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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126892	ENR	Barbara N Murphy	1959-07-01	UHC-87414-30	6099310760	3962 Mesa Dr Apt 6, Chandler, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57252	TPA	Janet U Dean	—	—	—	8717 Palm Dr # 330, Phoenix, AZ, 85037	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116103	ENR	Scott Wilson	1954-03-26	UHC-00397-82	3785725892	9053 Lincoln Way Apt 28, Sacramento, CA, 95879	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-141534	ENR	Ed Y Carter	2004-12-18	UHC-08519-82	8344287864	5858 Lake View Rd # 256, Minneapolis, MN, 55486	0.54	Date of birth reformatted Unit split from street State name converted to code Gender normalised+1 more
CLM-415665	CLM	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd Apt 20, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415666	CLM	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd Apt 20, Phoenix, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-110845	ENR	Barbara H Bishop	1979-04-22	UHC-14889-83	9538847826	4698 Willow Ct # 585, Mesa, AZ, 85207	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137685	ENR	Lori P Simpson	1941-10-25	UHC-23112-10	6165750709	1352 Cedar Ln Apt 7, Austin, TX, 78765	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-106456	ENR	Linda N Murray	1957-10-15	UHC-87160-20	4236600658	9085 Washington St Apt 28, Mesa, AZ, 85250	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-131587	ENR	Mark G Reyes	1985-09-11	UHC-44839-36	6262832217	5171 Sage Ct Apt 18, Gilbert, AZ, 85204	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-136361	ENR	Albert C Delgado	1939-08-14	UHC-47612-02	6594465449	7963 Meadow Ln Apt 28, Plano, TX, 75095	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-120142	ENR	Janice U Edwards	1951-03-03	UHC-49570-05	2073584379	207 Park Pl Apt 30, Dallas, TX, 75239	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-121121	ENR	Sean Allen	1967-11-11	UHC-74463-68	6972892673	9243 Union St # 273, Seattle, WA	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135524	ENR	James S Banks	1999-03-22	UHC-39366-98	8353343174	2151 Ocean Ave Apt 1, Nashville, TN, 37280	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-135503	ENR	Hannah Wallace	1969-01-26	UHC-22335-82	2517309342	693 Union St # 627, San Diego, CA	0.54	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
TPA-52683	TPA	Gary Hernandez	—	UHC-48744-09	—	8374 Central Ave # 180, Tempe, AZ, 85208	0.54	Name re-cased Date of birth unreadable Unit split from street Gender normalised+1 more
ENR-136781	ENR	Berbara D Rojas	1989-01-04	UHC-46818-78	3866848920	5644 Forest Ave Apt 19, Nashville, TN, 37287	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130456	ENR	Cynthia H Jensen	1989-10-18	UHC-41535-21	4394817992	1517 Ridge Rd # 408, Denver, CO, 80225	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423672	CLM	Dorothy Ryan	1973-03-15	UHC-88580-12	—	2639 Meadow Ln # 901, Miami, FL, 33185	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117173	ENR	Kathryn Moreno	—	UHC-94649-01	—	9188 Grand Ave Apt 13, Columbus, OH, 43239	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
CLM-409872	CLM	Ana Cunningham	1972-03-03	UHC-35095-35	—	1845 Desert Sky Blvd Apt 22, Scottsdale, AZ, 85299	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419843	CLM	Luis Holmes	1967-11-14	UHC-39290-46	—	6193 Mesa Dr # 433, Dallas, TX, 75238	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111584	ENR	Arnold Eugene	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr # 593, Gilbert, AZ, 85204	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125876	ENR	Saarh Nelson	1981-10-23	UHC-87307-40	3745424688	2553 Canyon Rd # 780, Eden Prairie, MN, 55345	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
CLM-405176	CLM	Charles G Jenkins	1977-07-28	UHC-72962-24	—	7771 Forest Ave # 660, Fresno, CA	0.54	Date of birth reformatted Unit split from street ZIP missing Gender normalised+1 more
TPA-58670	TPA	Sarah Nelson	—	—	—	2553 Canyon Rd Apt 19, Eden Prairie, MN, 55345	0.54	Name re-cased Date of birth unreadable Unit split from street State name converted to code+1 more
ENR-135791	ENR	Brenda E Stewart	1958-03-28	UHC-39537-90	3394791544	2741 Hillcrest Rd # 366, Miami, FL, 33143	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-51056	TPA	Mary Allen	1974-10-02	UHC-94733-16	—	4111 Grand Ave # 224, Eden Prairie, MN, 55368	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133531	ENR	Mason McDunald	1974-03-23	UHC-56620-79	—	2651 Mountain View Dr Apt 14, Glendale, AZ, 85336	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-124783	ENR	Heather Moarles	1942-08-03	UHC-30285-90	—	6122 Baseline Rd Apt 26, Austin, TX, 78708	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123076	ENR	Patrick Freeman	1981-04-01	UHC-46779-26	7796240357	8966 Highland Ave Apt 11, San Diego, CA, 92165	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117933	ENR	Heather P Perez	1961-11-18	UHC-55402-81	6448312534	8482 Church St # 462, Eden Prairie, MN, 55394	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
TPA-64421	TPA	Patrick Jacobs	1952-01-27	—	—	2015 Sage Ct # 158, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26919	PRV	Jean Holmes	1977-09-23	—	8085728724	5649 Oak St # 929, Los Angeles, CA, 90066	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
ENR-102013	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	—	8827 Main St Apt 35, Chandler, AZ, 85240	0.54	Two-digit birth year Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-407695	CLM	Bob U Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave # 563, Chandler, AZ, 85270	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103494	ENR	Watson N Amy	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd Apt 31, San Diego, CA, 92158	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
PRV-23974	PRV	Christine V Martinez	1999-08-16	UHC-53553-34	—	4871 Mountain View Dr # 113, Tampa, FL, 33616	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120083	ENR	Nancy Marshall	1995-12-28	UHC-46794-15	9857475674	3906 Grand Ave # 487, Phoenix, AZ, 85087	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
TPA-53599	TPA	Lerry Patterson	1993-11-15	—	—	8912 Ocean Ave # 624, San Antonio, TX	0.54	Phone missing area code Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-119258	ENR	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd # 273, Phoenix, AZ, 85036	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-140998	ENR	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St Apt 3, Nashville, TN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411617	CLM	Christopher E Peterson	2001-06-01	UHC-41454-71	4827086188	8720 Grand Ave Apt 24, Phoenix, AZ, 85090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400635	CLM	Stephen Ramirez	2005-10-17	UHC-34622-69	—	4006 Maple Ave # 169, Mesa, AZ, 85233	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103312	ENR	Stephanie T Garcia	1940-02-21	UHC-63671-83	9407001839	8820 Central Ave # 550, Sacramento, CA, 95857	0.54	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+1 more
CLM-416379	CLM	Larry Perez	1982-05-22	UHC-26253-85	3759861762	6800 Main St # 229, Gilbert, AZ, 85233	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109765	ENR	Joseph C Kiing	1982-12-04	UHC-46651-11	7038362946	9130 Broadway Apt 37, Jacksonville, FL	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
CLM-407991	CLM	Samantha Nunez	—	—	5365474717	3542 Hillcrest Rd Apt 18, Los Angeles, CA	0.54	Date of birth unreadable Phone reformatted Unit split from street ZIP missing+1 more
CLM-430218	CLM	Noah Bryant	1967-03-10	UHC-41330-62	3938230395	5903 Palm Dr # 428, Atlanta, GA, 30343	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
TPA-59060	TPA	Elijah Cruz	1962-02-05	UHC-01148-98	—	8081 Central Ave Apt 10, Columbus, OH, 43240	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more

6,994 rows, page 49 of 140Previous Next