update book

doc/LectureNotes/DataFiles/cancer.dot

@@ -10,19 +10,19 @@ edge [fontname="helvetica"] ;
 2 -> 3 ;
 4 [label="gini = 0.0\nsamples = 239\nvalue = [[239, 0]\n[0, 239]]", fillcolor="#e58139"] ;
 3 -> 4 ;
-5 [label="worst compactness <= 0.085\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#fdf6f0"] ;
+5 [label="texture error <= 1.938\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#fdf6f0"] ;
 3 -> 5 ;
-6 [label="gini = 0.0\nsamples = 1\nvalue = [[0, 1]\n[1, 0]]", fillcolor="#e58139"] ;
+6 [label="gini = 0.0\nsamples = 2\nvalue = [[2, 0]\n[0, 2]]", fillcolor="#e58139"] ;
 5 -> 6 ;
-7 [label="gini = 0.0\nsamples = 2\nvalue = [[2, 0]\n[0, 2]]", fillcolor="#e58139"] ;
+7 [label="gini = 0.0\nsamples = 1\nvalue = [[0, 1]\n[1, 0]]", fillcolor="#e58139"] ;
 5 -> 7 ;
-8 [label="mean texture <= 20.84\ngini = 0.397\nsamples = 11\nvalue = [[8, 3]\n[3, 8]]", fillcolor="#fae9dd"] ;
+8 [label="worst texture <= 29.455\ngini = 0.397\nsamples = 11\nvalue = [[8, 3]\n[3, 8]]", fillcolor="#fae9dd"] ;
 2 -> 8 ;
 9 [label="gini = 0.0\nsamples = 8\nvalue = [[8, 0]\n[0, 8]]", fillcolor="#e58139"] ;
 8 -> 9 ;
 10 [label="gini = 0.0\nsamples = 3\nvalue = [[0, 3]\n[3, 0]]", fillcolor="#e58139"] ;
 8 -> 10 ;
-11 [label="area error <= 13.475\ngini = 0.278\nsamples = 6\nvalue = [[1, 5]\n[5, 1]]", fillcolor="#f4caac"] ;
+11 [label="mean texture <= 16.22\ngini = 0.278\nsamples = 6\nvalue = [[1, 5]\n[5, 1]]", fillcolor="#f4caac"] ;
 1 -> 11 ;
 12 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139"] ;
 11 -> 12 ;
@@ -30,11 +30,11 @@ edge [fontname="helvetica"] ;
 11 -> 13 ;
 14 [label="worst texture <= 20.645\ngini = 0.202\nsamples = 167\nvalue = [[19, 148]\n[148, 19]]", fillcolor="#f0b68c"] ;
 0 -> 14 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
-15 [label="worst concavity <= 0.318\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#f9e3d4"] ;
+15 [label="worst perimeter <= 116.8\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#f9e3d4"] ;
 14 -> 15 ;
 16 [label="gini = 0.0\nsamples = 11\nvalue = [[11, 0]\n[0, 11]]", fillcolor="#e58139"] ;
 15 -> 16 ;
-17 [label="area error <= 23.16\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#f6d5bd"] ;
+17 [label="fractal dimension error <= 0.002\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#f6d5bd"] ;
 15 -> 17 ;
 18 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139"] ;
 17 -> 18 ;
@@ -42,13 +42,13 @@ edge [fontname="helvetica"] ;
 17 -> 19 ;
 20 [label="mean concave points <= 0.049\ngini = 0.088\nsamples = 151\nvalue = [[7, 144]\n[144, 7]]", fillcolor="#ea985d"] ;
 14 -> 20 ;
-21 [label="compactness error <= 0.016\ngini = 0.48\nsamples = 15\nvalue = [[6, 9]\n[9, 6]]", fillcolor="#ffffff"] ;
+21 [label="concave points error <= 0.01\ngini = 0.48\nsamples = 15\nvalue = [[6, 9]\n[9, 6]]", fillcolor="#ffffff"] ;
 20 -> 21 ;
 22 [label="gini = 0.0\nsamples = 9\nvalue = [[0, 9]\n[9, 0]]", fillcolor="#e58139"] ;
 21 -> 22 ;
 23 [label="gini = 0.0\nsamples = 6\nvalue = [[6, 0]\n[0, 6]]", fillcolor="#e58139"] ;
 21 -> 23 ;
-24 [label="worst smoothness <= 0.096\ngini = 0.015\nsamples = 136\nvalue = [[1, 135]\n[135, 1]]", fillcolor="#e6853f"] ;
+24 [label="mean smoothness <= 0.079\ngini = 0.015\nsamples = 136\nvalue = [[1, 135]\n[135, 1]]", fillcolor="#e6853f"] ;
 20 -> 24 ;
 25 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139"] ;
 24 -> 25 ;

doc/LectureNotes/DataFiles/moons.dot

@@ -1,38 +1,38 @@
 digraph Tree {
 node [shape=box, style="filled, rounded", color="black", fontname="helvetica"] ;
 edge [fontname="helvetica"] ;
-0 [label="X[1] <= 0.115\ngini = 0.5\nsamples = 75\nvalue = [37, 38]", fillcolor="#fafcfe"] ;
-1 [label="X[0] <= -0.686\ngini = 0.225\nsamples = 31\nvalue = [4, 27]", fillcolor="#56ace9"] ;
+0 [label="x[1] <= 0.115\ngini = 0.5\nsamples = 75\nvalue = [37, 38]", fillcolor="#fafcfe"] ;
+1 [label="x[0] <= -0.686\ngini = 0.225\nsamples = 31\nvalue = [4, 27]", fillcolor="#56ace9"] ;
 0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
 2 [label="gini = 0.0\nsamples = 2\nvalue = [2, 0]", fillcolor="#e58139"] ;
 1 -> 2 ;
-3 [label="X[1] <= 0.058\ngini = 0.128\nsamples = 29\nvalue = [2, 27]", fillcolor="#48a4e7"] ;
+3 [label="x[1] <= 0.058\ngini = 0.128\nsamples = 29\nvalue = [2, 27]", fillcolor="#48a4e7"] ;
 1 -> 3 ;
-4 [label="X[0] <= 1.207\ngini = 0.077\nsamples = 25\nvalue = [1, 24]", fillcolor="#41a1e6"] ;
+4 [label="x[0] <= 1.207\ngini = 0.077\nsamples = 25\nvalue = [1, 24]", fillcolor="#41a1e6"] ;
 3 -> 4 ;
 5 [label="gini = 0.0\nsamples = 17\nvalue = [0, 17]", fillcolor="#399de5"] ;
 4 -> 5 ;
-6 [label="X[1] <= -0.43\ngini = 0.219\nsamples = 8\nvalue = [1, 7]", fillcolor="#55abe9"] ;
+6 [label="x[1] <= -0.43\ngini = 0.219\nsamples = 8\nvalue = [1, 7]", fillcolor="#55abe9"] ;
 4 -> 6 ;
 7 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
 6 -> 7 ;
 8 [label="gini = 0.0\nsamples = 7\nvalue = [0, 7]", fillcolor="#399de5"] ;
 6 -> 8 ;
-9 [label="X[1] <= 0.09\ngini = 0.375\nsamples = 4\nvalue = [1, 3]", fillcolor="#7bbeee"] ;
+9 [label="x[1] <= 0.09\ngini = 0.375\nsamples = 4\nvalue = [1, 3]", fillcolor="#7bbeee"] ;
 3 -> 9 ;
 10 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0]", fillcolor="#e58139"] ;
 9 -> 10 ;
 11 [label="gini = 0.0\nsamples = 3\nvalue = [0, 3]", fillcolor="#399de5"] ;
 9 -> 11 ;
-12 [label="X[0] <= 1.36\ngini = 0.375\nsamples = 44\nvalue = [33, 11]", fillcolor="#eeab7b"] ;
+12 [label="x[0] <= 1.36\ngini = 0.375\nsamples = 44\nvalue = [33, 11]", fillcolor="#eeab7b"] ;
 0 -> 12 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
-13 [label="X[0] <= -0.189\ngini = 0.26\nsamples = 39\nvalue = [33, 6]", fillcolor="#ea985d"] ;
+13 [label="x[0] <= -0.189\ngini = 0.26\nsamples = 39\nvalue = [33, 6]", fillcolor="#ea985d"] ;
 12 -> 13 ;
 14 [label="gini = 0.0\nsamples = 18\nvalue = [18, 0]", fillcolor="#e58139"] ;
 13 -> 14 ;
-15 [label="X[0] <= 0.479\ngini = 0.408\nsamples = 21\nvalue = [15, 6]", fillcolor="#efb388"] ;
+15 [label="x[0] <= 0.479\ngini = 0.408\nsamples = 21\nvalue = [15, 6]", fillcolor="#efb388"] ;
 13 -> 15 ;
-16 [label="X[1] <= 0.781\ngini = 0.5\nsamples = 12\nvalue = [6, 6]", fillcolor="#ffffff"] ;
+16 [label="x[1] <= 0.781\ngini = 0.5\nsamples = 12\nvalue = [6, 6]", fillcolor="#ffffff"] ;
 15 -> 16 ;
 17 [label="gini = 0.0\nsamples = 6\nvalue = [0, 6]", fillcolor="#399de5"] ;
 16 -> 17 ;

doc/LectureNotes/DataFiles/ride.dot

@@ -1,8 +1,8 @@
 digraph Tree {
 node [shape=box, style="filled, rounded", color="black", fontname="helvetica"] ;
 edge [fontname="helvetica"] ;
-0 [label="X[13] <= 0.5\ngini = 0.48\nsamples = 15\nvalue = [4, 10, 1]", fillcolor="#93f1ba"] ;
-1 [label="X[1] <= 0.5\ngini = 0.408\nsamples = 14\nvalue = [4, 10, 0]", fillcolor="#88efb3"] ;
+0 [label="x[9] <= 0.5\ngini = 0.48\nsamples = 15\nvalue = [4, 10, 1]", fillcolor="#93f1ba"] ;
+1 [label="x[1] <= 0.5\ngini = 0.408\nsamples = 14\nvalue = [4, 10, 0]", fillcolor="#88efb3"] ;
 0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
 2 [label="gini = 0.48\nsamples = 10\nvalue = [4, 6, 0]", fillcolor="#bdf6d5"] ;
 1 -> 2 ;

doc/LectureNotes/_build/.doctrees/glue_cache.json

@@ -0,0 +1 @@
+{}

doc/LectureNotes/_build/html/.buildinfo

@@ -0,0 +1,4 @@
+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 28d72fa6d543e55318949735e458ff68
+tags: 645f666f9bcd5a90fca523b33c5a78b7