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

Third-party administrator, 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
TPA-53806	TPA	Grace Padilla	1956-02-27	—	9179541768	9820 Jefferson Ave, Dallas, TX, 75266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63838	TPA	Dorothy Sandoval	1994-05-25	UHC-73203-21	—	1738 Mountain View Dr, Seattle, WA, 98108	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60260	TPA	Evelyn Palmer	1956-01-03	—	—	2570 Lake View Rd, Fresno, CA, 93770	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53143	TPA	Diaane Alvarez	1998-06-11	—	—	7578 Central Ave, Plano, TX, 75055	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63971	TPA	Santiago Hoffman	—	—	7245016599	2511 Harbor Blvd, Orlando, FL, 32877	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-51060	TPA	Lucia Lawson	2004-09-19	—	—	2123 Canyon Rd, Tucson, AZ, 85749	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-60978	TPA	Joe Obrien	—	—	—	7817 Mesa Dr, Tempe, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-54175	TPA	Victoria Cruz	1988-11-01	—	—	2669 Forest Ave, Glendale, AZ, 85314	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-55865	TPA	Lawrence Anderson	2001-08-07	—	5843569567	6884 Meadow Ln, San Diego, CA, 92130	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51144	TPA	Samuel Gordon	1999-08-21	—	8877886818	906 Church St, San Antonio, TX, 78212	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50115	TPA	Virginia B McCoy	1966-01-24	—	—	6472 Sage Ct, Chandler, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60257	TPA	Willie Hill	1954-02-17	—	4047319190	6950 Camelback Rd, Gilbert, AZ, 85250	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57706	TPA	Janet Moore	1985-10-12	—	6975375149	3081 Palm Dr, San Diego, CA, 92152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51406	TPA	Roy Green	1955-10-15	—	2328719993	8357 Palm Dr, Houston, TX, 77031	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62031	TPA	Danielle Le	1938-06-03	—	3245958047	4074 Main St, Tempe, AZ, 85299	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57696	TPA	Camila D Dixon	1963-06-04	—	—	5403 Mesa Dr, Houston, TX, 77093	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
TPA-61090	TPA	Camila Y Perkins	1956-04-14	—	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52688	TPA	Billy Vasquez	1968-03-08	—	4477281836	9138 Grand Ave, Minneapolis, MN, 55470	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57176	TPA	David M Morgan	1943-05-15	UHC-46726-85	—	3531 Spring St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56645	TPA	Daniel Jackson	1951-11-21	—	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63781	TPA	Arthur Torres	1997-05-08	—	—	9054 Highland Ave, Phoenix, AZ, 85018	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50082	TPA	Albert Montgomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61212	TPA	Robert Lee	1999-02-15	—	9123300302	8775 Spring St, Chandler, AZ, 85204	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59209	TPA	Joan Jordan	1971-03-27	—	7723556936	2197 Harbor Blvd, Minneapolis, MN, 55439	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62427	TPA	Sophia Rujas	1999-11-18	—	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-63751	TPA	Joe Vargas	—	—	—	4634 Lake View Rd, Dallas, TX, 75214	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
TPA-62551	TPA	Jessica Graham	1994-01-22	—	—	8488 Market St, Glendale, AZ, 85307	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52885	TPA	James Gordon	1988-04-11	—	—	9822 Highland Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56098	TPA	Juan Welch	1959-01-05	—	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61887	TPA	Alexis Henry	1961-09-27	—	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50795	TPA	Lawrence Young	1953-09-03	—	—	3964 Oak St, Tucson, AZ, 85772	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55904	TPA	Tyler X Dominguez	1982-11-27	—	—	7545 Canyon Rd, Nashville, TN, 37239	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57095	TPA	Janet K Richardson	1989-10-21	—	—	3273 Maple Ave, Atlanta, GA, 30344	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-51200	TPA	Kahy Hill	1979-09-20	—	7516947971	983 Spring St, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51787	TPA	Alberrt I Kim	1989-09-03	—	—	2264 Pine Dr, Tucson, AZ, 85784	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61840	TPA	UJunk	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64125	TPA	Jose Carpenter	1943-04-07	—	—	4048 Willow Ct, Plano, TX, 75049	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55134	TPA	Teresa Burton	1998-07-06	—	3299345762	9371 Pine Dr, Columbus, OH, 43224	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57825	TPA	Brandon Carpenter	1975-06-24	—	2545791030	7531 Cedar Ln, Los Angeles, CA, 90067	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52724	TPA	Tyler Knight	2002-04-27	—	9055100879	6690 Elm St, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57482	TPA	Margaret Owens	1984-01-22	UHC-62039-91	—	6737 Ridge Rd, Atlanta, GA, 30330	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60795	TPA	Stephens Fatima	1995-07-04	—	—	1103 Main St, Sacramento, CA, 95862	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61031	TPA	Arjun Coleman	1985-06-02	—	—	9309 Willow Ct Apt 39, Scottsdale, AZ, 85233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-62102	TPA	Amy Gonzalez	1985-04-03	—	—	6841 River Rd, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62107	TPA	Gloria Werd	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57400	TPA	Keith Burke	1951-08-19	—	—	9829 Desert Sky Blvd, Miami, FL, 33192	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62819	TPA	Jennifer Gardner	1998-03-25	—	—	410 Baseline Rd, Phoenix, AZ, 85037	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55774	TPA	Christina Carter	1942-10-03	—	5076300680	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54120	TPA	Nathan Cunningham	1938-05-08	—	5242251717	8203 Lake View Rd, Atlanta, GA, 30399	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63956	TPA	Mary Hudson	1995-01-14	—	—	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

7,767 rows, page 46 of 156Previous Next