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1. Title: SPAM E-mail Database
2. Sources: - Creators: Mark Hopkins, Erik Reeber, George Forman, Jaap Suermondt (Hewlett-Packard Labs, 1501 Page Mill Rd., Palo Alto, CA 94304) - Donor: George Forman (gforman at nospam hpl.hp.com, 650-857-7835) - Generated: June-July 1999
3. Past Usage: - Hewlett-Packard Internal-only Technical Report. External forthcoming. - Used to determine whether a given email is spam or not. - Approximately 7% misclassification error. - Emphasis on minimizing false positives (marking good mail as spam) due to their undesirability. - Even with the insistence on zero false positives in the training/testing set, 20-25% of the spam passed through the filter.
4. Relevant Information: - The concept of "spam" is diverse, encompassing advertisements, make-money-fast schemes, chain letters, and pornography. - Spam emails were collected from the postmaster and individuals who reported spam. - Non-spam emails were collected from work and personal sources, with the words 'george' and the area code '650' indicating non-spam. - Non-spam indicators like 'george' and '650' need to be handled carefully or require a broad collection of non-spam for a general-purpose spam filter. - Background information on spam: Cranor, Lorrie F., LaMacchia, Brian A. "Spam!" Communications of the ACM, 41(8):74-83, 1998.
5. Number of Instances: 4601 (1813 Spam = 39.4%)
6. Number of Attributes: 58 (57 continuous, 1 nominal class label)
7. Attribute Information:
- 48 continuous real [0,100] attributes of type word_freq_WORD: Percentage of words in the email that match the specified word.
- 6 continuous real [0,100] attributes of type char_freq_CHAR: Percentage of characters in the email that match the specified character.
- 1 continuous real [1,...] attribute of type capital_run_length_average: Average length of uninterrupted sequences of capital letters.
- 1 continuous integer [1,...] attribute of type capital_run_length_longest: Length of the longest uninterrupted sequence of capital letters.
- 1 continuous integer [1,...] attribute of type capital_run_length_total: Sum of the length of uninterrupted sequences of capital letters.
- 1 nominal {0,1} class attribute of type spam: Denotes whether the email was considered spam (1) or not (0), i.e., unsolicited commercial e-mail.
8. Missing Attribute Values: None
9. Class Distribution: - Spam: 1813 (39.4%) - Non-Spam: 2788 (60.6%)
10. Attribute Statistics (Min, Max, Average, Std.Dev, Coeff.Var_%): - Detailed statistics provided for each of the 58 attributes.
11. Additional Information: - Documentation available in the file 'spambase.DOCUMENTATION' at the UCI Machine Learning Repository: Link
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Looking for a list of Financial Planner/ Financial Advisor in San Francisco (CA)? All contacts are verified as of 01/04/20. Database containing contact information of over 200+ San Francisco (CA), Financial Planner/ Financial Advisor. Firm name, website, phone, email, address, etc provided. The type of Financial Planner/ Financial Advisor primarily practices is also identified in the category column. We stand by our verification process and will replace any contacts that bounce for free. Whether you are marketing to San Francisco (CA), Financial Planner/ Financial Advisor looking for a new job, or performing market research our list.
Accountants and Financial Professionals
San Francisco Financial Advisors,California Financial Planners,California Financial Advisors,San Francisco Financial Planner,US Financial Advisors
219
$149.00
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Twitter• 200K+ Seller Leads • Seller Type: Brand/PL Seller, 1P/Amazon Vendor Central and 3P Sellers • Selling Platforms: Amazon USA, UK, EU, CA, AU • C-Suite/Marketing/Sales Contacts • FBA/FBM Sellers • Filter your leads by revenue, categories, location, SKU's and more • 100% manually researched and verified.
For over a decade, we have been manually collecting Amazon seller data from various data sources such as Amazon, LinkedIn, Google, and others. We specialize in getting valid data so you may conduct ads and begin selling without hesitation.
We designed our data packages for all types of organizations, thus they are reasonably priced. We are always trying to reduce our prices to better suit all of your requirements.
So, if you’re looking to reach out to your targeted Amazon sellers, now is the greatest time to do so and offer your goods, services, and promotions. You can get your targeted Amazon Sellers List with seller contact information.
Alternatively, if you provide Amazon Seller Names or IDs, we will conduct Custom Research and deliver the customized list to you.
Data Points Available:
Full Name Linkedin URL Direct Email Generic Phone Number Business Name and Address Company Website Seller IDs and URLs Revenue Seller Review Count Niche FBA/Non-FBA Country and More
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TwitterThis dataset contains California certified electricians and electrician trainees lists maintained by the Department of Industrial Relation's Electrician Certification Unit. *For questions regarding your license please contact: ECUINFO@dir.ca.gov
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Looking for a list of Financial Planner/ Financial Advisor in Los Angeles (CA)? All contacts are verified as of 01/04/20. Database containing contact information of over 100+ Los Angeles (CA), Financial Planner/ Financial Advisor. Firm name, website, phone, email, address, etc provided. The type of Financial Planner/ Financial Advisor primarily practices is also identified in the category column. We stand by our verification process and will replace any contacts that bounce for free. Whether you are marketing to Los Angeles (CA), Financial Planner/ Financial Advisor looking for a new job, or performing market research our list.
Accountants and Financial Professionals
Los Angeles Financial Advisors,Los Angeles Financial Planners,California Financial Advisors,California Financial Planners,US Financial Advisors
172
$139.00
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This dataset contains data of licensed rental properties with 5 or more units that have current (unresolved) by-law issues. These issues relate to the enforcement of the: Building By-lawElectrical By-lawGas Fitting By-lawPlumbing Services (Building By-law - Part 7)Sewer and Watercourse By-lawSign By-lawStandards of Maintenance By-lawTree Protection By-lawUntidy Premise By-lawZoning and Development Bylaw Data currencyThe extract on this website is updated daily.Note: Data for rental standards comes from a number of City sources- There is a delay of 48 hours between when most data is updated and published to the rental standards database and Open Data feed. Data accuracyThe rental standards database data comes from a number of sources. Some information may not be up-to-date because of data synchronization or data quality issues in any one of the sources.Media looking for up-to-date and accurate data should email media@vancouver.ca Websites for further information Rental standards database Notice of fire code violations Get help with a property concern
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Twitter🧾 All Gujarat CA (Chartered Accountant) Database – Verified & Updated Contact Directory in ExcelThe All Gujarat CA Database is a comprehensive, verified, and regularly updated Excel directory of active Chartered Accountants across the state of Gujarat. It includes CAs from major cities like Ahm...