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

Provider network, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20299	PRV	Brenda Weaver	1950-07-25	—	9596460310	5530 Grand Ave Apt 35, Tampa, FL, 33617	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22898	PRV	Aaron Hicks	—	UHC-68928-73	—	6607 Desert Sky Blvd Apt 28, Eden Prairie, MN	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP missing+2 more
PRV-24008	PRV	Kathryn Hart	1950-12-28	UHC-87384-34	7066007087	1571 Main St Apt 13, Scottsdale, AZ, 85287	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21776	PRV	Grace Garrett	1993-10-14	UHC-31113-38	3157222991	1674 Oak St # 574, Plano, TX, 75024	0.52	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
PRV-25454	PRV	Martha Castro	1984-04-01	—	—	5565 Hillcrest Rd Apt 25, Nashville, TN, 37234	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28752	PRV	Janet Carroll	1938-02-10	UHC-53190-20	5326216137	6292 Union St Apt 6, Orlando, FL, 32810	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
PRV-27807	PRV	Bobby Dean	1941-05-26	UHC-81117-27	4083330786	717 Valley View Dr Apt 12, Jacksonville, FL, 32287	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26811	PRV	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St Apt 4, San Antonio, TX, 78229	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23419	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd Apt 17, Sacramento, CA, 95880	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29339	PRV	Ashley Vargas	1958-09-03	—	6805032837	9179 Cedar Ln Apt 13, Chandler, AZ, 85219	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
PRV-21152	PRV	Ryan Jimenez	1955-06-10	UHC-81271-92	2765095753	2708 Forest Ave Apt 1, Denver, CO, 80294	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21559	PRV	Ryan Z Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd Apt 12, Nashville, TN	0.52	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+2 more
PRV-29531	PRV	Dot U Fernandez	1958-06-18	—	—	4640 Pine Dr Apt 37, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20457	PRV	Mateo Shaw	1955-06-19	—	9385570806	1818 Church St # 860, San Antonio, TX, 78281	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24717	PRV	Elijah Montgomery	—	UHC-48585-51	—	6026 Sage Ct Apt 5, Denver, CO, 80230	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
PRV-25742	PRV	Danielle L Lewis	1943-03-16	—	7279893239	8665 Mountain View Dr # 811, Phoenix, AZ, 85035	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
PRV-28922	PRV	Billy Wnag	1952-12-17	—	2838710778	9796 Canyon Rd # 922, San Antonio, TX, 78246	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more
PRV-23666	PRV	Dennis Castro	2000-05-06	—	3268442329	5520 Washington St Apt 16, Miami, FL, 33174	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27273	PRV	Jerry Jordan	1997-06-11	UHC-64857-05	9672415441	2771 Spring St Apt 17, Tempe, AZ, 85244	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27527	PRV	Charlotte V Nichols	1970-05-19	UHC-53965-50	8148244059	3495 Market St # 722, Columbus, OH	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-25343	PRV	Abigail Owens	1964-11-24	UHC-36998-88	8754649144	9000 Valley View Dr Apt 35, Chandler, AZ, 85247	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-21961	PRV	Noah Nguyen	1976-10-23	UHC-84004-09	9623949341	2884 Lake View Rd Apt 7, Gilbert, AZ, 85245	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24157	PRV	Lisa Huughes	2005-08-28	—	4335563172	3596 Main St # 498, Las Vegas, NV, 89178	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27794	PRV	Mark Morgan	1981-04-13	UHC-34154-23	5242733609	2340 Pine Dr # 761, Tampa, FL, 33607	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-25862	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl Apt 12, Tempe, AZ, 85233	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
PRV-21341	PRV	Jesse F Fowler	1998-12-11	UHC-13704-87	5134605829	4715 Sage Ct # 627, Miami, FL	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24925	PRV	Nuah Turner	1949-03-28	—	—	441 Palm Dr # 868, Chandler, AZ, 85287	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22216	PRV	Donna Ford	1941-04-09	—	2505944418	6615 Canyon Rd Apt 31, Las Vegas, NV, 89157	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26171	PRV	Dennis C Ryvera	1996-06-18	—	—	7168 Forest Ave Apt 36, Tempe, AZ, 85298	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24460	PRV	Linda C McDonald	1987-03-12	UHC-89393-86	3404830878	4266 Broadway Apt 3, Miami, FL, 33192	0.52	Two-digit birth year Unit split from street Address re-cased ZIP+4 trimmed+2 more
PRV-28854	PRV	Virginia Hansen	1944-07-06	—	—	3692 Sunset Blvd Apt 30, Jacksonville, FL, 32220	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
PRV-26130	PRV	Carol Rogers	1973-06-14	UHC-29452-56	6437676642	6820 Hillcrest Rd # 482, Minneapolis, MN, 55427	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20598	PRV	David F Kelley	1970-06-19	—	4127037771	979 Mountain View Dr Apt 35, Dallas, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22808	PRV	Jordan D Sandoval	1984-10-14	UHC-19789-28	—	1497 Bayshore Dr Apt 40, Tempe, AZ, 85229	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24700	PRV	Jennifer Wong	1988-03-02	—	7235624918	2502 Sunset Blvd # 313, San Antonio, TX, 78258	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25261	PRV	Theresa L Garza	1942-10-28	—	—	877 Cedar Ln # 244, Atlanta, GA, 30319	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-20886	PRV	Jonathan L Sullivan	1976-01-10	UHC-13997-31	2694871564	7212 Mesa Dr # 208, Gilbert, AZ, 85231	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-23255	PRV	Omar Thomas	1983-02-04	—	—	3899 Union St Apt 32, Eden Prairie, MN, 55354	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
PRV-26919	PRV	Jean Holmes	1977-09-23	—	8085728724	5649 Oak St # 929, Los Angeles, CA, 90066	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
PRV-23974	PRV	Christine V Martinez	1999-08-16	UHC-53553-34	—	4871 Mountain View Dr # 113, Tampa, FL, 33616	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22713	PRV	WJunk	1997-09-04	UHC-42544-68	7053117743	2246 Broadway Apt 10, San Diego, CA, 92126	0.54	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared+1 more
PRV-25820	PRV	Nicole Carlson	1941-10-20	—	—	8802 Pine Dr Apt 3, Tampa, FL, 33663	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21427	PRV	Carlos Lawrence	1949-08-04	UHC-29118-10	—	9012 Mesa Dr Apt 16, Plano, TX, 75035	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-25242	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
PRV-25241	PRV	Ryan Chen	—	UHC-69720-39	—	4269 Maple Ave # 585, San Diego, CA, 92151	0.54	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+1 more
PRV-21600	PRV	Larry W Spencer	—	UHC-16960-57	—	5830 Lake View Rd # 488, Miami, FL, 33139	0.54	Date of birth unreadable Phone missing area code Unit split from street Whitespace trimmed+1 more
PRV-20324	PRV	Kelly Larson	1965-12-05	—	8229095647	3092 Washington St # 572, Chandler, AZ, 85221	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22142	PRV	Deborah Y Jackson	1951-07-21	UHC-89997-70	6517170507	8786 Jefferson Ave Apt 11, Las Vegas, NV	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
PRV-24364	PRV	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr Apt 13, Glendale, AZ, 85331	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more

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