 55375	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-411351	CLM	Gerald Bowman	1991-02-02	—	—	8942 Desert Sky Blvd, Glendale, AZ, 85372	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-411610	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St, Tempe, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113479	ENR	Vincent G Chapman	2001-08-26	UHC-05422-13	7213594201	694 Lake View Rd, Tampa, FL, 33609	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408546	CLM	Robert Lewis	1985-04-22	UHC-37733-01	—	2513 Valley View Dr, Charlotte, NC, 28210	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426624	CLM	Diana Hunt	1949-07-28	UHC-91212-74	—	5404 Hillcrest Rd, Jacksonville, FL, 32207	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426634	CLM	Barbara Cooper	1993-09-17	—	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24679	PRV	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	7442 Oak St Apt 36, Denver, CO, 80254	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127481	ENR	Noah J Mendez	1984-04-12	UHC-58028-49	2799312140	7772 Ridge Rd, Glendale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-136190	ENR	Joe C Day	1948-02-19	UHC-72292-79	3588986299	6135 Apache Blvd, Miami, FL, 33133	0.48	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141661	ENR	William T Rodriguez	1993-05-23	UHC-66982-37	2477420627	2554 Market St, Columbus, OH, 43296	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26627	PRV	AmandaJunk	1938-02-27	—	9336832337	879 Sunset Blvd, Houston, TX, 77027	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62447	TPA	Brandon Collins	1981-07-08	—	3305209122	1704 Desert Sky Blvd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418489	CLM	Bruce Sanchez	1958-03-21	—	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105568	ENR	Matthew Carroll	1999-01-17	UHC-31003-23	4908055318	223 Market St, San Diego, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-56696	TPA	Bobby Porter	—	—	7665744346	9479 Camelback Rd, Sacramento, CA, 95834	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-29147	PRV	Lucia Lawon	1953-07-15	—	8128731682	4690 Highland Ave, Las Vegas, NV, 89178	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141381	ENR	Beverly Henry	1938-07-18	UHC-07701-78	8819876074	4245 Lake View Rd Apt 29, Scottsdale, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-428260	CLM	Ryan Walker	1979-07-19	UHC-79552-94	—	9299 Hillcrest Rd, Las Vegas, NV	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-142354	ENR	Judy M Lynch	1966-09-04	UHC-41671-34	—	5926 Mesa Dr # 463, Austin, TX, 78718	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-104273	ENR	Ashhley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-23116	PRV	Lucia F Edwards	1970-06-17	—	4374751530	6382 Jefferson Ave, Dallas, TX, 75299	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136504	ENR	Ruh C Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-130499	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-405986	CLM	Deborah Vasquez	1956-12-13	UHC-04821-42	—	6123 Highland Ave, San Diego, CA, 92150	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-429278	CLM	John Bell	1979-07-03	—	—	4113 Market St, Tucson, AZ, 85785	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-132257	ENR	Christina H Hawkins	1975-10-25	UHC-77082-73	2014856966	2144 Cedar Ln, Austin, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403710	CLM	Ketih Vazquez	1965-05-23	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416472	CLM	FJunk	1941-04-09	UHC-76175-26	—	5061 Highland Ave, Las Vegas, NV, 89155	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132029	ENR	Angela U Henry	1969-08-26	UHC-34788-41	7765868352	8514 Desert Sky Blvd, San Antonio, TX, 78276	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414252	CLM	Lisa Hughes	2005-08-28	UHC-77813-26	—	3596 Main St, Las Vegas, NV, 89178	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-410757	CLM	Shirley Armstrong	1993-03-18	—	2675831872	5754 Harbor Blvd, San Antonio, TX, 78224	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407602	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	528 Canyon Rd, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407400	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-407401	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
TPA-60086	TPA	Bradley Bryant	1990-12-16	—	2034211154	3422 Lake View Rd, Atlanta, GA, 30370	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

16,828 rows, page 45 of 337Previous Next