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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20520	PRV	Mateo Warren	1972-02-18	—	6628564848	9718 Elm St Apt 32, Sacramento, CA, 95860	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23495	PRV	Kyle Harvey	1976-10-27	UHC-55261-28	8904271769	4135 Sage Ct, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25441	PRV	Steven West	1968-04-02	UHC-27799-40	—	16 Mesa Dr, Gilbert, AZ, 85268	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25121	PRV	Brittany Aguilar	2000-11-16	UHC-06610-34	7482644177	4574 Willow Ct, Gilbert, AZ, 85208	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23349	PRV	Lawrence K Weaver	1964-02-04	—	9292120024	3519 Church St, Tempe, AZ, 85219	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-25097	PRV	Ashley W Snyder	1941-10-24	UHC-84216-89	3598457145	3146 Sage Ct # 677, Nashville, TN, 37209	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-20955	PRV	Betty Vega	1988-10-12	—	—	5155 Camelback Rd, San Antonio, TX, 78215	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-21393	PRV	Billly Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27858	PRV	Debra Lee	1995-07-27	—	4333342670	8651 Jefferson Ave, Eden Prairie, MN, 55330	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29579	PRV	Julie Ross	1939-11-28	—	3829562824	7517 Meadow Ln, Chandler, AZ, 85280	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26636	PRV	Sean Gardner	—	UHC-33476-72	—	9447 Lake View Rd, Seattle, WA, 98112	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-20242	PRV	Mark Y Freeman	2006-04-11	—	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-23644	PRV	Sarah Sngh	2004-10-21	—	9323854683	6395 Bayshore Dr Apt 39, Nashville, TN, 37224	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27697	PRV	Mateo Sims	1959-11-11	—	—	7841 Bayshore Dr, Phoenix, AZ, 85007	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23329	PRV	Jack N Crater	1997-04-23	—	6939400690	9198 Mountain View Dr, Tucson, AZ, 85754	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
PRV-22499	PRV	Kayla D Robinson	1970-05-04	UHC-81146-87	4834625711	9260 Canyon Rd, Plano, TX, 75064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27971	PRV	Lauren V Hoffman	1940-07-25	UHC-16769-64	—	1201 Meadow Ln, Jacksonville, FL, 32203	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
PRV-21510	PRV	Brittany Campbell	1954-04-18	—	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-23715	PRV	Judith Vasquez	1995-12-01	UHC-02361-56	—	3739 Lake View Rd # 669, Austin, TX, 78717	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-20669	PRV	Sofia Day	1938-07-28	—	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-25144	PRV	Paul I Woods	2007-09-24	—	—	8824 Spring St, Scottsdale, AZ, 85296	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23471	PRV	Josh Sanders	1952-06-07	—	4738258178	9202 Hillcrest Rd, Tempe, AZ, 85217	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-29136	PRV	Ashley Diaz	1976-12-18	UHC-49500-48	7967096069	6737 Oak St, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-21306	PRV	Sofia Luna	1995-01-17	UHC-09907-30	5195937770	4207 Cedar Ln, Dallas, TX, 75249	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
PRV-26730	PRV	Joe Z Obrien	1938-06-20	—	2615953563	832 Oak St, Jacksonville, FL, 32288	0.66	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+1 more
PRV-24746	PRV	Patrick Fisher	—	—	7773295953	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
PRV-20287	PRV	Kelly Carlson	1957-04-27	—	4959956984	2153 Canyon Rd, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22074	PRV	Jennifer Hawkins	1943-07-14	UHC-46500-91	—	1107 Lake View Rd Apt 40, Denver, CO, 80266	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23088	PRV	Richard Brown	1955-05-11	UHC-07594-55	9155620804	304 Oak St, Columbus, OH, 43280	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-20991	PRV	Tiler W Jackson	—	UHC-45708-12	9297363562	7548 Baseline Rd, Atlanta, GA, 30326	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
PRV-23972	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-23973	PRV	Frank Baker	1990-09-08	—	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-25455	PRV	Ann Simpson	2006-01-05	—	8725507612	2030 Central Ave, Gilbert, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24936	PRV	Madison W Lee	—	—	8755515132	7266 Sage Ct, Houston, TX, 77098	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
PRV-24253	PRV	Perry Nicole	1952-01-17	—	5883150375	7253 Ocean Ave, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24518	PRV	Sara Scott	1958-06-18	—	8893540383	9443 Broadway # 751, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
PRV-27490	PRV	Jeeffrey Cook	1986-04-06	UHC-48436-17	—	7290 Highland Ave, Minneapolis, MN, 55405	0.66	Name re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
PRV-25226	PRV	Jacob Walker	1999-02-27	UHC-50958-96	4869501794	2767 Highland Ave, Scottsdale, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27530	PRV	Janet Tucker	1972-06-26	UHC-36190-80	8512605489	4988 Indian School Rd, Minneapolis, MN, 55460	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-22679	PRV	Gregory W Wheeler	1989-03-15	—	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-21834	PRV	Willie Shaw	1978-12-02	—	—	7789 Canyon Rd, Minneapolis, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20326	PRV	Frances Williamson	1987-05-23	—	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25204	PRV	Mariana G Gutierrez	1999-07-23	—	6016756473	8486 Central Ave, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted ZIP missing+1 more
PRV-25989	PRV	Benjamin Boyd	1939-02-06	UHC-43747-98	4527770904	8631 Sage Ct, Jacksonville, FL, 32269	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27281	PRV	Samantha S Adams	1997-01-12	UHC-60115-83	—	6922 Sage Ct # 957, Fresno, CA, 93727	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-26885	PRV	Rob Watkins	2001-07-07	UHC-29270-37	—	8144 Grand Ave, Dallas, TX, 75245	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22719	PRV	Scott B Johnston	1991-06-01	—	—	8261 Pine Dr, San Diego, CA, 92181	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-20140	PRV	Joan Bryant	1958-12-01	—	5253887592	6477 Spring St, Mesa, AZ, 85287	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
PRV-20064	PRV	Deborah T Murray	2003-04-24	UHC-81038-07	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-20065	PRV	Deborah T Murray	2003-04-24	UHC-81038-07	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more

3,816 rows, page 24 of 77Previous Next