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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-27951	PRV	John Z Bryant	1951-11-03	—	6278474946	9217 Elm St, Orlando, FL	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27686	PRV	Douglas R Woods	1940-01-07	—	—	2430 Elm St, Columbus, OH	0.52	Middle initial moved out of first name Phone missing area code State code upper-cased ZIP missing+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-28784	PRV	Julia Z Nelson	1997-06-11	—	8142135020	6787 Maple Ave, Tucson, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25229	PRV	Matthew P Riec	1999-03-22	—	8689471631	6058 Apache Blvd, Houston, TX, 77066	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+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-21142	PRV	Valentina Saalazar	1971-07-20	UHC-13048-68	7558263969	7124 Desert Sky Blvd, Charlotte, NC, 28265	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24298	PRV	Jacob Watkins	1948-01-23	—	9825231742	1221 Church St, Fresno, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27378	PRV	Mary Simpson	1957-08-17	—	—	9133 River Rd, Jacksonville, FL, 32221	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22171	PRV	Dorothy Medina	1967-10-19	UHC-55197-73	—	1837 Pine Dr, Houston, TX, 77041	0.52	Name re-cased Phone missing area code State name converted to code ZIP+4 trimmed+2 more
PRV-21889	PRV	Kennth Roberts	1976-01-07	—	—	2936 Hillcrest Rd, Chandler, AZ, 85268	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25228	PRV	Adam I Lttle	1943-08-22	—	5515424028	1689 Mountain View Dr, Nashville, TN, 37201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23247	PRV	Camila Turner	1990-05-10	UHC-89373-58	6009667929	9865 Mesa Dr, Charlotte, NC, 28218	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+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-28104	PRV	Raymond Phillips	1995-01-28	UHC-34319-11	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23337	PRV	Ahmed I Patel	2005-02-09	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23590	PRV	Virginia F Smith	1963-08-07	UHC-21841-47	—	4860 Canyon Rd, Las Vegas, NV, 89153	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23744	PRV	Gloria Allen	1976-12-08	UHC-05703-45	3084703302	585 River Rd, Austin, TX, 78773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27554	PRV	Bradley Flures	1978-11-17	UHC-20706-40	9034300334	3417 Indian School Rd, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22144	PRV	Lori S Williams	1984-07-03	—	2018001039	7541 Washington St, Fresno, CA, 93734	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-26220	PRV	Omar T Davis	1980-11-19	—	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21165	PRV	Emily Valdez	1942-11-17	—	—	2291 Ridge Rd, Orlando, FL, 32855	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22328	PRV	Brittany Q Graham	1987-01-04	UHC-81173-09	5376023613	3057 Sunset Blvd, Tampa, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-26601	PRV	Judith Mittchell	—	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-20868	PRV	Kathleen O Gibson	2007-07-19	UHC-89929-38	3352473029	4256 Washington St, Seattle, WA, 98147	0.52	Phone reformatted Street suffix standardised 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-21741	PRV	Frances Anderson	1976-02-05	—	3248346442	7806 Market St, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21742	PRV	Frances Anderson	1976-02-05	—	3248346442	7806 Market St, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26387	PRV	Patrick Mendez	1963-09-16	—	—	6528 Church St, Plano, TX, 75099	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+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-29347	PRV	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX, 78784	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-21705	PRV	Hannah Schmidt	1959-01-13	UHC-54182-06	—	5316 Park Pl, San Antonio, TX, 78226	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22573	PRV	Lori Butler	1981-02-20	UHC-75436-96	—	405 Indian School Rd, Nashville, TN, 37270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-25582	PRV	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22901	PRV	Henry T Espinoza	1959-07-26	—	—	1745 Church St, Austin, TX	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
PRV-28914	PRV	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+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-23803	PRV	Sara Espinoza	1997-01-27	UHC-90159-04	7938200340	859 Grand Ave, Tempe, AZ, 85201	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+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-20942	PRV	Arthur M Hall	1938-11-24	—	2655323170	686 Church St, Glendale, AZ, 85360	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25025	PRV	Gregory U Woods	1998-03-11	UHC-74086-93	—	2736 Oak St, San Diego, CA, 92136	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21151	PRV	Kenneth Payne	1973-10-27	UHC-66838-75	—	4077 Grand Ave, Chandler, AZ, 85223	0.52	Name re-cased Two-digit birth year SSN last four extracted State name converted to code+2 more
PRV-27893	PRV	Elijah Weaver	1954-12-01	UHC-12057-36	3912403286	2757 Cedar Ln, Seattle, WA, 98180	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more

9,344 rows, page 18 of 187Previous Next