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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118842	ENR	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432583	CLM	Mateo Caarlson	1937-10-22	—	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405155	CLM	Gregory Hunt	1978-09-14	UHC-84710-60	—	4621 Sage Ct, Scottsdale, AZ	0.50	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+3 more
PRV-29470	PRV	Diana Pena	1978-11-05	—	9416171581	8865 Sunset Blvd, Atlanta, GA, 30309	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401606	CLM	Martha Simmons	2002-02-09	—	—	1191 Park Pl # 792, Atlanta, GA, 30306	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-27098	PRV	Jean Owens	1956-07-14	—	9342836189	4511 Cedar Ln, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25168	PRV	James Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407003	CLM	Grace Lawrence	1990-02-28	UHC-55097-42	—	5929 Central Ave, Glendale, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432319	CLM	Justin Powell	1983-02-13	UHC-42263-27	—	2150 Spring St, Columbus, OH, 43255	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-23229	PRV	BJunk	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.50	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-111592	ENR	Angela Q Sanchez	—	UHC-92860-10	9198385488	3176 Maple Ave, Tucson, AZ, 85713	0.50	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-111086	ENR	Albert Nunez	1981-12-24	UHC-51651-67	—	1681 Union St, Jacksonville, FL	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-26800	PRV	Luis Gonzales	1939-08-26	UHC-00878-25	—	4733 Canyon Rd, Atlanta, GA, 30339	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
TPA-50243	TPA	Bryan Valdez	1986-09-17	—	—	5624 Canyon Rd, Columbus, OH, 43273	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412069	CLM	Ruth Dunn	2002-12-22	—	—	1310 Apache Blvd, Tampa, FL, 33623	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-406629	CLM	William Howard	1946-05-27	—	6322157771	9694 Bayshore Dr, Nashville, TN, 37277	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402399	CLM	Beth Jimenez	1945-05-25	UHC-65211-83	—	8362 Hillcrest Rd # 155, Columbus, OH	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408511	CLM	Bobby I Dominguez	2005-12-21	UHC-26590-88	—	1263 Canyon Rd Apt 7, Dallas, TX, 75265	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410849	CLM	Charlotte Kennedy	2008-05-19	—	2273003289	1168 Apache Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130005	ENR	Sara Armstrong	—	UHC-69116-90	4099241708	9391 Market St, Dallas, TX	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421557	CLM	Donald Stewart	—	—	—	5415 Highland Ave, Minneapolis, MN, 55498	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-422632	CLM	Heather Hudson	1938-03-05	—	9293965350	359 Jefferson Ave, Fresno, CA, 93771	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426350	CLM	Maria R Jordan	1979-04-01	—	—	7536 Central Ave, Atlanta, GA, 30385	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432163	CLM	Jordan Thoomas	1948-03-05	UHC-00688-86	—	5317 Jefferson Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-54024	TPA	Joan Phillips	1945-04-28	—	6826829052	1773 Mesa Dr, Austin, TX, 78782	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted State code upper-cased+3 more
CLM-416985	CLM	Kenneth Henry	2001-05-17	UHC-27427-73	—	4427 Forest Ave, Dallas, TX	0.50	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
CLM-421393	CLM	Mason Miller	1955-12-23	UHC-52836-22	—	825 Mountain View Dr, Houston, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117033	ENR	Luis S Howard	1987-09-10	UHC-63334-20	—	744 Harbor Blvd Apt 37, Las Vegas, NV, 89139	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402885	CLM	Noah Chapman	2002-04-15	—	—	397 Palm Dr, Phoenix, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
TPA-54772	TPA	Charlotte Valdez	1991-05-01	—	8302217698	1375 Canyon Rd Apt 26, Columbus, OH, 43288	0.52	Two-digit birth year Phone reformatted Unit split from street State code upper-cased+2 more
CLM-417906	CLM	Amanda I Fsher	1970-08-21	UHC-11517-28	—	5090 Willow Ct # 378, Phoenix, AZ, 85007	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-401956	CLM	Ashley Murphy	1952-10-12	—	—	1854 Oak St, Las Vegas, NV, 89156	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-62301	TPA	Timothy Parker	1997-01-11	—	3266379772	8235 Market St, Eden Prairie, MN, 55368	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105613	ENR	Daniel K Evans	1998-08-16	UHC-32054-39	7357545590	6814 Willow Ct # 204, Fresno, CA, 93790	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-407497	CLM	Martha Weaver	1987-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424698	CLM	Ronald Valdez	1978-10-18	UHC-61056-55	7287468816	9019 Central Ave, Jacksonville, FL, 32234	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416196	CLM	Carol Dunn	1959-09-09	UHC-98857-51	—	5140 Apache Blvd, Fresno, CA, 93731	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26002	PRV	Keith Gordon	1965-09-11	UHC-14722-66	3936293122	9536 Lake View Rd, Dallas, TX, 75240	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-26188	PRV	Mariana Montgomery	1998-05-26	UHC-54015-86	8128725036	5809 Baseline Rd, Fresno, CA, 93715	0.52	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+2 more
CLM-429152	CLM	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave Apt 23, Minneapolis, MN, 55488	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52073	TPA	Steven Alvarez	1980-01-26	—	9823305099	6128 Oak St, Gilbert, AZ, 85277	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56289	TPA	Ahmed Marshall	1985-05-08	—	—	4444 Canyon Rd # 987, Sacramento, CA, 95839	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
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
ENR-126357	ENR	Ann P Bishop	1950-06-14	UHC-44942-90	5464780254	1560 Mountain View Dr, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126358	ENR	Ann P Bishop	1950-06-14	UHC-44942-90	5464780254	1560 Mountain View Dr, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109863	ENR	Keith F Nguyen	—	UHC-46334-94	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428027	CLM	Carl Russell	1970-11-28	UHC-40882-68	—	3970 Palm Dr, Dallas, TX, 75204	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121904	ENR	Dorothy W Wagner	1999-11-07	UHC-27472-49	—	1607 Forest Ave # 301, Tucson, AZ, 85733	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-139404	ENR	Sara Little	—	UHC-35431-69	7267674899	6080 Mesa Dr, Atlanta, GA, 30327	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412842	CLM	George P Evans	1942-02-04	UHC-58786-71	8625600336	4569 Mesa Dr, Scottsdale, AZ, 85296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

71,257 rows, page 97 of 1,426Previous Next