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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23980	PRV	Adam Snyder	1964-09-27	UHC-25891-48	5934629771	9660 Market St Apt 28, Denver, CO	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-29371	PRV	Abigail S Webb	1997-07-23	—	—	7718 Harbor Blvd, Chandler, AZ, 85238	0.38	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25581	PRV	Sophia Evans	1974-12-27	—	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29564	PRV	Susan Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave Apt 21, Fresno, CA	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25503	PRV	Roy Q Simpson	1956-07-16	UHC-12089-16	9677755119	9767 Harbor Blvd, Gilbert, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27984	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25043	PRV	Joyce G Price	1964-01-27	—	—	3725 Jefferson Ave, Columbus, OH	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
PRV-24130	PRV	Beth R Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28133	PRV	Brandon T Bennett	1939-08-21	—	8373045542	1280 Camelback Rd # 719, Tucson, AZ, 85732	0.38	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28696	PRV	Henry King	1989-12-02	—	—	3949 Central Ave Apt 11, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
PRV-22615	PRV	Mary Moreno	1992-12-28	—	9167791678	2055 Cedar Ln Apt 30, Phoenix, AZ, 85050	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24012	PRV	Theresa A Cook	1987-01-13	—	4992485697	8803 Mountain View Dr # 687, Denver, CO, 80297	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25364	PRV	Eric Hayes	—	—	—	4894 Spring St # 773, Jacksonville, FL, 32264	0.40	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27803	PRV	Cynthia D Carlson	1997-07-15	—	3745851258	4545 Park Pl, Chandler, AZ, 85297	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25434	PRV	Bobby Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr Apt 13, Phoenix, AZ, 85052	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25433	PRV	Bobby Rodriguez	1967-01-04	UHC-12282-59	—	2655 Bayshore Dr Apt 13, Phoenix, AZ, 85052	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24345	PRV	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd Apt 36, Columbus, OH, 43277	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
PRV-27011	PRV	Michael Matthews	1998-09-14	—	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-27749	PRV	Aaron Davis	—	UHC-45592-84	7727838164	1381 Highland Ave, San Antonio, TX	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-23217	PRV	Catherine Cunningham	1972-06-16	—	—	615 River Rd, Sacramento, CA, 95837	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25064	PRV	Kelly Torres	1948-09-25	—	4958807345	4174 Ocean Ave, Eden Prairie, MN, 55304	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24156	PRV	Charlotte Washington	2005-08-24	UHC-01290-54	9836933003	1416 Washington St Apt 15, Denver, CO, 80211	0.42	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
PRV-26115	PRV	Donna Burns	1948-08-23	UHC-39950-67	3666538883	4001 Meadow Ln, Scottsdale, AZ, 85223	0.42	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
PRV-22167	PRV	Zachary Hughes	1988-02-18	UHC-96105-20	—	4613 Canyon Rd, Seattle, WA, 98121	0.42	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21056	PRV	Michelle Hamilton	1990-01-02	—	4618363358	7834 Grand Ave, Austin, TX, 78772	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-28193	PRV	Jeffrey Nelson	1962-10-20	UHC-95285-40	3324379864	1426 Camelback Rd, Sacramento, CA, 95828	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21506	PRV	Willie Lucas	—	UHC-42851-65	4033989050	3884 Palm Dr, Jacksonville, FL, 32294	0.44	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+6 more
PRV-24037	PRV	Mason Rios	1950-09-14	UHC-34110-11	2208220528	8770 Washington St Apt 16, Glendale, AZ, 85340	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23659	PRV	Brenda Henry	2004-01-05	—	6998126106	2034 Cedar Ln Apt 18, Chandler, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-29575	PRV	Maria Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-23726	PRV	Megan Wilson	1956-03-14	UHC-27377-95	6733016707	9499 Market St, Denver, CO, 80247	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21018	PRV	Larry L Mills	1998-01-13	—	5265578622	155 Harbor Blvd # 679, Gilbert, AZ, 85209	0.44	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-25231	PRV	Carlos S McCoy	1981-10-23	—	2367526035	4191 Grand Ave, Plano, TX, 75061	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-27018	PRV	Benjamin Cox	1983-03-07	UHC-68145-78	4019548847	2173 Main St, San Antonio, TX, 78230	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21725	PRV	Noah Pena	1977-02-21	—	7034408565	9475 Canyon Rd, Fresno, CA	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-22077	PRV	Austin Henderson	1993-03-13	UHC-20641-02	4688129841	4944 Indian School Rd Apt 2, San Diego, CA, 92114	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
PRV-27343	PRV	Kelly Burton	1980-10-12	UHC-06398-61	7674587524	9072 Park Pl, Dallas, TX, 75217	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
PRV-21329	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-21330	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-23458	PRV	Michelle Haansen	1952-03-09	UHC-96691-01	5872364637	4178 Baseline Rd, Charlotte, NC, 28274	0.44	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
PRV-27404	PRV	Wei Knight	2003-01-13	—	6565121326	5983 Harbor Blvd # 742, Minneapolis, MN, 55440	0.44	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
PRV-28219	PRV	Deborah Ray	1944-02-03	UHC-55168-60	7986907373	596 Indian School Rd, Sacramento, CA, 95884	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-22608	PRV	Barbara T Austin	1980-07-02	UHC-09800-59	2343011820	4185 Bayshore Dr, Tampa, FL	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-23062	PRV	Carol Hart	1945-05-28	—	3812420123	7981 Pine Dr Apt 13, Austin, TX, 78789	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-27381	PRV	Mateo V Dean	2000-12-27	UHC-92928-49	9219120581	493 Forest Ave, Plano, TX, 75046	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21711	PRV	Rachal Campbell	2005-02-19	UHC-11063-31	6824196892	3867 Cedar Ln, Las Vegas, NV, 89101	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-21539	PRV	Lawrence Hamilton	1949-01-17	—	3662268827	8701 Sunset Blvd, Sacramento, CA	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-24390	PRV	Eric Cooper	1969-04-02	UHC-23594-28	—	282 Union St, Phoenix, AZ, 85008	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
PRV-28076	PRV	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-27976	PRV	Hudson K Alexander	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more

5,405 rows, page 4 of 109Previous Next