% 1. Title: SPAM E-mail Database % % 2. Sources: % (a) Creators: Mark Hopkins, Erik Reeber, George Forman, Jaap Suermondt % Hewlett-Packard Labs, 1501 Page Mill Rd., Palo Alto, CA 94304 % (b) Donor: George Forman (gforman at nospam hpl.hp.com) 650-857-7835 % (c) Generated: June-July 1999 % % 3. Past Usage: % (a) Hewlett-Packard Internal-only Technical Report. External forthcoming. % (b) Determine whether a given email is spam or not. % (c) ~7% misclassification error. % False positives (marking good mail as spam) are very undesirable. % If we insist on zero false positives in the training/testing set, % 20-25% of the spam passed through the filter. % % 4. Relevant Information: % The "spam" concept is diverse: advertisements for products/web % sites, make money fast schemes, chain letters, pornography... % Our collection of spam e-mails came from our postmaster and % individuals who had filed spam. Our collection of non-spam % e-mails came from filed work and personal e-mails, and hence % the word 'george' and the area code '650' are indicators of % non-spam. These are useful when constructing a personalized % spam filter. One would either have to blind such non-spam % indicators or get a very wide collection of non-spam to % generate a general purpose spam filter. % % For background 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: % The last column of 'spambase.data' denotes whether the e-mail was % considered spam (1) or not (0), i.e. unsolicited commercial e-mail. % Most of the attributes indicate whether a particular word or % character was frequently occuring in the e-mail. The run-length % attributes (55-57) measure the length of sequences of consecutive % capital letters. For the statistical measures of each attribute, % see the end of this file. Here are the definitions of the attributes: % % 48 continuous real [0,100] attributes of type word_freq_WORD % = percentage of words in the e-mail that match WORD, % i.e. 100 * (number of times the WORD appears in the e-mail) / % total number of words in e-mail. A "word" in this case is any % string of alphanumeric characters bounded by non-alphanumeric % characters or end-of-string. % % 6 continuous real [0,100] attributes of type char_freq_CHAR % = percentage of characters in the e-mail that match CHAR, % i.e. 100 * (number of CHAR occurences) / total characters in e-mail % % 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 longest uninterrupted sequence of capital letters % % 1 continuous integer [1,...] attribute of type capital_run_length_total % = sum of length of uninterrupted sequences of capital letters % = total number of capital letters in the e-mail % % 1 nominal {0,1} class attribute of type spam % = denotes whether the e-mail 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%) % % % Attribute Statistics: % Min: Max: Average: Std.Dev: Coeff.Var_%: % 1 0 4.54 0.10455 0.30536 292 % 2 0 14.28 0.21301 1.2906 606 % 3 0 5.1 0.28066 0.50414 180 % 4 0 42.81 0.065425 1.3952 2130 % 5 0 10 0.31222 0.67251 215 % 6 0 5.88 0.095901 0.27382 286 % 7 0 7.27 0.11421 0.39144 343 % 8 0 11.11 0.10529 0.40107 381 % 9 0 5.26 0.090067 0.27862 309 % 10 0 18.18 0.23941 0.64476 269 % 11 0 2.61 0.059824 0.20154 337 % 12 0 9.67 0.5417 0.8617 159 % 13 0 5.55 0.09393 0.30104 320 % 14 0 10 0.058626 0.33518 572 % 15 0 4.41 0.049205 0.25884 526 % 16 0 20 0.24885 0.82579 332 % 17 0 7.14 0.14259 0.44406 311 % 18 0 9.09 0.18474 0.53112 287 % 19 0 18.75 1.6621 1.7755 107 % 20 0 18.18 0.085577 0.50977 596 % 21 0 11.11 0.80976 1.2008 148 % 22 0 17.1 0.1212 1.0258 846 % 23 0 5.45 0.10165 0.35029 345 % 24 0 12.5 0.094269 0.44264 470 % 25 0 20.83 0.5495 1.6713 304 % 26 0 16.66 0.26538 0.88696 334 % 27 0 33.33 0.7673 3.3673 439 % 28 0 9.09 0.12484 0.53858 431 % 29 0 14.28 0.098915 0.59333 600 % 30 0 5.88 0.10285 0.45668 444 % 31 0 12.5 0.064753 0.40339 623 % 32 0 4.76 0.047048 0.32856 698 % 33 0 18.18 0.097229 0.55591 572 % 34 0 4.76 0.047835 0.32945 689 % 35 0 20 0.10541 0.53226 505 % 36 0 7.69 0.097477 0.40262 413 % 37 0 6.89 0.13695 0.42345 309 % 38 0 8.33 0.013201 0.22065 1670 % 39 0 11.11 0.078629 0.43467 553 % 40 0 4.76 0.064834 0.34992 540 % 41 0 7.14 0.043667 0.3612 827 % 42 0 14.28 0.13234 0.76682 579 % 43 0 3.57 0.046099 0.22381 486 % 44 0 20 0.079196 0.62198 785 % 45 0 21.42 0.30122 1.0117 336 % 46 0 22.05 0.17982 0.91112 507 % 47 0 2.17 0.0054445 0.076274 1400 % 48 0 10 0.031869 0.28573 897 % 49 0 4.385 0.038575 0.24347 631 % 50 0 9.752 0.13903 0.27036 194 % 51 0 4.081 0.016976 0.10939 644 % 52 0 32.478 0.26907 0.81567 303 % 53 0 6.003 0.075811 0.24588 324 % 54 0 19.829 0.044238 0.42934 971 % 55 1 1102.5 5.1915 31.729 611 % 56 1 9989 52.173 194.89 374 % 57 1 15841 283.29 606.35 214 % 58 0 1 0.39404 0.4887 124 % % % This file: 'spambase.DOCUMENTATION' at the UCI Machine Learning Repository % http://www.ics.uci.edu/~mlearn/MLRepository.html % % Information about the dataset % CLASSTYPE: nominal % CLASSINDEX: last % @relation spambase @attribute word_freq_make REAL @attribute word_freq_address REAL @attribute word_freq_all REAL @attribute word_freq_3d REAL @attribute word_freq_our REAL @attribute word_freq_over REAL @attribute word_freq_remove REAL @attribute word_freq_internet REAL @attribute word_freq_order REAL @attribute word_freq_mail REAL @attribute word_freq_receive REAL @attribute word_freq_will REAL @attribute word_freq_people REAL @attribute word_freq_report REAL @attribute word_freq_addresses REAL @attribute word_freq_free REAL @attribute word_freq_business REAL @attribute word_freq_email REAL @attribute word_freq_you REAL @attribute word_freq_credit REAL @attribute word_freq_your REAL @attribute word_freq_font REAL @attribute word_freq_000 REAL @attribute word_freq_money REAL @attribute word_freq_hp REAL @attribute word_freq_hpl REAL @attribute word_freq_george REAL @attribute word_freq_650 REAL @attribute word_freq_lab REAL @attribute word_freq_labs REAL @attribute word_freq_telnet REAL @attribute word_freq_857 REAL @attribute word_freq_data REAL @attribute word_freq_415 REAL @attribute word_freq_85 REAL @attribute word_freq_technology REAL @attribute word_freq_1999 REAL @attribute word_freq_parts REAL @attribute word_freq_pm REAL @attribute word_freq_direct REAL @attribute word_freq_cs REAL @attribute word_freq_meeting REAL @attribute word_freq_original REAL @attribute word_freq_project REAL @attribute word_freq_re REAL @attribute word_freq_edu REAL @attribute word_freq_table REAL @attribute word_freq_conference REAL @attribute char_freq_; REAL @attribute char_freq_( REAL @attribute char_freq_[ REAL @attribute char_freq_! 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