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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58830	TPA	Alice Willis	1944-06-18	—	—	5380 Willow Ct, Nashville, TN, 37241	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-55831	TPA	Thomas Mendoza	2007-04-23	UHC-73410-84	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-57444	TPA	Matthew Green	1993-09-16	—	—	1531 Oak St, Gilbert, AZ	0.70	ZIP missing Gender normalised Placeholder values cleared
TPA-56035	TPA	Christian Y Burton	1976-03-16	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61615	TPA	Marc X Herrera	1956-12-27	—	—	9213 Cedar Ln, Denver, CO, 80209	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-60402	TPA	Austin Kelly	1978-10-18	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-64180	TPA	Jeffrey O Arnold	1996-06-16	UHC-02477-34	—	838 River Rd, Sacramento, CA, 95825	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-61217	TPA	Carol Watkins	1997-02-06	—	—	7919 Broadway, San Antonio, TX, 78290	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61216	TPA	Carol Watkins	1997-02-06	—	—	7919 Broadway, San Antonio, TX, 78290	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-64330	TPA	Laura Torres	1972-04-11	—	—	3253 Willow Ct, Columbus, OH	0.70	ZIP missing Gender normalised Placeholder values cleared
TPA-63650	TPA	Richard E Roebrtson	—	—	—	—	0.70	Date of birth missing Gender normalised Placeholder values cleared
TPA-52831	TPA	Joan Bryant	1976-01-01	—	3477781633	7618 Meadow Ln, Tucson, AZ, 85726	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-51307	TPA	Joe Gray	1949-02-23	—	5243736300	2333 Apache Blvd, Mesa, AZ, 85283	0.70	ZIP+4 trimmed Gender normalised Whitespace trimmed
TPA-60892	TPA	Patricia L Gibson	1979-12-07	—	—	7601 Hillcrest Rd, Atlanta, GA, 30327	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-60563	TPA	Denise Jackson	1949-03-07	—	—	3077 Valley View Dr, Tampa, FL, 33626	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-62179	TPA	Joshua Gibson	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-52883	TPA	Kevin Martin	1983-05-19	—	—	3725 Park Pl, Dallas, TX, 75262	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-54753	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-60798	TPA	Eric Castillo	1996-03-25	—	—	8778 Ocean Ave # 605, Minneapolis, MN, 55400	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-51167	TPA	Sandra Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-50475	TPA	Jack Hudson	1946-12-16	—	—	5259 River Rd, Gilbert, AZ, 85265	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-57822	TPA	Joseph Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-62481	TPA	Gerald L Parker	1970-07-24	—	—	7751 Mesa Dr, Chandler, AZ, 85228	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-50520	TPA	Katherine Carpenter	1949-04-23	—	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
TPA-57560	TPA	Jesse Dean	1985-05-24	—	—	8179 Ridge Rd, Chandler, AZ, 85206	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-63582	TPA	Jesse Bryant	1948-07-25	—	5714282738	9551 Sunset Blvd # 549, Los Angeles, CA, 90089	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-60208	TPA	Kyle Carlson	2002-02-21	—	—	7284 Harbor Blvd, Glendale, AZ, 85398	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-56918	TPA	Camila Dunn	2007-12-05	—	4307541468	3918 Palm Dr, Minneapolis, MN, 55448	0.70	Name split from “Last, First”Phone reformatted Gender normalised
TPA-56713	TPA	Carlos Richardson	1994-06-02	UHC-86386-38	—	9280 Forest Ave Apt 4, Minneapolis, MN, 55458	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-61079	TPA	Carlos Jordan	2006-09-02	—	—	86 Oak St, Sacramento, CA, 95886	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-56628	TPA	Amanda Carter	2008-02-14	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-60495	TPA	Heather Fuller	1938-09-04	UHC-97671-82	—	5849 Mesa Dr, Minneapolis, MN, 55478	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-56695	TPA	Julia Kelly	1974-10-24	—	3745237414	271 Lake View Rd, Las Vegas, NV, 89143	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
TPA-55448	TPA	Kevin Perkins	1946-09-13	—	8983675834	3108 Lake View Rd, San Diego, CA, 92117	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-63954	TPA	Ashley Carpenter	1967-01-15	—	9056009029	3832 Ocean Ave, Denver, CO, 80255	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-58882	TPA	Jose Griffin	1973-12-16	—	—	6349 Broadway, Eden Prairie, MN, 55370	0.76	Name re-cased Address re-cased City re-cased Gender normalised+2 more
TPA-51169	TPA	Janet Alvarado	1977-01-01	—	—	4558 Cedar Ln, Nashville, TN, 37284	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-55894	TPA	Samuel Obrien	2000-10-08	—	6003705917	8778 Oak St, Tampa, FL, 33693	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-57412	TPA	Marilyn Elliott	1984-12-08	—	9842908816	5553 Lake View Rd, Gilbert, AZ, 85253	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-58687	TPA	Isabella Li	1948-04-28	—	9009209380	802 Ocean Ave, Charlotte, NC, 28270	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
TPA-63703	TPA	Paul Obrien	1946-06-15	—	—	9081 Broadway, Denver, CO, 80282	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-53411	TPA	Charlotte Lucas	1968-04-03	—	7639253746	333 Harbor Blvd, Dallas, TX, 75244	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60792	TPA	Diana Turner	1970-11-06	—	7939690217	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-56499	TPA	Shirley Lopez	1991-06-04	—	3136272862	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-63171	TPA	Evelyn Berry	1997-05-13	—	6654921336	4129 Valley View Dr, Jacksonville, FL, 32223	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
TPA-60254	TPA	Elizabeth Larson	1955-06-12	UHC-23618-99	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
TPA-55260	TPA	Gregory Peters	1993-05-27	—	5132351550	263 Grand Ave, Charlotte, NC, 28213	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-63415	TPA	Gregory Bowman	1982-04-16	—	2076868116	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52597	TPA	Deborah Baker	1994-06-22	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
TPA-50576	TPA	Andrew Fields	1995-03-23	—	8035777942	3129 Main St, Jacksonville, FL, 32261	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more

2,435 rows, page 35 of 49Previous Next