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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20748	PRV	Christian Webb	1970-03-12	UHC-18196-25	9306451616	2076 Mountain View Dr Apt 36, San Antonio, TX, 78259	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25757	PRV	Ethan Simmons	1947-08-08	UHC-10103-53	9273792900	922 Palm Dr Apt 24, Tempe, AZ, 85259	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28228	PRV	Amber Cruz	1943-10-18	UHC-42078-47	—	7339 Oak St, Austin, TX, 78707	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25210	PRV	Nicole M Butler	1997-01-10	UHC-48354-10	—	6720 Bayshore Dr, Eden Prairie, MN, 55316	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20022	PRV	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25779	PRV	Raymond Sullivan	1989-08-22	—	4874231313	5591 Sage Ct # 134, Chandler, AZ, 85201	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21059	PRV	Amber G Nichols	1993-03-03	UHC-10935-86	4625093460	1003 Sage Ct, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28169	PRV	Eric Bell	—	UHC-32632-40	3246345977	7210 Mountain View Dr Apt 39, Miami, FL, 33191	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27022	PRV	Justin Ryan	1975-11-04	—	2153826228	1898 Camelback Rd, Plano, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21379	PRV	Mateo Rivera	—	—	5374470369	115 Canyon Rd, Scottsdale, AZ, 85207	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
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-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-20235	PRV	Charles M Bradley	1951-07-19	UHC-01729-01	—	7702 Willow Ct, Jacksonville, FL, 32263	0.52	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25282	PRV	Wei Rogers	1958-11-27	UHC-04137-54	7869805224	4311 Market St, Atlanta, GA	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24566	PRV	Jack M Barnes	1979-04-24	UHC-75054-56	—	3185 Washington St, Las Vegas, NV, 89125	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25356	PRV	James Sanders	2000-11-24	—	6976775359	2275 Sage Ct, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-29096	PRV	Tony R Bishop	1984-03-26	UHC-85028-39	3844579410	2606 Valley View Dr, Seattle, WA, 98134	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28217	PRV	Ashley D Cook	1970-12-27	UHC-87838-91	—	857 Palm Dr, Tampa, FL, 33628	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-25471	PRV	Scott Alvarado	1973-09-21	—	9649297388	5896 Hillcrest Rd, Glendale, AZ, 85399	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21589	PRV	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ, 85034	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24227	PRV	Sara F Murphy	2008-01-24	UHC-77515-85	3669010347	7201 Cedar Ln, Las Vegas, NV, 89184	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21294	PRV	Alexis Harvey	1991-02-11	UHC-56292-04	—	6202 Bayshore Dr, Nashville, TN, 37211	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22218	PRV	Lawrence Maldonado	—	UHC-97544-20	—	7498 Main St, Glendale, AZ, 85367	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22250	PRV	Jason Cole	1993-10-28	UHC-29923-13	3298091591	7591 Market St, Eden Prairie, MN, 55381	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24494	PRV	Andrew Larson	1994-01-10	UHC-19155-72	—	7764 Highland Ave, Austin, TX, 78710	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
PRV-28811	PRV	Scott B Howell	1997-12-18	—	8458824338	1511 Willow Ct, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address 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-21271	PRV	George Moreno	1975-07-02	UHC-65364-35	5858632110	9621 Cedar Ln, Phoenix, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-23200	PRV	Charlotte I Payne	2005-01-13	—	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-29191	PRV	Gerald Gardner	—	—	8648705554	2107 Willow Ct, San Antonio, TX	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-26718	PRV	Ahmed Castillo	1996-09-28	UHC-03994-93	9295262376	5587 Meadow Ln, Sacramento, CA, 95807	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+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-28929	PRV	Grace D Hughes	1965-10-15	—	6717940564	181 Central Ave, Tampa, FL, 33632	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28780	PRV	Christopher L Aguilar	1967-09-11	UHC-33800-17	—	3042 Sage Ct, Plano, TX, 75014	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+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-20637	PRV	Ahmed Gutierrez	1938-05-12	—	—	6178 Forest Ave, Columbus, OH, 43204	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25649	PRV	Emily Jimenez	1974-01-09	—	9217438580	2840 Spring St, Minneapolis, MN, 55416	0.52	Two-digit birth year Phone reformatted 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-24735	PRV	Ryan J Hill	1966-09-13	—	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23143	PRV	Tom X Luna	1986-04-10	—	8902543970	3916 Bayshore Dr, Houston, TX, 77025	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26105	PRV	Stephanie Ross	1998-02-27	—	—	504 Sunset Blvd, Austin, TX, 78795	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26431	PRV	Teresa D Simpson	1957-04-18	—	—	1259 Mountain View Dr, Orlando, FL, 32820	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26001	PRV	Roger Fisher	1980-08-23	UHC-56175-53	3917121226	7021 Meadow Ln, Tempe, AZ, 85206	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23309	PRV	Kayla Carr	1964-05-19	—	6977835291	37 Camelback Rd, Phoenix, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23058	PRV	Christina Hart	1954-04-21	—	8399833023	6532 Bayshore Dr, Las Vegas, NV, 89144	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
PRV-22404	PRV	Roger U Hawkins	2004-10-01	UHC-20801-61	2768744343	3171 Harbor Blvd, Plano, TX, 75012	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+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-26167	PRV	Sam Jones	1956-09-12	—	—	8027 Union St, Tucson, AZ, 85787	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21661	PRV	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.52	Middle initial moved out of first name Name re-cased Phone missing area code Street suffix standardised+2 more

5,462 rows, page 15 of 110Previous Next