Note: queries have about a 5 second delay between responses.
28 |
76 |
77 |
78 |
79 |
--------------------------------------------------------------------------------
/logistic_regression/learning_curve.py:
--------------------------------------------------------------------------------
1 | from train import train
2 | import numpy as np
3 | import matplotlib.pyplot as plt
4 | import pylab
5 |
6 | NUM_HEROES = 108
7 | NUM_FEATURES = NUM_HEROES * 2
8 |
9 | def score(model, radiant_query):
10 | '''Return the probability of the query being in the positive class.'''
11 | dire_query = np.concatenate((radiant_query[NUM_HEROES:NUM_FEATURES], radiant_query[0:NUM_HEROES]))
12 | rad_prob = model.predict_proba(radiant_query)[0][1]
13 | dire_prob = model.predict_proba(dire_query)[0][0]
14 | return (rad_prob + dire_prob) / 2
15 |
16 | def evaluate(model, X, Y, positive_class, negative_class):
17 | '''Return the accuracy of running the model on the given set.'''
18 | correct_predictions = 0.0
19 | for i, radiant_query in enumerate(X):
20 | overall_prob = score(model, radiant_query)
21 | prediction = positive_class if (overall_prob > 0.5) else negative_class
22 | result = 1 if prediction == Y[i] else 0
23 | correct_predictions += result
24 |
25 | return correct_predictions / len(X)
26 |
27 | def plot_learning_curve(num_points, X_train, Y_train, X_test, Y_test, positive_class=1, negative_class=0):
28 | total_num_matches = len(X_train)
29 | training_set_sizes = []
30 | for div in list(reversed(range(1, num_points + 1))):
31 | training_set_sizes.append(total_num_matches / div)
32 |
33 | accuracies = []
34 | for training_set_size in training_set_sizes:
35 | model = train(X_train, Y_train, training_set_size)
36 | accuracy = evaluate(model, X_test, Y_test, positive_class, negative_class)
37 | accuracies.append(accuracy)
38 | print 'Accuracy for %d training examples: %f' % (training_set_size, accuracy)
39 |
40 | plt.plot(np.array(training_set_sizes), np.array(accuracies))
41 | plt.ylabel('Accuracy')
42 | plt.xlabel('Number of training samples')
43 | plt.title('Logistic Regression Learning Curve')
44 | pylab.show()
45 |
46 | def plot_learning_curves(num_points, X_train, Y_train, X_test, Y_test, positive_class=1, negative_class=0):
47 | total_num_matches = len(X_train)
48 | training_set_sizes = []
49 | for div in list(reversed(range(1, num_points + 1))):
50 | training_set_sizes.append(total_num_matches / div)
51 |
52 | test_errors = []
53 | training_errors = []
54 | for training_set_size in training_set_sizes:
55 | model = train(X_train, Y_train, training_set_size)
56 | test_error = evaluate(model, X_test, Y_test, positive_class, negative_class)
57 | training_error = evaluate(model, X_train, Y_train, positive_class, negative_class)
58 | test_errors.append(test_error)
59 | training_errors.append(training_error)
60 |
61 | plt.plot(training_set_sizes, training_errors, 'bs-', label='Training accuracy')
62 | plt.plot(training_set_sizes, test_errors, 'g^-', label='Test accuracy')
63 | plt.ylabel('Accuracy')
64 | plt.xlabel('Number of training samples')
65 | plt.title('Logistic Regression Learning Curve')
66 | plt.legend(loc='lower right')
67 | pylab.show()
68 |
69 | def main():
70 | training_data = np.load('train_51022.npz')
71 | X_train = training_data['X']
72 | Y_train = training_data['Y']
73 |
74 | testing_data = np.load('test_5669.npz')
75 | X_test = testing_data['X']
76 | Y_test = testing_data['Y']
77 |
78 | #plot_learning_curve(30, X_train, Y_train, X_test, Y_test)
79 | plot_learning_curves(100, X_train, Y_train, X_test, Y_test)
80 |
81 | if __name__ == '__main__':
82 | main()
83 |
--------------------------------------------------------------------------------
/k_nearest_neighbors/k_nearest_neighbors.py:
--------------------------------------------------------------------------------
1 | import numpy as np
2 | import pickle, os
3 |
4 | NUM_HEROES = 108
5 | NUM_FEATURES = NUM_HEROES * 2
6 | NUM_IN_QUERY = 0
7 | # Lower this value to speed up recommendation engine
8 | TRAINING_SET_SIZE = 10000
9 |
10 | def my_distance(vec1,vec2):
11 | '''Returns a count of the elements that were 1 in both vec1 and vec2.'''
12 | return np.sum(np.logical_and(vec1,vec2))
13 |
14 | def poly_weights_recommend(distances):
15 | '''Returns a list of weights for the provided list of distances.'''
16 | global NUM_IN_QUERY
17 | distances[0] = np.power(np.multiply(distances[0], NUM_IN_QUERY), 4)
18 | return distances
19 |
20 | def poly_weights_evaluate(distances):
21 | '''Returns a list of weights for the provided list of distances.'''
22 | distances[0] = np.power(np.multiply(distances[0], NUM_IN_QUERY), 4)
23 | return distances
24 | # weights = np.power(np.multiply(distances[0], 0.1), 15)
25 | # return np.array([weights])
26 |
27 | class D2KNearestNeighbors:
28 | def __init__(self, model_root='k_nearest_neighbors'):
29 | recommend_path = os.path.join(model_root, 'recommend_models_%d.pkl' % TRAINING_SET_SIZE)
30 | evaluate_path = os.path.join(model_root, 'evaluate_model_%d.pkl' % TRAINING_SET_SIZE)
31 |
32 | with open(recommend_path, 'r') as input_file:
33 | self.recommend_models = pickle.load(input_file)
34 | with open(evaluate_path, 'r') as input_file:
35 | self.evaluate_model = pickle.load(input_file)
36 |
37 | def transform(self, my_team, their_team):
38 | X = np.zeros(NUM_FEATURES, dtype=np.int8)
39 | for hero_id in my_team:
40 | X[hero_id - 1] = 1
41 | for hero_id in their_team:
42 | X[hero_id - 1 + NUM_HEROES] = 1
43 | return X
44 |
45 | def recommend(self, my_team, their_team, hero_candidates):
46 | '''Returns a list of (hero, probablility of winning with hero added) recommended to complete my_team.'''
47 | global NUM_IN_QUERY
48 | NUM_IN_QUERY = len(my_team) + len(their_team) + 1
49 | team_possibilities = [(candidate, my_team + [candidate]) for candidate in hero_candidates]
50 |
51 | prob_candidate_pairs = []
52 | for candidate, team in team_possibilities:
53 | query_radiant = self.transform(team, their_team)
54 | query_dire = self.transform(their_team, team)
55 | prob_radiant = self.recommend_models[candidate-1].predict_proba(query_radiant)[0][1]
56 | prob_dire = self.recommend_models[candidate-1+NUM_HEROES].predict_proba(query_dire)[0][0]
57 | prob = (prob_radiant + prob_dire) / 2
58 | prob_candidate_pairs.append((prob, candidate))
59 | prob_candidate_pairs = sorted(prob_candidate_pairs, reverse=True)[0:5 - len(my_team)]
60 | return prob_candidate_pairs
61 |
62 | def score(self, query):
63 | '''Score the query using the evaluation model, considering both radiant and dire teams.'''
64 | radiant_query = query
65 | dire_query = np.concatenate((radiant_query[NUM_HEROES:NUM_FEATURES], radiant_query[0:NUM_HEROES]))
66 | rad_prob = self.evaluate_model.predict_proba(radiant_query)[0][1]
67 | dire_prob = self.evaluate_model.predict_proba(dire_query)[0][0]
68 | return (rad_prob + dire_prob) / 2
69 |
70 | def predict(self, dream_team, their_team):
71 | '''Returns the probability of the dream_team winning against their_team.'''
72 | dream_team_query = self.transform(dream_team, their_team)
73 | return self.score(dream_team_query)
74 |
--------------------------------------------------------------------------------
/data_collection/dotabot2.py:
--------------------------------------------------------------------------------
1 | import os, logging, argparse
2 | from dota2py import api
3 | from util import get_game_mode_string
4 | from pymongo import MongoClient
5 | from time import sleep
6 | from sys import exit
7 |
8 | client = MongoClient(os.getenv('DOTABOT_DB_SERVER', 'localhost'), 27017)
9 | db = client[os.getenv('DOTABOT_DB_NAME', 'dotabot')]
10 | match_collection = db.matches
11 |
12 | logging.basicConfig(filename='/home/kcon/dota2project/log.txt')
13 | logger = logging.getLogger('dotabot')
14 |
15 | def setup():
16 | '''Setup the API, etc.'''
17 | logger.setLevel(logging.DEBUG)
18 |
19 | API_KEY = os.getenv('DOTABOT_API_KEY')
20 | if not API_KEY:
21 | raise NameError('Please set the DOTABOT_API_KEY environment variables.')
22 | api.set_api_key(API_KEY)
23 |
24 | def is_valid_match(gmd_result):
25 | '''Returns True if the given match details result should be considered,
26 | and False otherwise.'''
27 | for player in gmd_result['players']:
28 | if player['leaver_status'] is not 0:
29 | return False
30 | return True
31 |
32 | def process_replay(match_id):
33 | '''Download, parse, and record data from the replay of the given match_id.'''
34 | # TODO
35 | pass
36 |
37 | def process_match_details(match_id):
38 | '''Get the details of the given match_id, check if it's valid, and
39 | if it is, add it as a record in the database and spawn a thread to
40 | download and parse the corresponding replay.'''
41 | gmd = api.get_match_details(match_id)['result']
42 |
43 | if not is_valid_match(gmd):
44 | logger.debug('Not considering match %s.' % match_id)
45 | return
46 |
47 | match_collection.insert(gmd)
48 |
49 | game_mode = get_game_mode_string(gmd['game_mode'])
50 | logger.debug('Processed Match ID: %s - Game Mode: %s' % (match_id, game_mode))
51 |
52 | # TODO:
53 | # Spawn replay parser thread if there aren't too many already
54 |
55 | def main():
56 | '''The main entry point of dotabot.'''
57 | start_match_id = None
58 | while True:
59 | # Note: GetMatchHistory returns a list of matches in descending order,
60 | # going back in time.
61 | sleep(1.0)
62 | logger.debug('Doing GMH query for start_at_match_id=%s' % start_match_id)
63 | gmh = api.get_match_history(start_at_match_id=start_match_id,
64 | skill=3,
65 | game_mode=2,
66 | min_players=10)['result']
67 | error_code = gmh['status']
68 | matches = gmh['matches']
69 |
70 | if error_code is not 1:
71 | msg = 'GMH query at match_id %s had error code %s. Retrying.' % (start_match_id, error_code)
72 | logger.debug(msg)
73 | continue
74 |
75 | if len(matches) is 0:
76 | logger.debug('Finished processing all 500 most recent matches.')
77 | exit(0)
78 |
79 | for match in matches:
80 | match_id = match['match_id']
81 |
82 | if match_collection.find_one({'match_id':match_id}) != None:
83 | logger.debug('Encountered match %s already in database, exiting.' % match_id)
84 | exit(0)
85 |
86 | sleep(1.0)
87 | process_match_details(match_id)
88 |
89 | last_match_id = matches[-1]['match_id']
90 | logger.debug('Match_id of last match of GMH query: %s' % last_match_id)
91 | # We don't want to record the last match twice, so subtract 1
92 | start_match_id = last_match_id - 1
93 |
94 | if __name__ == '__main__':
95 | p = argparse.ArgumentParser(description='Bot for collecting data from 500 most recent DOTA2 matches')
96 | args = p.parse_args()
97 |
98 | setup()
99 | main()
100 |
--------------------------------------------------------------------------------
/static/src/ScaleColor.js:
--------------------------------------------------------------------------------
1 | /*
2 | inspired/modified/ported from code created by Joseph Myers | http://www.codelib.net/
3 |
4 | Copyright (c) 2010 Timothy Fluehr tim@tfluehr.com
5 |
6 | Permission is hereby granted, free of charge, to any person
7 | obtaining a copy of this software and associated documentation
8 | files (the "Software"), to deal in the Software without
9 | restriction, including without limitation the rights to use,
10 | copy, modify, merge, publish, distribute, sublicense, and/or sell
11 | copies of the Software, and to permit persons to whom the
12 | Software is furnished to do so, subject to the following
13 | conditions:
14 |
15 | The above copyright notice and this permission notice shall be
16 | included in all copies or substantial portions of the Software.
17 |
18 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
19 | EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
20 | OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
21 | NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
22 | HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
23 | WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
24 | FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
25 | OTHER DEALINGS IN THE SOFTWARE.
26 |
27 | If you do choose to use this,
28 | please drop me an email at tim@tfluehr.com
29 | I would like to see where this ends up :)
30 | */
31 |
32 | Object.extend(String.prototype, (function(){
33 | function colorScale(scalefactor){
34 | var hexstr = String(this).toLowerCase();
35 | var r = scalefactor;
36 | var a, i;
37 | if (!(hexstr.length === 4 || hexstr.length === 7) || !hexstr.startsWith('#')) {
38 | throw "'" + hexstr + "' is not in the proper format. Color must be in the form #abc or #aabbcc";
39 | }
40 | else if (hexstr.match(/[^#0-9a-f]/)) {
41 | throw "'" + hexstr + "' contains an invalid color value. Color must be in the form #abc or #aabbcc";
42 | }
43 | else if (typeof(r) === 'undefined' || r < 0){
44 | throw "'" + scalefactor + "' is invalid. The Scale Factor must be a number greater than 0. > 1 Will lighten the color. Between 0 and 1 will darken the color.";
45 | }
46 | else if (r === 1){
47 | return hexstr;
48 | }
49 |
50 | // start color parsing/setup
51 | hexstr = hexstr.sub("#", '').replace(/[^0-9a-f]+/ig, '');
52 | if (hexstr.length === 3) {
53 | a = hexstr.split('');
54 | }
55 | else if (hexstr.length === 6) {
56 | a = hexstr.match(/(\w{2})/g);
57 | }
58 | for (i = 0; i < a.length; i++) {
59 | if (a[i].length == 2) {
60 | a[i] = parseInt(a[i], 16);
61 | }
62 | else {
63 | a[i] = parseInt(a[i], 16);
64 | a[i] = a[i] * 16 + a[i];
65 | }
66 | }
67 | // end color parsing/setup
68 |
69 | // start color processing
70 | var maxColor = parseInt('ff', 16);
71 | var minColor = parseInt('ff', 16);
72 | function relsize(a){
73 | if (a == maxColor) {
74 | return Infinity;
75 | }
76 | return a / (maxColor - a);
77 | }
78 |
79 | function relsizeinv(y){
80 | if (y == Infinity) {
81 | return maxColor;
82 | }
83 | return maxColor * y / (1 + y);
84 | }
85 |
86 | for (i = 0; i < a.length; i++) {
87 | a[i] = relsizeinv(relsize(a[i]) * r);
88 | a[i] = Math.floor(a[i]).toString(16);
89 | if (a[i].length == 1) {
90 | a[i] = '0' + a[i];
91 | }
92 | }
93 | // end color processing
94 | return '#' + a.join('');
95 | }
96 | return {
97 | colorScale: colorScale
98 | };
99 | })());
100 |
101 |
--------------------------------------------------------------------------------
/static/css/textboxlist.css:
--------------------------------------------------------------------------------
1 |
2 | .TextboxList ul.holder
3 | {
4 | margin: 0;
5 | border: 1px none transparent;
6 | overflow: hidden;
7 | height: auto !important;
8 | min-height: 4ex;
9 | padding: 0;
10 | /*font: 11px "Lucida Grande", "Verdana";*/
11 | position: relative;
12 | display: inline-block;
13 | }
14 |
15 | .TextboxList.Disabled ul.holder
16 | {
17 | margin: 0;
18 | border: 0px none transparent;
19 | }
20 |
21 |
22 | .TextboxList ul.holder li
23 | {
24 | float: left;
25 | list-style-type: none;
26 | margin: 0px;
27 | }
28 |
29 | .TextboxList ul.holder li.bit-box
30 | {
31 | -moz-border-radius: 5px;
32 | -webkit-border-radius: 5px;
33 | border-radius: 5px;
34 | border: 1px solid #CAD8F3;
35 | background: #DEE7F8;
36 | padding: 2px 5px 2px;
37 | margin: 2px 4px;
38 | }
39 |
40 | .TextboxList.Disabled ul.holder li.bit-box
41 | {
42 | background: none;
43 | }
44 |
45 |
46 |
47 | .TextboxList ul.holder li.bit-input
48 | {
49 | margin: 2px 0px 2px 4px;
50 | white-space: nowrap;
51 | padding: 0px;
52 | }
53 |
54 |
55 | .TextboxList ul.holder li.bit-box-focus
56 | {
57 | border-color: #598BEC;
58 | background: #598BEC;
59 | color: #fff;
60 | }
61 |
62 | .TextboxList ul.holder li.bit-input input
63 | {
64 | /*
65 | width:10ex;
66 | border: 1px solid #999; /* IE7 is royally f'ed up in that boder: none is not good enough. we also need to give it a border-width and a border-color */
67 | /*font: 11px "Lucida Grande", "Verdana";
68 | outline: 0;
69 | padding: 3px;*/
70 |
71 | -moz-border-radius: 5px;
72 | -webkit-border-radius: 5px;
73 | border-radius: 5px;
74 | border: 1px solid #CAD8F3;
75 | /*background: white;*/
76 | padding: 2px 5px 2px;
77 | margin: 2px 4px;
78 | outline: 0;
79 | width:10ex;
80 | }
81 |
82 |
83 |
84 | .TextboxList ul.holder li.bit-box + li.bit-input
85 | {
86 | /*margin: 3px 0px 0px 0px;*/
87 | }
88 |
89 | .TextboxList.Disabled ul.holder li.bit-box:hover
90 | {
91 | background: none;
92 | border: 1px solid #CAD8F3;
93 | }
94 |
95 | .TextboxList ul.holder li.bit-box:hover
96 | {
97 | background: #BBCEF1;
98 | border: 1px solid #6D95E0;
99 | }
100 |
101 |
102 | .TextboxList ul.holder li.bit-box-focus:hover
103 | {
104 | background: #598BEC;
105 | border: 1px solid #6D95E0;
106 | }
107 |
108 | .TextboxList ul.holder li.bit-box-focus
109 | {
110 | border-color: #598BEC;
111 | background: #598BEC;
112 | color: #fff;
113 | }
114 |
115 | .TextboxList ul.holder li.bit-box a.closebutton
116 | {
117 | position: absolute;
118 | right: 4px;
119 | top: 6px;
120 | display: block;
121 | width: 7px;
122 | height: 7px;
123 | font-size: 1px;
124 | background: url(../lib/close.gif);
125 | }
126 |
127 |
128 | .TextboxList.Disabled ul.holder li.bit-box a.closebutton
129 | {
130 | background: none;
131 | }
132 |
133 | .TextboxList ul.holder li.bit-box a.closebutton:hover
134 | {
135 | background-position: 7px;
136 | }
137 |
138 | .TextboxList ul.holder li.bit-box-focus a.closebutton, .TextboxList ul.holder li.bit-box-focus a.closebutton:hover
139 | {
140 | background-position: bottom;
141 | }
142 |
143 | .TextboxList ul.holder li.bit-box
144 | {
145 | padding-right: 15px;
146 | position: relative;
147 | }
148 | /* Autocompleter */
149 | .TextboxListAutoComplete
150 | {
151 | position: absolute;
152 | background: #eee;
153 | min-width: 30ex;
154 | }
155 |
156 | .TextboxListAutoComplete .ACMessage
157 | {
158 | padding: 5px 7px;
159 | border: 1px solid #ccc;
160 | border-width: 0 1px 1px;
161 | }
162 |
163 | .TextboxListAutoComplete ul
164 | {
165 | margin: 0;
166 | padding: 0;
167 | overflow: auto;
168 | }
169 |
170 | .TextboxListAutoComplete ul li
171 | {
172 | padding: 5px 12px;
173 | z-index: 1000;
174 | cursor: pointer;
175 | margin: 0;
176 | list-style-type: none;
177 | border: 1px solid #ccc;
178 | border-width: 0 1px 1px;
179 | }
180 |
181 | .TextboxListAutoComplete ul li em
182 | {
183 | font-weight: bold;
184 | font-style: normal;
185 | background: #ccc;
186 | }
187 |
188 | .TextboxListAutoComplete ul li.auto-focus
189 | {
190 | background: #4173CC;
191 | color: #fff;
192 | }
193 |
194 | .TextboxListAutoComplete ul li.auto-focus em
195 | {
196 | background: none;
197 | }
198 |
199 |
--------------------------------------------------------------------------------
/static/index.js:
--------------------------------------------------------------------------------
1 | var demos = {};
2 | var demoData = null;
3 |
4 | /**
5 | * * ReplaceAll by Fagner Brack (MIT Licensed)
6 | * * Replaces all occurrences of a substring in a string
7 | * */
8 | String.prototype.replaceAll = function( token, newToken, ignoreCase ) {
9 | var _token;
10 | var str = this + "";
11 | var i = -1;
12 |
13 | if ( typeof token === "string" ) {
14 |
15 | if ( ignoreCase ) {
16 |
17 | _token = token.toLowerCase();
18 |
19 | while( (
20 | i = str.toLowerCase().indexOf(
21 | token, i >= 0 ? i + newToken.length : 0
22 | ) ) !== -1
23 | ) {
24 | str = str.substring( 0, i ) +
25 | newToken +
26 | str.substring( i + token.length );
27 | }
28 |
29 | } else {
30 | return this.split( token ).join( newToken );
31 | }
32 |
33 | }
34 | return str;
35 | };
36 |
37 | function ourteampicks(){
38 | demos.ourteampicks = new TextboxList('ourteampicks', {
39 | opacity: 1,
40 | startsWith: true,
41 | callbacks: {
42 | onAfterUpdateValues: function(values) {
43 | if (values.length > 4){
44 | demos.ourteampicks.mainInput.hide();
45 | } else {
46 | demos.ourteampicks.mainInput.show();
47 | }
48 | requestSuggestions();
49 | }
50 |
51 | },
52 |
53 | }, demoData);
54 | }
55 |
56 | function theirteampicks(){
57 | demos.theirteampicks = new TextboxList('theirteampicks',
58 | {opacity: 1,
59 | startsWith: true,
60 | callbacks: {
61 | onAfterUpdateValues: function(values) {
62 | if (values.length > 4){
63 | demos.theirteampicks.mainInput.hide();
64 | } else {
65 | demos.theirteampicks.mainInput.show();
66 | }
67 | requestSuggestions();
68 | }
69 | },
70 | }, demoData);
71 | }
72 |
73 | function ourteamsugg(){
74 | demos.ourteamsugg = new TextboxList('ourteamsugg', {
75 | opacity: 1}, demoData);
76 | demos.ourteamsugg.disable();
77 | }
78 |
79 | // function theirteamsugg(){
80 | // demos.theirteamsugg = new TextboxList('theirteamsugg', {
81 | // opacity: 1}, demoData);
82 | // demos.theirteamsugg.disable();
83 | // }
84 |
85 | // function ourteambans(){
86 | // demos.ourteambans = new TextboxList('ourteambans',
87 | // {opacity: 1,
88 | // startsWith: true,
89 | // callbacks: {
90 | // onAfterUpdateValues: requestSuggestions,
91 | // },
92 |
93 | // },
94 | // demoData
95 | // );
96 | // }
97 |
98 | // function globalbans(){
99 | // demos.globalbans = new TextboxList('globalbans',
100 | // {opacity: 1,
101 | // startsWith: true,
102 | // callbacks: {
103 | // onAfterUpdateValues: requestSuggestions,
104 | // },
105 |
106 | // },
107 | // demoData
108 | // );
109 | // }
110 |
111 | function activateDemos(){
112 | ourteampicks();
113 | theirteampicks();
114 | ourteamsugg();
115 | //theirteamsugg();
116 | //ourteambans();
117 | //globalbans();
118 | requestSuggestions();
119 | }
120 |
121 | function processResponse(resp){
122 | demos.ourteamsugg.removeAllItems();
123 | Array.from(resp.x).each(function (b){
124 | var i = parseInt(b);
125 | if (!demos.ourteampicks.hasItem(i)){
126 | demos.ourteamsugg.addItemByValue(i);
127 | }
128 | } );
129 |
130 | // demos.theirteamsugg.removeAllItems();
131 | // Array.from(resp.y).each(function (b){
132 | // var i = parseInt(b);
133 | // if (!demos.theirteampicks.hasItem(i)){
134 | // demos.theirteamsugg.addItemByValue(i);
135 | // }
136 | // } );
137 |
138 | document.getElementById("ctw").innerHTML = (100*resp.prob_x).toFixed(0)+"%";
139 | }
140 |
141 | function requestSuggestions(){
142 | var x, y; //, bg, bx, by;
143 | x = String.interpret(demos.ourteampicks.getValues());
144 | y = String.interpret(demos.theirteampicks.getValues());
145 | // bg = String.interpret(demos.globalbans.getValues());
146 | // bx = String.interpret(demos.ourteambans.getValues());
147 | // by = [];
148 | //new Ajax.Request('api/suggest/?'+'x='+x+',&y='+y+',&bx='+bx+',&by='+by + ',&bg='+bg +',', {
149 | new Ajax.Request('api/suggest/?'+'x='+x+'&y='+y, {
150 | method: 'get',
151 | onSuccess: function(response) {
152 | processResponse(response.responseText.evalJSON(true));
153 | }});
154 | }
155 |
156 | function onDocLoad(){
157 | new Ajax.Request('static/data/heroes.json', {
158 | method: 'get',
159 | onSuccess: function(transport){
160 | demoData = transport.responseText.evalJSON(true);
161 | activateDemos.defer();
162 | }
163 | });
164 | }
165 |
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # DotaML
2 |
3 | A DOTA 2 hero recommendation engine for Stanford's CS 229 Machine Learning course.
4 |
5 | ## Final Report
6 |
7 | Our final report, which includes a full analysis of our project and our results, can be found here:
8 | [Download Final Report](docs/final_report.pdf)
9 |
10 | ## Blog Post
11 |
12 | A blog post summarizing our project can be found here: [http://kevintechnology.com/post/71621133663/using-machine-learning-to-recommend-heroes-for-dota-2](http://kevintechnology.com/post/71621133663/using-machine-learning-to-recommend-heroes-for-dota-2)
13 |
14 | ## Where's the Live Demo?
15 |
16 | Unfortunately, given the way we used the scikit-learn k-nearest neighbors model with a custom distance/weight function (see final report above), we are not able to provide a heroku-based live demo. It might be possible to provide a live demo via a Linode/EC2 node, but that would be cost-prohibitive for us at this time.
17 |
18 | ## Running locally
19 |
20 | Everything has been tested to work on Mac OSX 10.8. To download our project and run the code locally, follow the following procedure:
21 |
22 | ### Dependencies
23 |
24 | #### VirtualEnv
25 |
26 | We use [VirtualEnv](http://www.virtualenv.org/en/latest/) to help facilitate getting setup on a new machine. There are [a number of ways of installing it](http://www.virtualenv.org/en/latest/virtualenv.html#installation), depending on your operating system.
27 |
28 | #### GFortran
29 |
30 | [GFortran](http://gcc.gnu.org/wiki/GFortranBinaries) is required to install scipy. If you're running Mac OSX, we recommend using [Homebrew](http://brew.sh/) to install GFortran via its gcc formula:
31 |
32 | brew install gcc
33 |
34 | #### MongoDB, Database Backup, and Environment Variables (optional for just running recommendation engine)
35 |
36 | The data on Dota 2 matches we collected was stored in a MongoDB database. To extract the data to train new models, you must first [install MongoDB](http://docs.mongodb.org/manual/installation/). Then, [download the backup of our database](https://www.dropbox.com/s/jgflbwyicd56av7/dotabot_db.zip) and [restore it using this tutorial](https://docs.mongodb.org/manual/tutorial/backup-and-restore-tools/).
37 |
38 | Also, our data collection script, [dotabot2](data_collection/dotabot2.py), uses a few environment variables for configuration so that these sensitive variables are not stored in the public repository. Therefore, you must initialize the following environment variables:
39 |
40 | export DOTABOT_API_KEY=[steam web api key]
41 | export DOTABOT_USERNAME=[email username]
42 | export DOTABOT_PASSWORD=[email password]
43 | export DOTABOT_HOSTNAME=[email outgoing smtp server]
44 | export DOTABOT_DB_SERVER=[mongodb server]
45 | export DOTABOT_DB_NAME=[mongodb database name]
46 |
47 | You may find it helpful to add these commands to your bash profile in your home directory so they are automatically executed each time you open a new terminal window.
48 |
49 | ### Clone the Repository
50 |
51 | git clone git@github.com:kevincon/dotaml.git
52 |
53 | ### Initialize VirtualEnv
54 |
55 | From inside the repository root folder, initialize VirtualEnv by running:
56 |
57 | virtualenv venv
58 |
59 | This creates a new folder in the directory called "venv." You only need to do this once. Don't worry about ever accidentally adding this folder to the repository. There's an entry for it in the .gitignore file.
60 |
61 | Next, activate the VirtualEnv by running:
62 |
63 | source venv/bin/activate
64 |
65 | You should now see "(venv)" as part of your terminal prompt, indicating you are now inside your VirtualEnv. Note that closing the terminal window deactivates VirtualEnv, so you must run ```source venv/bin/activate``` each time you open a new terminal window for development.
66 |
67 | ### Installing required packages
68 |
69 | Now that you're in VirtualEnv, run the following command to automatically install all of the Python modules that are required:
70 |
71 | pip install -r requirements.txt
72 |
73 | ### Running the web app
74 |
75 | From the root folder of the project, run:
76 |
77 | python app.py
78 |
79 | This starts the Flask web app, which you can view in a web browser at [http://127.0.0.1:5000](http://127.0.0.1:5000).
80 |
81 | ### Running the recommendation engine via the command line
82 |
83 | From the root folder of the project, run:
84 |
85 | python engine.py
86 |
87 | This (by default) uses the k-nearest neighbors algorithm to perform a hard-coded hero recommendation query. See the main function of [engine.py](engine.py) for more details.
88 |
89 | ## Contributions and Feedback
90 |
91 | Feel free to submit a pull request if you are interested in continuing development. Sadly, we will probably not develop the project further for the foreseeable future. You can also contact us via email using the addresses in the final report (see above).
92 |
93 | ### License
94 | ```
95 | The MIT License (MIT)
96 |
97 | Copyright (c) 2015 Kevin Conley
98 |
99 | Permission is hereby granted, free of charge, to any person obtaining a copy of
100 | this software and associated documentation files (the "Software"), to deal in
101 | the Software without restriction, including without limitation the rights to
102 | use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
103 | the Software, and to permit persons to whom the Software is furnished to do so,
104 | subject to the following conditions:
105 |
106 | The above copyright notice and this permission notice shall be included in all
107 | copies or substantial portions of the Software.
108 |
109 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
110 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
111 | FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
112 | COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
113 | IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
114 | CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
115 | ```
116 |
--------------------------------------------------------------------------------
/data_collection/dotabot.py:
--------------------------------------------------------------------------------
1 | import os, logging, argparse, calendar#, json
2 | from dota2py import api
3 | from datetime import datetime
4 | from util import print_match_history, get_game_mode_string, send_email
5 | from pymongo import MongoClient
6 | from time import sleep
7 | import atexit
8 | from sys import exit
9 |
10 | DATE_MIN = calendar.timegm(datetime(2013, 10, 1).utctimetuple())
11 | DATE_MAX = calendar.timegm(datetime(2013, 10, 22).utctimetuple())
12 |
13 | client = MongoClient(os.getenv('DOTABOT_DB_SERVER', 'localhost'), 27017)
14 | db = client[os.getenv('DOTABOT_DB_NAME', 'dotabot')]
15 | match_collection = db.matches
16 |
17 | logging.basicConfig(level=logging.DEBUG, filename='log.txt')
18 | logger = logging.getLogger('dotabot')
19 |
20 | last_match_id = -1
21 | date_max = DATE_MAX
22 |
23 | @atexit.register
24 | def save_match_id():
25 | '''Save the last match ID processed to a file on exit.'''
26 | global last_match_id, date_max
27 | if last_match_id != -1 and date_max != -1:
28 | open('last_match', 'w').write('%d' % last_match_id)
29 | open('date_max', 'w').write('%d' % date_max)
30 |
31 | msg = 'Script crashed! Last match id was %s. Date_max was %s' % (last_match_id, date_max)
32 | send_email(msg, subject='Script crashed!')
33 |
34 | def setup():
35 | '''Setup the API, MongoDB connection, etc.'''
36 | logger.setLevel(logging.DEBUG)
37 |
38 | API_KEY = os.getenv('DOTABOT_API_KEY')
39 | if not API_KEY:
40 | raise NameError('Please set the DOTABOT_API_KEY environment variables.')
41 | api.set_api_key(API_KEY)
42 |
43 | def is_valid_match(gmd_result):
44 | '''Returns True if the given match details result should be considered,
45 | and False otherwise.'''
46 | for player in gmd_result['players']:
47 | if player['leaver_status'] is not 0:
48 | return False
49 | return True
50 |
51 | def process_replay(match_id):
52 | '''Download, parse, and record data from the replay of the
53 | given match_id.'''
54 | # TODO
55 | pass
56 |
57 | def process_match_details(match_id):
58 | '''Get the details of the given match_id, check if it's valid, and
59 | if it is, add it as a record in the database and spawn a thread to
60 | download and parse the corresponding replay.'''
61 | global last_match_id
62 | gmd = api.get_match_details(match_id)['result']
63 |
64 | if not is_valid_match(gmd):
65 | logger.debug('Not considering match %s.' % match_id)
66 | return
67 |
68 | game_mode = get_game_mode_string(gmd['game_mode'])
69 |
70 | #print 'Match ID: %s - Game Mode: %s' % (match_id, game_mode)
71 |
72 | match_collection.insert(gmd)
73 | logger.debug('Processed match_id=%s' % match_id)
74 |
75 | last_match_id = match_id
76 |
77 | #logging.debug(json.dumps(gmd, sort_keys=True, indent=4))
78 |
79 | # TODO:
80 | # 1. Spawn replay parser thread if there aren't too many already
81 |
82 | def main(start_match_id):
83 | '''The main entry point of dotabot.'''
84 | global date_max
85 | while True:
86 | # Note: GetMatchHistory returns a list of matches in descending order,
87 | # going back in time.
88 | sleep(1.0)
89 | logger.debug('Doing GMH query for start_at_match_id=%s' % start_match_id)
90 | gmh = api.get_match_history(start_at_match_id=start_match_id,
91 | skill=3,
92 | date_min=DATE_MIN,
93 | date_max=date_max,
94 | game_mode=2,
95 | min_players=10)['result']
96 | error_code = gmh['status']
97 | matches = gmh['matches']
98 | if error_code is not 1:
99 | msg = 'GetMatchHistory query starting at match_id %s returned error code %s. Retrying.' % (start_match_id, error_code)
100 | logger.debug(msg)
101 | send_email(msg, subject='GMH query failed (script still running)')
102 | continue
103 |
104 | if len(matches) is 0:
105 | msg = 'Zero matches for GMH query with start_at_match_id=%s: \n\n %s' % (start_match_id, gmh)
106 | logger.debug(msg)
107 | send_email(msg, subject='GMH query had zero matches (forced script to crash)')
108 | exit(-1)
109 |
110 | for match in matches:
111 | sleep(1.0)
112 | process_match_details(match['match_id'])
113 |
114 | tail_match = matches[-1]
115 | date_max = tail_match['start_time']
116 | tail_match_id = tail_match['match_id']
117 | logger.debug('Match_id of last match of GMH query: %s' % last_match_id)
118 | logger.debug('Date of last match of GMH query: %s' % date_max)
119 | # We don't want to record the tail match twice, so subtract 1
120 | start_match_id = tail_match_id - 1
121 |
122 | if __name__ == '__main__':
123 | p = argparse.ArgumentParser(description='Bot for collecting DOTA2 data')
124 | p.add_argument('--match_id', dest='match_id', default=None)
125 | args = p.parse_args()
126 |
127 | match_id = args.match_id
128 | if match_id != None:
129 | match_id = int(match_id)
130 |
131 | try:
132 | with open('last_match') as f:
133 | saved_id = int(f.readline())
134 | ans = False
135 | try:
136 | ans = raw_input('Start at last_match %d? ' % saved_id)
137 | if ans in ['yes', 'y', 'Y', 'YES', 'Yes']:
138 | ans = True
139 | except KeyboardInterrupt:
140 | ans = False
141 | if ans is True:
142 | try:
143 | with open('date_max') as d:
144 | date_max = int(d.readline())
145 | match_id = saved_id
146 | except IOError:
147 | print 'Could not open date_max file, ignoring last_match value.'
148 |
149 | except IOError:
150 | pass
151 |
152 | print 'OK, starting at match_id=%s' % match_id
153 |
154 | setup()
155 | main(match_id)
156 |
--------------------------------------------------------------------------------
/static/data/heroes.json:
--------------------------------------------------------------------------------
1 | [{"caption": "Anti-Mage", "name": "npc_dota_hero_antimage", "value": 1}, {"caption": "Axe", "name": "npc_dota_hero_axe", "value": 2}, {"caption": "Bane", "name": "npc_dota_hero_bane", "value": 3}, {"caption": "Bloodseeker", "name": "npc_dota_hero_bloodseeker", "value": 4}, {"caption": "Crystal Maiden", "name": "npc_dota_hero_crystal_maiden", "value": 5}, {"caption": "Drow Ranger", "name": "npc_dota_hero_drow_ranger", "value": 6}, {"caption": "Earthshaker", "name": "npc_dota_hero_earthshaker", "value": 7}, {"caption": "Juggernaut", "name": "npc_dota_hero_juggernaut", "value": 8}, {"caption": "Mirana", "name": "npc_dota_hero_mirana", "value": 9}, {"caption": "Shadow Fiend", "name": "npc_dota_hero_nevermore", "value": 11}, {"caption": "Morphling", "name": "npc_dota_hero_morphling", "value": 10}, {"caption": "Phantom Lancer", "name": "npc_dota_hero_phantom_lancer", "value": 12}, {"caption": "Puck", "name": "npc_dota_hero_puck", "value": 13}, {"caption": "Pudge", "name": "npc_dota_hero_pudge", "value": 14}, {"caption": "Razor", "name": "npc_dota_hero_razor", "value": 15}, {"caption": "Sand King", "name": "npc_dota_hero_sand_king", "value": 16}, {"caption": "Storm Spirit", "name": "npc_dota_hero_storm_spirit", "value": 17}, {"caption": "Sven", "name": "npc_dota_hero_sven", "value": 18}, {"caption": "Tiny", "name": "npc_dota_hero_tiny", "value": 19}, {"caption": "Vengeful Spirit", "name": "npc_dota_hero_vengefulspirit", "value": 20}, {"caption": "Windranger", "name": "npc_dota_hero_windrunner", "value": 21}, {"caption": "Zeus", "name": "npc_dota_hero_zuus", "value": 22}, {"caption": "Kunkka", "name": "npc_dota_hero_kunkka", "value": 23}, {"caption": "Lina", "name": "npc_dota_hero_lina", "value": 25}, {"caption": "Lich", "name": "npc_dota_hero_lich", "value": 31}, {"caption": "Lion", "name": "npc_dota_hero_lion", "value": 26}, {"caption": "Shadow Shaman", "name": "npc_dota_hero_shadow_shaman", "value": 27}, {"caption": "Slardar", "name": "npc_dota_hero_slardar", "value": 28}, {"caption": "Tidehunter", "name": "npc_dota_hero_tidehunter", "value": 29}, {"caption": "Witch Doctor", "name": "npc_dota_hero_witch_doctor", "value": 30}, {"caption": "Riki", "name": "npc_dota_hero_riki", "value": 32}, {"caption": "Enigma", "name": "npc_dota_hero_enigma", "value": 33}, {"caption": "Tinker", "name": "npc_dota_hero_tinker", "value": 34}, {"caption": "Sniper", "name": "npc_dota_hero_sniper", "value": 35}, {"caption": "Necrophos", "name": "npc_dota_hero_necrolyte", "value": 36}, {"caption": "Warlock", "name": "npc_dota_hero_warlock", "value": 37}, {"caption": "Beastmaster", "name": "npc_dota_hero_beastmaster", "value": 38}, {"caption": "Queen of Pain", "name": "npc_dota_hero_queenofpain", "value": 39}, {"caption": "Venomancer", "name": "npc_dota_hero_venomancer", "value": 40}, {"caption": "Faceless Void", "name": "npc_dota_hero_faceless_void", "value": 41}, {"caption": "Skeleton King", "name": "npc_dota_hero_skeleton_king", "value": 42}, {"caption": "Death Prophet", "name": "npc_dota_hero_death_prophet", "value": 43}, {"caption": "Phantom Assassin", "name": "npc_dota_hero_phantom_assassin", "value": 44}, {"caption": "Pugna", "name": "npc_dota_hero_pugna", "value": 45}, {"caption": "Templar Assassin", "name": "npc_dota_hero_templar_assassin", "value": 46}, {"caption": "Viper", "name": "npc_dota_hero_viper", "value": 47}, {"caption": "Luna", "name": "npc_dota_hero_luna", "value": 48}, {"caption": "Dragon Knight", "name": "npc_dota_hero_dragon_knight", "value": 49}, {"caption": "Dazzle", "name": "npc_dota_hero_dazzle", "value": 50}, {"caption": "Clockwerk", "name": "npc_dota_hero_rattletrap", "value": 51}, {"caption": "Leshrac", "name": "npc_dota_hero_leshrac", "value": 52}, {"caption": "Nature's Prophet", "name": "npc_dota_hero_furion", "value": 53}, {"caption": "Lifestealer", "name": "npc_dota_hero_life_stealer", "value": 54}, {"caption": "Dark Seer", "name": "npc_dota_hero_dark_seer", "value": 55}, {"caption": "Clinkz", "name": "npc_dota_hero_clinkz", "value": 56}, {"caption": "Omniknight", "name": "npc_dota_hero_omniknight", "value": 57}, {"caption": "Enchantress", "name": "npc_dota_hero_enchantress", "value": 58}, {"caption": "Huskar", "name": "npc_dota_hero_huskar", "value": 59}, {"caption": "Night Stalker", "name": "npc_dota_hero_night_stalker", "value": 60}, {"caption": "Broodmother", "name": "npc_dota_hero_broodmother", "value": 61}, {"caption": "Bounty Hunter", "name": "npc_dota_hero_bounty_hunter", "value": 62}, {"caption": "Weaver", "name": "npc_dota_hero_weaver", "value": 63}, {"caption": "Jakiro", "name": "npc_dota_hero_jakiro", "value": 64}, {"caption": "Batrider", "name": "npc_dota_hero_batrider", "value": 65}, {"caption": "Chen", "name": "npc_dota_hero_chen", "value": 66}, {"caption": "Spectre", "name": "npc_dota_hero_spectre", "value": 67}, {"caption": "Doom", "name": "npc_dota_hero_doom_bringer", "value": 69}, {"caption": "Ancient Apparition", "name": "npc_dota_hero_ancient_apparition", "value": 68}, {"caption": "Ursa", "name": "npc_dota_hero_ursa", "value": 70}, {"caption": "Spirit Breaker", "name": "npc_dota_hero_spirit_breaker", "value": 71}, {"caption": "Gyrocopter", "name": "npc_dota_hero_gyrocopter", "value": 72}, {"caption": "Alchemist", "name": "npc_dota_hero_alchemist", "value": 73}, {"caption": "Invoker", "name": "npc_dota_hero_invoker", "value": 74}, {"caption": "Silencer", "name": "npc_dota_hero_silencer", "value": 75}, {"caption": "Outworld Devourer", "name": "npc_dota_hero_obsidian_destroyer", "value": 76}, {"caption": "Lycan", "name": "npc_dota_hero_lycan", "value": 77}, {"caption": "Brewmaster", "name": "npc_dota_hero_brewmaster", "value": 78}, {"caption": "Shadow Demon", "name": "npc_dota_hero_shadow_demon", "value": 79}, {"caption": "Lone Druid", "name": "npc_dota_hero_lone_druid", "value": 80}, {"caption": "Chaos Knight", "name": "npc_dota_hero_chaos_knight", "value": 81}, {"caption": "Meepo", "name": "npc_dota_hero_meepo", "value": 82}, {"caption": "Treant Protector", "name": "npc_dota_hero_treant", "value": 83}, {"caption": "Ogre Magi", "name": "npc_dota_hero_ogre_magi", "value": 84}, {"caption": "Undying", "name": "npc_dota_hero_undying", "value": 85}, {"caption": "Rubick", "name": "npc_dota_hero_rubick", "value": 86}, {"caption": "Disruptor", "name": "npc_dota_hero_disruptor", "value": 87}, {"caption": "Nyx Assassin", "name": "npc_dota_hero_nyx_assassin", "value": 88}, {"caption": "Naga Siren", "name": "npc_dota_hero_naga_siren", "value": 89}, {"caption": "Keeper of the Light", "name": "npc_dota_hero_keeper_of_the_light", "value": 90}, {"caption": "Io", "name": "npc_dota_hero_wisp", "value": 91}, {"caption": "Visage", "name": "npc_dota_hero_visage", "value": 92}, {"caption": "Slark", "name": "npc_dota_hero_slark", "value": 93}, {"caption": "Medusa", "name": "npc_dota_hero_medusa", "value": 94}, {"caption": "Troll Warlord", "name": "npc_dota_hero_troll_warlord", "value": 95}, {"caption": "Centaur Warrunner", "name": "npc_dota_hero_centaur", "value": 96}, {"caption": "Magnus", "name": "npc_dota_hero_magnataur", "value": 97}, {"caption": "Timbersaw", "name": "npc_dota_hero_shredder", "value": 98}, {"caption": "Bristleback", "name": "npc_dota_hero_bristleback", "value": 99}, {"caption": "Tusk", "name": "npc_dota_hero_tusk", "value": 100}, {"caption": "Skywrath Mage", "name": "npc_dota_hero_skywrath_mage", "value": 101}, {"caption": "Abaddon", "name": "npc_dota_hero_abaddon", "value": 102}, {"caption": "Elder Titan", "name": "npc_dota_hero_elder_titan", "value": 103}, {"caption": "Legion Commander", "name": "npc_dota_hero_legion_commander", "value": 104}, {"caption": "Ember Spirit", "name": "npc_dota_hero_ember_spirit", "value": 106}, {"caption": "Earth Spirit", "name": "npc_dota_hero_earth_spirit", "value": 107}, {"caption": "Abyssal Underlord", "name": "npc_dota_hero_abyssal_underlord", "value": 108}]
--------------------------------------------------------------------------------
/heroes.json:
--------------------------------------------------------------------------------
1 | [{"localized_name": "Anti-Mage", "name": "npc_dota_hero_antimage", "id": 1}, {"localized_name": "Axe", "name": "npc_dota_hero_axe", "id": 2}, {"localized_name": "Bane", "name": "npc_dota_hero_bane", "id": 3}, {"localized_name": "Bloodseeker", "name": "npc_dota_hero_bloodseeker", "id": 4}, {"localized_name": "Crystal Maiden", "name": "npc_dota_hero_crystal_maiden", "id": 5}, {"localized_name": "Drow Ranger", "name": "npc_dota_hero_drow_ranger", "id": 6}, {"localized_name": "Earthshaker", "name": "npc_dota_hero_earthshaker", "id": 7}, {"localized_name": "Juggernaut", "name": "npc_dota_hero_juggernaut", "id": 8}, {"localized_name": "Mirana", "name": "npc_dota_hero_mirana", "id": 9}, {"localized_name": "Shadow Fiend", "name": "npc_dota_hero_nevermore", "id": 11}, {"localized_name": "Morphling", "name": "npc_dota_hero_morphling", "id": 10}, {"localized_name": "Phantom Lancer", "name": "npc_dota_hero_phantom_lancer", "id": 12}, {"localized_name": "Puck", "name": "npc_dota_hero_puck", "id": 13}, {"localized_name": "Pudge", "name": "npc_dota_hero_pudge", "id": 14}, {"localized_name": "Razor", "name": "npc_dota_hero_razor", "id": 15}, {"localized_name": "Sand King", "name": "npc_dota_hero_sand_king", "id": 16}, {"localized_name": "Storm Spirit", "name": "npc_dota_hero_storm_spirit", "id": 17}, {"localized_name": "Sven", "name": "npc_dota_hero_sven", "id": 18}, {"localized_name": "Tiny", "name": "npc_dota_hero_tiny", "id": 19}, {"localized_name": "Vengeful Spirit", "name": "npc_dota_hero_vengefulspirit", "id": 20}, {"localized_name": "Windranger", "name": "npc_dota_hero_windrunner", "id": 21}, {"localized_name": "Zeus", "name": "npc_dota_hero_zuus", "id": 22}, {"localized_name": "Kunkka", "name": "npc_dota_hero_kunkka", "id": 23}, {"localized_name": "Lina", "name": "npc_dota_hero_lina", "id": 25}, {"localized_name": "Lich", "name": "npc_dota_hero_lich", "id": 31}, {"localized_name": "Lion", "name": "npc_dota_hero_lion", "id": 26}, {"localized_name": "Shadow Shaman", "name": "npc_dota_hero_shadow_shaman", "id": 27}, {"localized_name": "Slardar", "name": "npc_dota_hero_slardar", "id": 28}, {"localized_name": "Tidehunter", "name": "npc_dota_hero_tidehunter", "id": 29}, {"localized_name": "Witch Doctor", "name": "npc_dota_hero_witch_doctor", "id": 30}, {"localized_name": "Riki", "name": "npc_dota_hero_riki", "id": 32}, {"localized_name": "Enigma", "name": "npc_dota_hero_enigma", "id": 33}, {"localized_name": "Tinker", "name": "npc_dota_hero_tinker", "id": 34}, {"localized_name": "Sniper", "name": "npc_dota_hero_sniper", "id": 35}, {"localized_name": "Necrophos", "name": "npc_dota_hero_necrolyte", "id": 36}, {"localized_name": "Warlock", "name": "npc_dota_hero_warlock", "id": 37}, {"localized_name": "Beastmaster", "name": "npc_dota_hero_beastmaster", "id": 38}, {"localized_name": "Queen of Pain", "name": "npc_dota_hero_queenofpain", "id": 39}, {"localized_name": "Venomancer", "name": "npc_dota_hero_venomancer", "id": 40}, {"localized_name": "Faceless Void", "name": "npc_dota_hero_faceless_void", "id": 41}, {"localized_name": "Skeleton King", "name": "npc_dota_hero_skeleton_king", "id": 42}, {"localized_name": "Death Prophet", "name": "npc_dota_hero_death_prophet", "id": 43}, {"localized_name": "Phantom Assassin", "name": "npc_dota_hero_phantom_assassin", "id": 44}, {"localized_name": "Pugna", "name": "npc_dota_hero_pugna", "id": 45}, {"localized_name": "Templar Assassin", "name": "npc_dota_hero_templar_assassin", "id": 46}, {"localized_name": "Viper", "name": "npc_dota_hero_viper", "id": 47}, {"localized_name": "Luna", "name": "npc_dota_hero_luna", "id": 48}, {"localized_name": "Dragon Knight", "name": "npc_dota_hero_dragon_knight", "id": 49}, {"localized_name": "Dazzle", "name": "npc_dota_hero_dazzle", "id": 50}, {"localized_name": "Clockwerk", "name": "npc_dota_hero_rattletrap", "id": 51}, {"localized_name": "Leshrac", "name": "npc_dota_hero_leshrac", "id": 52}, {"localized_name": "Nature's Prophet", "name": "npc_dota_hero_furion", "id": 53}, {"localized_name": "Lifestealer", "name": "npc_dota_hero_life_stealer", "id": 54}, {"localized_name": "Dark Seer", "name": "npc_dota_hero_dark_seer", "id": 55}, {"localized_name": "Clinkz", "name": "npc_dota_hero_clinkz", "id": 56}, {"localized_name": "Omniknight", "name": "npc_dota_hero_omniknight", "id": 57}, {"localized_name": "Enchantress", "name": "npc_dota_hero_enchantress", "id": 58}, {"localized_name": "Huskar", "name": "npc_dota_hero_huskar", "id": 59}, {"localized_name": "Night Stalker", "name": "npc_dota_hero_night_stalker", "id": 60}, {"localized_name": "Broodmother", "name": "npc_dota_hero_broodmother", "id": 61}, {"localized_name": "Bounty Hunter", "name": "npc_dota_hero_bounty_hunter", "id": 62}, {"localized_name": "Weaver", "name": "npc_dota_hero_weaver", "id": 63}, {"localized_name": "Jakiro", "name": "npc_dota_hero_jakiro", "id": 64}, {"localized_name": "Batrider", "name": "npc_dota_hero_batrider", "id": 65}, {"localized_name": "Chen", "name": "npc_dota_hero_chen", "id": 66}, {"localized_name": "Spectre", "name": "npc_dota_hero_spectre", "id": 67}, {"localized_name": "Doom", "name": "npc_dota_hero_doom_bringer", "id": 69}, {"localized_name": "Ancient Apparition", "name": "npc_dota_hero_ancient_apparition", "id": 68}, {"localized_name": "Ursa", "name": "npc_dota_hero_ursa", "id": 70}, {"localized_name": "Spirit Breaker", "name": "npc_dota_hero_spirit_breaker", "id": 71}, {"localized_name": "Gyrocopter", "name": "npc_dota_hero_gyrocopter", "id": 72}, {"localized_name": "Alchemist", "name": "npc_dota_hero_alchemist", "id": 73}, {"localized_name": "Invoker", "name": "npc_dota_hero_invoker", "id": 74}, {"localized_name": "Silencer", "name": "npc_dota_hero_silencer", "id": 75}, {"localized_name": "Outworld Devourer", "name": "npc_dota_hero_obsidian_destroyer", "id": 76}, {"localized_name": "Lycan", "name": "npc_dota_hero_lycan", "id": 77}, {"localized_name": "Brewmaster", "name": "npc_dota_hero_brewmaster", "id": 78}, {"localized_name": "Shadow Demon", "name": "npc_dota_hero_shadow_demon", "id": 79}, {"localized_name": "Lone Druid", "name": "npc_dota_hero_lone_druid", "id": 80}, {"localized_name": "Chaos Knight", "name": "npc_dota_hero_chaos_knight", "id": 81}, {"localized_name": "Meepo", "name": "npc_dota_hero_meepo", "id": 82}, {"localized_name": "Treant Protector", "name": "npc_dota_hero_treant", "id": 83}, {"localized_name": "Ogre Magi", "name": "npc_dota_hero_ogre_magi", "id": 84}, {"localized_name": "Undying", "name": "npc_dota_hero_undying", "id": 85}, {"localized_name": "Rubick", "name": "npc_dota_hero_rubick", "id": 86}, {"localized_name": "Disruptor", "name": "npc_dota_hero_disruptor", "id": 87}, {"localized_name": "Nyx Assassin", "name": "npc_dota_hero_nyx_assassin", "id": 88}, {"localized_name": "Naga Siren", "name": "npc_dota_hero_naga_siren", "id": 89}, {"localized_name": "Keeper of the Light", "name": "npc_dota_hero_keeper_of_the_light", "id": 90}, {"localized_name": "Io", "name": "npc_dota_hero_wisp", "id": 91}, {"localized_name": "Visage", "name": "npc_dota_hero_visage", "id": 92}, {"localized_name": "Slark", "name": "npc_dota_hero_slark", "id": 93}, {"localized_name": "Medusa", "name": "npc_dota_hero_medusa", "id": 94}, {"localized_name": "Troll Warlord", "name": "npc_dota_hero_troll_warlord", "id": 95}, {"localized_name": "Centaur Warrunner", "name": "npc_dota_hero_centaur", "id": 96}, {"localized_name": "Magnus", "name": "npc_dota_hero_magnataur", "id": 97}, {"localized_name": "Timbersaw", "name": "npc_dota_hero_shredder", "id": 98}, {"localized_name": "Bristleback", "name": "npc_dota_hero_bristleback", "id": 99}, {"localized_name": "Tusk", "name": "npc_dota_hero_tusk", "id": 100}, {"localized_name": "Skywrath Mage", "name": "npc_dota_hero_skywrath_mage", "id": 101}, {"localized_name": "Abaddon", "name": "npc_dota_hero_abaddon", "id": 102}, {"localized_name": "Elder Titan", "name": "npc_dota_hero_elder_titan", "id": 103}, {"localized_name": "Legion Commander", "name": "npc_dota_hero_legion_commander", "id": 104}, {"localized_name": "Ember Spirit", "name": "npc_dota_hero_ember_spirit", "id": 106}, {"localized_name": "Earth Spirit", "name": "npc_dota_hero_earth_spirit", "id": 107}, {"localized_name": "Abyssal Underlord", "name": "npc_dota_hero_abyssal_underlord", "id": 108}]
2 |
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/logistic_regression/model.pkl:
--------------------------------------------------------------------------------
1 | ccopy_reg
2 | _reconstructor
3 | p0
4 | (csklearn.linear_model.logistic
5 | LogisticRegression
6 | p1
7 | c__builtin__
8 | object
9 | p2
10 | Ntp3
11 | Rp4
12 | (dp5
13 | S'loss'
14 | p6
15 | S'lr'
16 | p7
17 | sS'C'
18 | p8
19 | F1.0
20 | sS'intercept_'
21 | p9
22 | cnumpy.core.multiarray
23 | _reconstruct
24 | p10
25 | (cnumpy
26 | ndarray
27 | p11
28 | (I0
29 | tp12
30 | S'b'
31 | p13
32 | tp14
33 | Rp15
34 | (I1
35 | (I1
36 | tp16
37 | cnumpy
38 | dtype
39 | p17
40 | (S'f8'
41 | p18
42 | I0
43 | I1
44 | tp19
45 | Rp20
46 | (I3
47 | S'<'
48 | p21
49 | NNNI-1
50 | I-1
51 | I0
52 | tp22
53 | bI00
54 | S'L\xa5\xf3>\xa6\xd3\xd2?'
55 | p23
56 | tp24
57 | bsS'verbose'
58 | p25
59 | I0
60 | sS'dual'
61 | p26
62 | I00
63 | sS'fit_intercept'
64 | p27
65 | I01
66 | sS'class_weight_'
67 | p28
68 | g10
69 | (g11
70 | (I0
71 | tp29
72 | g13
73 | tp30
74 | Rp31
75 | (I1
76 | (I2
77 | tp32
78 | g20
79 | I00
80 | S'\x00\x00\x00\x00\x00\x00\xf0?\x00\x00\x00\x00\x00\x00\xf0?'
81 | p33
82 | tp34
83 | bsS'penalty'
84 | p35
85 | S'l2'
86 | p36
87 | sS'multi_class'
88 | p37
89 | S'ovr'
90 | p38
91 | sS'random_state'
92 | p39
93 | NsS'raw_coef_'
94 | p40
95 | g10
96 | (g11
97 | (I0
98 | tp41
99 | g13
100 | tp42
101 | Rp43
102 | (I1
103 | (I1
104 | I217
105 | tp44
106 | g20
107 | I01
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