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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56659	TPA	Kyle Payne	1959-08-12	—	—	6422 Forest Ave, Gilbert, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128820	ENR	Noah Z Wright	1960-06-04	UHC-86044-28	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25205	PRV	Andrew Lawson	1940-01-10	—	3407428230	8968 Willow Ct # 183, Orlando, FL, 32895	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425514	CLM	Walter Morrsi	1945-08-18	—	7528552367	9310 Forest Ave, Las Vegas, NV, 89124	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423904	CLM	Camila Bennett	1992-08-15	—	2669895476	5969 Elm St, Atlanta, GA, 30337	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54448	TPA	Theresa Diaz	1940-08-20	—	—	1367 Highland Ave, Nashville, TN, 37215	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-22092	PRV	Stephen Parker	1996-08-10	UHC-23565-74	—	272 Church St, Tucson, AZ, 85744	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417074	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57003	TPA	Alexander Johnston	2006-02-24	—	8028515682	3793 Lake View Rd, Gilbert, AZ, 85247	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28618	PRV	Donna Cook	1944-02-16	—	2563339851	599 Washington St Apt 33, Fresno, CA, 93712	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21113	PRV	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118114	ENR	Sofia B Contreras	1956-07-15	UHC-51828-71	5585442286	2383 Ocean Ave, Phoenix, AZ, 85044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53828	TPA	Kathleen Harris	1996-05-02	UHC-29359-29	—	7651 Ocean Ave Apt 28, Charlotte, NC, 28297	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112581	ENR	Judith Y Hughes	1992-09-24	UHC-29952-06	4702187639	8232 Valley View Dr, Los Angeles, CA, 90085	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54752	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-131983	ENR	Douglas R Yang	1946-08-25	UHC-55719-11	9728908022	1930 Indian School Rd, Eden Prairie, MN, 55314	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129696	ENR	Alexander I Dunan	1992-07-05	UHC-20026-63	3345692055	5365 River Rd, Seattle, WA, 98154	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64465	TPA	Andrew Homes	—	—	—	4855 Mountain View Dr, Gilbert, AZ, 85291	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-423573	CLM	Albert Rios	1958-01-26	UHC-29234-95	5395657540	6504 Jefferson Ave, Eden Prairie, MN, 55364	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53322	TPA	Hannah Clark	1981-05-15	UHC-95602-29	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419261	CLM	Stephen Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54870	TPA	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct # 598, Tampa, FL, 33691	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407013	CLM	Jacob Kim	—	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-139508	ENR	Marcus H Crawford	1960-09-25	UHC-03736-13	7799653280	9138 Sunset Blvd, San Diego, CA, 92154	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125619	ENR	Philip Gardner	1989-06-23	UHC-10833-92	6436689531	6494 Desert Sky Blvd Apt 14, Phoenix, AZ, 85014	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421692	CLM	Judy J Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29233	PRV	Wayne Rios	1985-10-01	—	5787018798	4228 Market St, San Antonio, TX, 78253	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404550	CLM	Andrew D Freeman	1959-01-14	UHC-02052-01	3559211510	4715 Palm Dr, Tucson, AZ, 85772	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137377	ENR	Carol Q Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-425476	CLM	Boby Chen	2003-07-10	—	8082970122	7936 Pine Dr, San Antonio, TX, 78210	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125153	ENR	Randy Harrison	2000-01-26	UHC-87479-89	—	7261 Hillcrest Rd, Denver, CO, 80221	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111401	ENR	Ann Simpson	1961-11-04	UHC-94129-43	8979424861	6392 Ridge Rd, Tampa, FL, 33606	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111173	ENR	Alice Q Salazar	2003-02-23	UHC-78437-15	2086741031	7779 Maple Ave, Mesa, AZ, 85223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403128	CLM	Charlotte Gray	1975-04-20	—	—	7259 Camelback Rd, Tucson, AZ, 85709	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413812	CLM	Ryan Johnson	1997-09-28	UHC-89836-17	8576361853	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62588	TPA	Tyler Peters	2001-11-01	—	—	1544 Market St, Fresno, CA, 93738	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-117167	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-124343	ENR	Kelly W Warren	1998-01-06	UHC-27044-92	8732410158	4879 Harbor Blvd, Minneapolis, MN, 55421	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140958	ENR	Susan S Knight	1999-02-05	UHC-87229-32	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-422026	CLM	Cynthia D Jenkinns	1996-07-15	UHC-84353-34	—	3297 Ridge Rd, San Antonio, TX, 78254	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-22003	PRV	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133055	ENR	Deboraah V Sandoval	1948-06-07	UHC-01958-16	3176322535	7276 Willow Ct, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403126	CLM	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd # 759, Orlando, FL, 32843	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
PRV-22336	PRV	Tlyer Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX, 75286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51812	TPA	Carol Perry	1987-06-27	UHC-00745-17	—	2551 Washington St, Plano, TX, 75043	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
ENR-112524	ENR	Beverly A Torres	1975-04-27	UHC-83323-48	3243824478	279 River Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400090	CLM	Mark Z Burke	1994-05-26	UHC-86223-27	—	4572 Forest Ave, Nashville, TN, 37289	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106354	ENR	Julie Z Greene	1949-07-10	UHC-06032-04	6763082283	233 Maple Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more

17,850 rows, page 83 of 357Previous Next