Added Random Forest rest Explained

random_forest_explained/small_tree.dot

@@ -0,0 +1,33 @@
+digraph Tree {
+node [shape=box, style="rounded", color="black", fontname=helvetica] ;
+edge [fontname=helvetica] ;
+0 [label="temp_1 <= 59.5\nmse = 145.7\nsamples = 162\nvalue = 62.7"] ;
+1 [label="average <= 46.8\nmse = 42.6\nsamples = 63\nvalue = 51.2"] ;
+0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
+2 [label="temp_1 <= 44.5\nmse = 17.0\nsamples = 17\nvalue = 42.9"] ;
+1 -> 2 ;
+3 [label="mse = 4.4\nsamples = 8\nvalue = 41.0"] ;
+2 -> 3 ;
+4 [label="mse = 22.2\nsamples = 9\nvalue = 45.0"] ;
+2 -> 4 ;
+5 [label="temp_1 <= 55.5\nmse = 19.5\nsamples = 46\nvalue = 54.1"] ;
+1 -> 5 ;
+6 [label="mse = 7.7\nsamples = 29\nvalue = 51.9"] ;
+5 -> 6 ;
+7 [label="mse = 15.6\nsamples = 17\nvalue = 58.2"] ;
+5 -> 7 ;
+8 [label="temp_1 <= 67.5\nmse = 66.8\nsamples = 99\nvalue = 70.4"] ;
+0 -> 8 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
+9 [label="average <= 60.8\nmse = 23.5\nsamples = 42\nvalue = 63.9"] ;
+8 -> 9 ;
+10 [label="mse = 13.7\nsamples = 19\nvalue = 60.7"] ;
+9 -> 10 ;
+11 [label="mse = 17.3\nsamples = 23\nvalue = 66.3"] ;
+9 -> 11 ;
+12 [label="average <= 75.6\nmse = 44.2\nsamples = 57\nvalue = 75.3"] ;
+8 -> 12 ;
+13 [label="mse = 34.3\nsamples = 42\nvalue = 73.0"] ;
+12 -> 13 ;
+14 [label="mse = 27.1\nsamples = 15\nvalue = 80.6"] ;
+12 -> 14 ;
+}

random_forest_explained/temps.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5ba24c51570555bbe119b9bf0739785c65aceadcc8d01709b31ccc52afae335
+size 11260

random_forest_explained/tree.dot

@@ -0,0 +1,521 @@
+digraph Tree {
+node [shape=box, style="rounded", color="black", fontname=helvetica] ;
+edge [fontname=helvetica] ;
+0 [label="temp_1 <= 59.5\nmse = 145.7\nsamples = 162\nvalue = 62.7"] ;
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+2 -> 3 ;
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+3 -> 4 ;
+5 [label="mse = 0.0\nsamples = 1\nvalue = 44.0"] ;
+4 -> 5 ;
+6 [label="temp_2 <= 44.5\nmse = 0.7\nsamples = 6\nvalue = 40.0"] ;
+4 -> 6 ;
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+6 -> 7 ;
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+7 -> 8 ;
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+7 -> 9 ;
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+9 -> 10 ;
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+9 -> 11 ;
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+6 -> 12 ;
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+3 -> 13 ;
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+14 -> 15 ;
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+25 -> 26 ;
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+81 -> 82 ;
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+81 -> 83 ;
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+83 -> 87 ;
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+80 -> 88 ;
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+88 -> 89 ;
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+89 -> 90 ;
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+73 -> 93 ;
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+93 -> 97 ;
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+130 -> 131 ;
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+165 -> 166 ;
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+172 -> 173 ;
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+173 -> 174 ;
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+171 -> 183 ;
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+183 -> 184 ;
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+184 -> 185 ;
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+185 -> 186 ;
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+185 -> 187 ;
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+184 -> 188 ;
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+188 -> 189 ;
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+188 -> 190 ;
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+183 -> 191 ;
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+191 -> 192 ;
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+191 -> 193 ;
+194 [label="mse = 0.0\nsamples = 2\nvalue = 75.0"] ;
+193 -> 194 ;
+195 [label="mse = 0.0\nsamples = 1\nvalue = 77.0"] ;
+193 -> 195 ;
+196 [label="day <= 26.5\nmse = 4.7\nsamples = 3\nvalue = 71.8"] ;
+170 -> 196 ;
+197 [label="mse = 0.0\nsamples = 1\nvalue = 68.0"] ;
+196 -> 197 ;
+198 [label="mse = 0.0\nsamples = 2\nvalue = 73.0"] ;
+196 -> 198 ;
+199 [label="week_Sun <= 0.5\nmse = 30.2\nsamples = 2\nvalue = 68.5"] ;
+169 -> 199 ;
+200 [label="mse = 0.0\nsamples = 1\nvalue = 74.0"] ;
+199 -> 200 ;
+201 [label="mse = 0.0\nsamples = 1\nvalue = 63.0"] ;
+199 -> 201 ;
+202 [label="temp_1 <= 71.5\nmse = 14.6\nsamples = 8\nvalue = 71.5"] ;
+168 -> 202 ;
+203 [label="temp_1 <= 69.5\nmse = 0.2\nsamples = 2\nvalue = 67.8"] ;
+202 -> 203 ;
+204 [label="mse = 0.0\nsamples = 1\nvalue = 68.0"] ;
+203 -> 204 ;
+205 [label="mse = 0.0\nsamples = 1\nvalue = 67.0"] ;
+203 -> 205 ;
+206 [label="friend <= 70.5\nmse = 8.7\nsamples = 6\nvalue = 74.0"] ;
+202 -> 206 ;
+207 [label="temp_1 <= 77.0\nmse = 0.2\nsamples = 2\nvalue = 70.5"] ;
+206 -> 207 ;
+208 [label="mse = 0.0\nsamples = 1\nvalue = 70.0"] ;
+207 -> 208 ;
+209 [label="mse = 0.0\nsamples = 1\nvalue = 71.0"] ;
+207 -> 209 ;
+210 [label="friend <= 77.5\nmse = 3.7\nsamples = 4\nvalue = 75.8"] ;
+206 -> 210 ;
+211 [label="mse = 0.0\nsamples = 1\nvalue = 79.0"] ;
+210 -> 211 ;
+212 [label="temp_2 <= 68.5\nmse = 0.2\nsamples = 3\nvalue = 74.7"] ;
+210 -> 212 ;
+213 [label="mse = 0.0\nsamples = 1\nvalue = 74.0"] ;
+212 -> 213 ;
+214 [label="mse = 0.0\nsamples = 2\nvalue = 75.0"] ;
+212 -> 214 ;
+215 [label="temp_2 <= 64.0\nmse = 20.2\nsamples = 4\nvalue = 67.2"] ;
+167 -> 215 ;
+216 [label="mse = 0.0\nsamples = 1\nvalue = 60.0"] ;
+215 -> 216 ;
+217 [label="average <= 74.6\nmse = 9.0\nsamples = 3\nvalue = 69.0"] ;
+215 -> 217 ;
+218 [label="day <= 8.5\nmse = 0.9\nsamples = 2\nvalue = 67.3"] ;
+217 -> 218 ;
+219 [label="mse = 0.0\nsamples = 1\nvalue = 68.0"] ;
+218 -> 219 ;
+220 [label="mse = 0.0\nsamples = 1\nvalue = 66.0"] ;
+218 -> 220 ;
+221 [label="mse = 0.0\nsamples = 1\nvalue = 74.0"] ;
+217 -> 221 ;
+222 [label="temp_2 <= 70.5\nmse = 7.9\nsamples = 6\nvalue = 67.5"] ;
+166 -> 222 ;
+223 [label="mse = 0.0\nsamples = 2\nvalue = 71.0"] ;
+222 -> 223 ;
+224 [label="friend <= 66.5\nmse = 1.7\nsamples = 4\nvalue = 65.6"] ;
+222 -> 224 ;
+225 [label="day <= 8.0\nmse = 0.9\nsamples = 2\nvalue = 64.3"] ;
+224 -> 225 ;
+226 [label="mse = 0.0\nsamples = 1\nvalue = 63.0"] ;
+225 -> 226 ;
+227 [label="mse = 0.0\nsamples = 1\nvalue = 65.0"] ;
+225 -> 227 ;
+228 [label="temp_1 <= 73.0\nmse = 0.2\nsamples = 2\nvalue = 66.5"] ;
+224 -> 228 ;
+229 [label="mse = 0.0\nsamples = 1\nvalue = 67.0"] ;
+228 -> 229 ;
+230 [label="mse = 0.0\nsamples = 1\nvalue = 66.0"] ;
+228 -> 230 ;
+231 [label="temp_2 <= 79.0\nmse = 5.6\nsamples = 2\nvalue = 84.3"] ;
+165 -> 231 ;
+232 [label="mse = 0.0\nsamples = 1\nvalue = 81.0"] ;
+231 -> 232 ;
+233 [label="mse = 0.0\nsamples = 1\nvalue = 86.0"] ;
+231 -> 233 ;
+234 [label="average <= 76.9\nmse = 27.1\nsamples = 15\nvalue = 80.6"] ;
+164 -> 234 ;
+235 [label="average <= 76.8\nmse = 22.5\nsamples = 6\nvalue = 83.7"] ;
+234 -> 235 ;
+236 [label="week_Mon <= 0.5\nmse = 8.8\nsamples = 4\nvalue = 79.6"] ;
+235 -> 236 ;
+237 [label="friend <= 77.0\nmse = 1.9\nsamples = 3\nvalue = 80.7"] ;
+236 -> 237 ;
+238 [label="mse = 0.0\nsamples = 1\nvalue = 82.0"] ;
+237 -> 238 ;
+239 [label="day <= 20.0\nmse = 0.2\nsamples = 2\nvalue = 79.3"] ;
+237 -> 239 ;
+240 [label="mse = 0.0\nsamples = 1\nvalue = 80.0"] ;
+239 -> 240 ;
+241 [label="mse = 0.0\nsamples = 1\nvalue = 79.0"] ;
+239 -> 241 ;
+242 [label="mse = 0.0\nsamples = 1\nvalue = 73.0"] ;
+236 -> 242 ;
+243 [label="temp_1 <= 83.5\nmse = 1.8\nsamples = 2\nvalue = 87.9"] ;
+235 -> 243 ;
+244 [label="mse = 0.0\nsamples = 1\nvalue = 87.0"] ;
+243 -> 244 ;
+245 [label="mse = 0.0\nsamples = 1\nvalue = 90.0"] ;
+243 -> 245 ;
+246 [label="temp_1 <= 77.5\nmse = 9.8\nsamples = 9\nvalue = 77.2"] ;
+234 -> 246 ;
+247 [label="temp_2 <= 71.5\nmse = 6.3\nsamples = 6\nvalue = 75.0"] ;
+246 -> 247 ;
+248 [label="mse = 0.0\nsamples = 1\nvalue = 80.0"] ;
+247 -> 248 ;
+249 [label="average <= 77.1\nmse = 2.5\nsamples = 5\nvalue = 74.2"] ;
+247 -> 249 ;
+250 [label="temp_1 <= 71.5\nmse = 0.2\nsamples = 2\nvalue = 75.7"] ;
+249 -> 250 ;
+251 [label="mse = 0.0\nsamples = 1\nvalue = 75.0"] ;
+250 -> 251 ;
+252 [label="mse = 0.0\nsamples = 1\nvalue = 76.0"] ;
+250 -> 252 ;
+253 [label="week_Tues <= 0.5\nmse = 0.2\nsamples = 3\nvalue = 72.7"] ;
+249 -> 253 ;
+254 [label="mse = 0.0\nsamples = 2\nvalue = 73.0"] ;
+253 -> 254 ;
+255 [label="mse = 0.0\nsamples = 1\nvalue = 72.0"] ;
+253 -> 255 ;
+256 [label="temp_1 <= 79.5\nmse = 2.2\nsamples = 3\nvalue = 79.7"] ;
+246 -> 256 ;
+257 [label="mse = 0.0\nsamples = 1\nvalue = 83.0"] ;
+256 -> 257 ;
+258 [label="mse = 0.0\nsamples = 2\nvalue = 79.0"] ;
+256 -> 258 ;
+}