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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134995	ENR	Isabella Q Fuller	2002-06-26	UHC-89963-39	—	6088 Pine Dr, Nashville, TN, 37284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129140	ENR	Amy Y Mills	1996-12-02	UHC-26865-47	3303423122	2109 Sunset Blvd, Gilbert, AZ, 85237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408534	CLM	Billy K Rice	1949-02-24	—	—	3279 Lake View Rd, Miami, FL, 33183	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26008	PRV	Billy Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd Apt 13, Glendale, AZ, 85310	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-408585	CLM	Doris West	1939-12-09	—	—	9597 Camelback Rd, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103759	ENR	Kathy A Duncan	—	—	—	5680 Maple Ave, Nashville, TN, 37295	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-142218	ENR	Harrison U Katherine	1970-04-13	UHC-60204-56	6159054082	2321 Apache Blvd, Nashville, TN, 37212	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118469	ENR	Natalie T Collins	—	UHC-61521-40	4856365413	8209 River Rd Apt 2, Las Vegas, NV, 89157	0.64	Date of birth reformatted Date of birth unreadable Unit split from street Plan code upper-cased+2 more
ENR-101404	ENR	Pamela Roberts	1974-04-03	UHC-83499-60	8539965085	6379 Cedar Ln, San Diego, CA, 92199	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406021	CLM	Nicholas Gomez	1984-01-17	UHC-98466-97	9724228730	2392 Willow Ct, Chandler, AZ, 85278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113369	ENR	Henry I Hunter	1991-06-03	UHC-15194-32	9137236559	1192 Oak St # 167, Las Vegas, NV, 89128	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-61370	TPA	James Parker	2002-05-11	—	2253883390	8408 Canyon Rd # 761, Phoenix, AZ, 85040	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101830	ENR	Jakc U Hunt	1974-11-04	UHC-18297-25	9866281137	8639 Main St Apt 8, Miami, FL, 33144	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-404198	CLM	Christine Knight	1999-07-12	—	—	2960 Valley View Dr, Tampa, FL, 33632	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113373	ENR	Lori Mendoza	1966-08-07	UHC-22182-46	3858180499	9878 Willow Ct, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400046	CLM	Olivia Mejia	1996-01-27	UHC-99227-11	6248894352	1802 Forest Ave, Atlanta, GA, 30389	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115001	ENR	Kathleen B Watson	1959-02-22	UHC-97472-60	3643213792	2651 Pine Dr, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-423845	CLM	Nicole Mejia	1962-05-14	UHC-35763-47	—	3685 Baseline Rd, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-132090	ENR	Amber Perkins	1978-11-22	UHC-05855-16	5782233715	5171 Elm St, Charlotte, NC, 28204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106043	ENR	Valentina K Roberts	2004-06-26	UHC-42409-18	9104395806	8848 Baseline Rd Apt 20, Charlotte, NC, 28222	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-421663	CLM	Benjamin Wong	1948-10-12	UHC-60828-17	3405970565	1782 Pine Dr # 137, Mesa, AZ, 85217	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408920	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-128514	ENR	James Rice	1971-06-19	UHC-34084-45	2452263434	4780 Mountain View Dr, Charlotte, NC, 28209	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-426574	CLM	Joyce Wells	1988-11-18	—	—	3694 Sage Ct, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56094	TPA	Justin Montgomery	1981-06-01	—	—	6366 Pine Dr, Seattle, WA, 98137	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104952	ENR	Patrick Burton	1961-07-21	UHC-55222-39	2849935747	1888 Baseline Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-24744	PRV	Priya Webb	1986-11-22	—	5973211335	5120 Main St Apt 24, Glendale, AZ, 85392	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116400	ENR	Amy Williiamson	1988-06-15	UHC-93376-76	5662235739	2430 Pine Dr, Orlando, FL, 32868	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424575	CLM	Ann White	1957-06-19	—	—	159 Hillcrest Rd, Nashville, TN, 37295	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
PRV-28215	PRV	Helen Garcia	1973-01-28	UHC-38530-83	9082605200	8801 Forest Ave # 953, Fresno, CA, 93720	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-50727	TPA	Donald G Ross	1996-12-09	—	—	223 Indian School Rd, Charlotte, NC, 28201	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427751	CLM	Melissa Simmons	1993-10-05	—	—	3474 Sage Ct # 190, Atlanta, GA, 30381	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103562	ENR	Judith Ramirez	—	UHC-78656-78	—	1023 Canyon Rd, Mesa, AZ, 85283	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-408332	CLM	Jessica Vega	1967-09-05	—	—	8510 Ridge Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402890	CLM	Grace Hawkins	1938-07-27	—	—	1559 Willow Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24352	PRV	Long D Olivia	1997-07-15	UHC-29266-21	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-403342	CLM	Rachel Gonzalez	1973-10-17	UHC-89828-42	—	2830 Valley View Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50681	TPA	Jesse T Jordan	1968-10-10	—	7753391645	9252 Indian School Rd, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421923	CLM	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23414	PRV	Wei F Chapman	2005-03-20	—	3045402131	5147 Pine Dr, Tempe, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403660	CLM	Nahan Morrison	1976-10-19	—	—	1788 Valley View Dr # 194, Seattle, WA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more
TPA-51550	TPA	Peggy Long	1942-10-12	—	—	3638 Lake View Rd, Fresno, CA, 93736	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137924	ENR	Theresa W West	1990-09-16	UHC-89238-83	2189108440	1312 Main St, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101890	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140197	ENR	Angela M Brown	1946-05-27	UHC-61297-62	—	5531 Grand Ave, Glendale, AZ, 85321	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26973	PRV	Dennis Morris	1956-08-01	UHC-52301-44	4529291801	1163 Willow Ct # 689, Minneapolis, MN, 55485	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-103617	ENR	Adam X Lynch	1996-01-24	UHC-95143-89	2275445744	3179 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121878	ENR	Janice Estraa	1967-04-10	UHC-14238-55	7515384914	3657 Mountain View Dr, Jacksonville, FL, 32224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411804	CLM	Keith Bll	1942-12-10	UHC-34516-56	—	2197 Oak St, Eden Prairie, MN, 55370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61423	TPA	Matthew B Bowman	1992-11-25	UHC-93661-71	—	4383 Palm Dr, Miami, FL, 33143	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 146 of 648Previous Next