Newer
Older
"execution_count": 35,
"metadata": {
"scrolled": true
},
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
"outputs": [
{
"data": {
"text/html": [
"<style>\n",
" \n",
" @import url('http://fonts.googleapis.com/css?family=Source+Code+Pro');\n",
" \n",
" @import url('http://fonts.googleapis.com/css?family=Kameron');\n",
" @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n",
" \n",
" @import url('http://fonts.googleapis.com/css?family=Lato');\n",
" @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
" \n",
" @import url('http://fonts.googleapis.com/css?family=Lora'); \n",
"\n",
" \n",
" body {\n",
" font-family: 'Lora', Consolas, sans-serif;\n",
" \n",
" -webkit-print-color-adjust: exact important !;\n",
" \n",
" \n",
" \n",
" }\n",
" \n",
" .alert-block {\n",
" width: 95%;\n",
" margin: auto;\n",
" }\n",
" \n",
" .rendered_html code\n",
" {\n",
" color: black;\n",
" background: #eaf0ff;\n",
" background: #f5f5f5; \n",
" padding: 1pt;\n",
" font-family: 'Source Code Pro', Consolas, monocco, monospace;\n",
" }\n",
" \n",
" p {\n",
" line-height: 140%;\n",
" }\n",
" \n",
" strong code {\n",
" background: red;\n",
" }\n",
" \n",
" .rendered_html strong code\n",
" {\n",
" background: #f5f5f5;\n",
" }\n",
" \n",
" .CodeMirror pre {\n",
" font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
" }\n",
" \n",
" .cm-s-ipython span.cm-keyword {\n",
" font-weight: normal;\n",
" }\n",
" \n",
" strong {\n",
" background: #f5f5f5;\n",
" margin-top: 4pt;\n",
" margin-bottom: 4pt;\n",
" padding: 2pt;\n",
" border: 0.5px solid #a0a0a0;\n",
" font-weight: bold;\n",
" color: darkred;\n",
" }\n",
" \n",
" \n",
" div #notebook {\n",
" # font-size: 10pt; \n",
" line-height: 145%;\n",
" }\n",
" \n",
" li {\n",
" line-height: 145%;\n",
" }\n",
"\n",
" div.output_area pre {\n",
" background: #fff9d8 !important;\n",
" padding: 5pt;\n",
" \n",
" -webkit-print-color-adjust: exact; \n",
" \n",
" }\n",
" \n",
" \n",
" \n",
" h1, h2, h3, h4 {\n",
" font-family: Kameron, arial;\n",
"\n",
"\n",
" }\n",
" \n",
" div#maintoolbar {display: none !important;}\n",
"</style>\n",
" <script>\n",
"IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
" return false;\n",
"}\n",
" </script>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import warnings\n",
"warnings.filterwarnings('ignore', category=FutureWarning)\n",
"from IPython.core.display import HTML; HTML(open(\"custom.html\", \"r\").read())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 2: Classification"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we have learned in the previous chapter *classification* is a machine learning problem belonging to a group of *supervised learning* problems. In classification the aim is to learn how to predict a class of a categorical label, based on set of already labelled training examples (hence, supervised). Such labels (categories) and corresponding classes can be:\n",
"- sick: yes / no,\n",
"- character: good / bad / dont't know,\n",
"- digit: 0 / ... / 9.\n",
"In this chapter we introduce the core concepts of classification."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How to build a simple classifier?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's quickly look again at the beer example:"
"execution_count": 36,
"metadata": {
"scrolled": true
},
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>alcohol_content</th>\n",
" <th>bitterness</th>\n",
" <th>darkness</th>\n",
" <th>fruitiness</th>\n",
" <th>is_yummy</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>225.000</td>\n",
" <td>225.000</td>\n",
" <td>225.000</td>\n",
" <td>225.000</td>\n",
" <td>225.000</td>\n",
" <td>4.712</td>\n",
" <td>0.464</td>\n",
" <td>2.575</td>\n",
" <td>0.223</td>\n",
" <td>0.529</td>\n",
" <td>0.437</td>\n",
" <td>0.227</td>\n",
" <td>1.726</td>\n",
" <td>0.117</td>\n",
" <td>0.500</td>\n",
" <td>3.074</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>4.429</td>\n",
" <td>0.281</td>\n",
" <td>1.198</td>\n",
" <td>0.136</td>\n",
" <td>0.000</td>\n",
" <td>4.741</td>\n",
" <td>0.488</td>\n",
" <td>2.027</td>\n",
" <td>0.242</td>\n",
" <td>1.000</td>\n",
" <td>5.005</td>\n",
" <td>0.631</td>\n",
" <td>4.044</td>\n",
" <td>0.312</td>\n",
" <td>1.000</td>\n",
" <td>5.955</td>\n",
" <td>1.080</td>\n",
" <td>7.221</td>\n",
" <td>0.535</td>\n",
" <td>1.000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" alcohol_content bitterness darkness fruitiness is_yummy\n",
"count 225.000 225.000 225.000 225.000 225.000\n",
"mean 4.712 0.464 2.575 0.223 0.529\n",
"std 0.437 0.227 1.726 0.117 0.500\n",
"min 3.074 0.000 0.000 0.000 0.000\n",
"25% 4.429 0.281 1.198 0.136 0.000\n",
"50% 4.741 0.488 2.027 0.242 1.000\n",
"75% 5.005 0.631 4.044 0.312 1.000\n",
"max 5.955 1.080 7.221 0.535 1.000"
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
"image/png": "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\n",
"text/plain": [
"<Figure size 776.6x720 with 20 Axes>"
]
},
"metadata": {
"image/png": {
"height": 706,
"width": 775
}
},
"output_type": "display_data"
"import seaborn as sns\n",
"sns.set(style=\"ticks\")\n",
"\n",
"beer_data = pd.read_csv(\"beers.csv\")\n",
"\n",
"for_plot = beer_data.copy()\n",
"# fixes seaborn labels issue\n",
"def translate_label(value):\n",
" return \"no\" if value == 0 else \"yes\"\n",
"for_plot[\"is_yummy\"] = for_plot[\"is_yummy\"].apply(translate_label)\n",
"\n",
"sns.pairplot(for_plot, hue=\"is_yummy\", diag_kind=\"hist\");\n",
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can assume that the person who rated these beers has preferences such as:\n",
"* \"I don't like too low alcohol content\",\n",
"* \"I like more fruity beers\", etc."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This means we could construct a score where high numbers relate to \"favorable beer\". One simple way to implement such a score is to use a weighted sum like:\n",
"\n",
" score = 1.1 * alcohol_content + 4 * bitterness + 1.5 * darkness + 1.8 * fruitiness\n",
"\n",
"The actual weights here are guessed and serve as an example.\n",
"\n",
"The size of the numbers reflects the numerical ranges of the features: alcohol content is in the range 3 to 5.9, where as bitterness is between 0 and 1.08:"
]
},
"execution_count": 37,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(225,)"
]
},
"execution_count": 37,
"scores =( 1.1 * beer_data[\"alcohol_content\"] + 4 * beer_data[\"bitterness\"] \n",
" + 1.5 * beer_data[\"darkness\"] + 1.8 * beer_data[\"fruitiness\"])\n",
"scores.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can plot the histogram of the scores by classes:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"scrolled": true
},
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAusAAAH8CAYAAABowuGDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3X1UVXWi//EPz4ZPhIoP6FUwQe81UktMZ0jtms51XfUOpVM63DTLbo3R3FIcLSfTtGwqjcYyH8okKdMwlukybzNXc6zEDNIKyWdXjMIYaigiyNm/P/zBzTjIETZnfzm8X2u1lu3v3t/9OXsjfNzss4+fZVmWAAAAABjH3+kAAAAAANyjrAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhgp0OoA3/Md//Ie+//57hYaGqmvXrk7HAQAAgI86duyYSkpK1LlzZ33wwQf1nq9JlPXvv/9excXFKi4uVkFBgdNxAAAA4OO+//57W+ZpEmU9NDRUxcXFatmypXr16uV0HAAAAPio3NxcFRcXKzQ01Jb5mkRZ79q1qwoKCtSrVy+lpaU5HQcAAAA+KikpSVlZWbbdes0bTAEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDNUhZz8jIUGxsrL744guP1r///vsVGxurXbt2NUQcAAAAoFGyvaxnZ2dr3rx5Hq+fnp6uHTt22B0DAAAAaPRsLesfffSRJk+erJKSEo/WP3bsmP70pz/ZGQEAAADwGbaU9ZMnTyolJUXJyclyuVxq27ZtrdtUVFRoxowZCgoKUkxMjB0xAAAAAJ9iS1lfvHixMjMz1bt3b61du1bR0dG1brNixQplZ2dr9uzZatOmjR0xAAAAAJ9iS1mPjo7WwoULtW7dOsXGxta6/v79+/XKK69oxIgRGjVqlB0RAAAAAJ8TaMckU6ZM8XjdsrIyTZ8+Xa1atdKcOXPqvM+MjAxt2LDBo3Vzc3PrvB8AAADAKbaU9Wvx8ssv67vvvtOSJUsUHh5e53ny8/OVlZVlYzLAHHn5Z2yfMzYyzPY5AQBAw/JqWd+zZ4/eeOMNjR49WsOGDavXXJGRkYqPj/do3dzcXBUXF9drf4C3rdlxwLa5JiT0sG0uAADgPV4r6yUlJfrDH/6gdu3aafbs2fWeLzExUYmJiR6tm5SUxFV4AAAANDpeK+vvvPOOjh8/rtjYWM2dO/eKsYMHD0qSli5dqnXr1unuu+/WLbfc4q1oAAAAgJG8emVdkvLy8pSXl+d2nU8//VSSNGjQIMo6AAAAmjyvlfVHHnlEjzzyiNuxiRMn6rPPPtPq1as1YMAAb0UCAAAAjGbLc9YBAAAA2I+yDgAAABiKsg4AAAAYqkHuWU9LS7um9VetWtUQMQAAAIBGjSvrAAAAgKEo6wAAAIChKOsAAACAoSjrAAAAgKEo6wAAAIChKOsAAACAoSjrAAAAgKEo6wAAAIChKOsAAACAoSjrAAAAgKEo6wAAAIChKOsAAACAoSjrAAAAgKEo6wAAAIChKOsAAACAoSjrAAAAgKEo6wAAAIChKOsAAACAoSjrAAAAgKEo6wAAAIChAp0OAABNXcnRnHrPEdqtjw1JAACmoawDgAEKN6fWeduIkck2JgEAmITbYAAAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQzVIWc/IyFBsbKy++OILt+Pbt2/X5MmTFR8fr969e2vo0KH64x//qJMnTzZEHAAAAKBRsr2sZ2dna968eTWOL1u2TFOmTNGnn36qqKgo3XbbbZKktWvX6te//rUOHTpkdyQAAACgUbK1rH/00UeaPHmySkpK3I4fPHhQixYtUmhoqNLT07V27Vq9+uqr2rp1q8aPH6+ioiLNmjXLzkgAAABAo2VLWT958qRSUlKUnJwsl8ultm3bul0vMzNTLpdLkyZNUt++fauWBwUFadasWQoPD1dOTo7y8/PtiAUAAAA0araU9cWLFyszM1O9e/fW2rVrFR0d7Xa9oKAgxcbGqn///m7HOnfuLEkqLCy0IxYAAADQqAXaMUl0dLQWLlyo0aNHy9+/5v6fnJys5ORkt2MlJSU6ePCgJKlDhw52xAIAAAAaNVvK+pQpU+o9x/Lly1VSUqIbb7xRHTt2tCEVAAAA0LjZUtbra/v27Xr99dfl7++v6dOne7RNRkaGNmzY4NG6ubm59YkHAAAAOMLxsr5t2zYlJyeroqJCjz/+uAYMGODRdvn5+crKymrgdAB8VcnRnHrPEdqtjw1JAAComaNlff369Xrqqad06dIlTZ069Zpup4mMjFR8fLxH6+bm5qq4uLiuMQH4qMLNqXXeNmKk+/ffAABgJ8fK+qJFi7R06VL5+flp5syZmjhx4jVtn5iYqMTERI/WTUpK4io8AAAAGh2vl3XLsvTkk09q/fr1Cg4O1sKFCzVy5EhvxwAAAACM5/Wy/txzz2n9+vVq0aKFXnvtNY9vZQEAAACaGq+W9U8++USrVq1SYGCgXn/9dd1yyy3e3D0AAADQqHi1rKemXn4zV5s2bfTuu+/q3XffdbveQw89pO7du3szGgAAAGAcr5X1M2fOaN++fZKkgoICbdy4scZ1x44dS1kHAABAk9cgZT0tLa3asrCwMOXl5TXE7gAAAACf5O90AAAAAADuUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdaBJiAyvLnTEQAAQB0EOh0AcEJe/hlb54uNDLN1vobQFF8zAACNHWUdTdaaHQdsmWdCQg9b5vGGpviaAQBozLgNBgAAADAUZR0AAAAwFGUdAAAAMBRlHQAAADAUZR0AAAAwFGUdAAAAMBRlHQAAADAUZR0AAAAwFGUdAAAAMBRlHQAAADAUZR0AAAAwFGUdAAAAMBRlHQAAADAUZR0AAAAwFGUdAAAAMBRlHQAAADAUZR0AAAAwFGUdAAAAMBRlHQAAADAUZR0AAAAwVIOU9YyMDMXGxuqLL75wO37kyBE99thjGjx4sG666SaNGjVKaWlpcrlcDREHAAAAaJRsL+vZ2dmaN29ejeP79+/XXXfdpU2bNqlTp05KSEjQyZMn9cwzzyglJcXuOAAAAECjFWjnZB999JFmzpypkpISt+OWZSklJUXnzp3T888/rzFjxkiSioqKNHHiRG3cuFF33HGHRowYYWcsAAAAoFGy5cr6yZMnlZKSouTkZLlcLrVt29btejt37lReXp7i4+OrirokhYeHa86cOZKktLQ0OyIBAAAAjZ4tZX3x4sXKzMxU7969tXbtWkVHR7tdb8eOHZKkYcOGVRvr16+f2rRpoz179ujcuXN2xAIAAAAaNVvKenR0tBYuXKh169YpNja2xvUOHjwoSYqJiXE7HhUVJZfLpUOHDtkRCwAAAGjUbLlnfcqUKR6tV1hYKElq166d2/HK5adOnbIjFgAAANCo2foG09pcuHBBktSsWTO345XLa3qD6k9lZGRow4YNHu03NzfXw4QA4JmQiCinIwAAmgCvlvWAgABJkp+f31XX8+R56/n5+crKyrIlFwDURcnRnHrPQekHAFyNV8v6ddddJ0kqLS11O165vHnz5rXOFRkZqfj4eI/2m5ubq+LiYg9TAoDnCjen1mv7LhMX2ZQEAOCLvFrWIyIilJubq1OnTql79+7Vxv/xj39Iqvme9p9KTExUYmKiR/tNSkriKjwAAAAaHds/wfRqevToIen/ngrzU5Zl6fDhwwoICHBb5AEAAICmxqtlPSEhQZL0l7/8pdrYl19+qaKiIt18881q0aKFN2MBAAAARvJqWY+Pj1ePHj20c+dOvffee1XLi4qK9PTTT0uSJk2a5M1IAAAAgLG8es+6v7+/FixYoHvvvVezZ8/W+vXrFRERoaysLJ09e1bjxo3T7bff7s1IAAAAgLG8WtYlKS4uTuvWrVNqaqp27dqlAwcOqGvXrnrsscc0duxYb8cBAAAAjNUgZT0tLe2q4zfccINSU+v3uDMAAADA13n1nnUAAAAAnqOsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsA/UUGd7c6QgAAMBHBTodAL4nL/+M7XPGRobZPqed7HzNlP/alRzNqdf2IRFRNiUBAKBhUdbRINbsOGDbXBMSetg2V0Oy6zWnjOljyzy+rnBzap237TJxkY1JAABoONwGAwAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGCrQyZ1nZmZqzZo1+u677+RyuRQVFaXExET99re/VUBAgJPRAAAAAMc5Vtaff/55rVy5UsHBwerfv78CAgL0xRdfaMGCBcrKytKf//xn+fn5ORUPAAAAcJwjZX3//v164403FB4ervT0dEVFRUmSCgoKdM899+jjjz/W1q1bNWLECCfiAQAAAEZw5J71zz77TJZlafTo0VVFXZLat2+v8ePHS5J2797tRDQAAADAGI6U9crbWwoKCqqNnT59WpIUFhbm1UwAAACAaRwp6wkJCfLz89OWLVu0bNkyFRUV6ccff9T69eu1evVqtW7dWnfeeacT0QAAAABjOHLPevfu3TVv3jzNnz9fL774ol588cWqsb59++rZZ59Vx44drzpHRkaGNmzY4NH+cnNz65UXAEwWEhFV+0oAgEbJsafB9OvXTwMHDtTnn3+uuLg4+fv766uvvtK+ffuUnp6uWbNmXfVpMPn5+crKyvJiYgAwV8nRnHrPEdqtjw1JAAB2cqSs5+Tk6L777lNkZKQ+/PBDRUZGSrp8D/vUqVO1evVqtWjRQo8++miNc0RGRio+Pt6j/eXm5qq4uNiW7ABgqsLNqXXeNmJkso1JAAB2caSsL1iwQOfPn9f8+fOrirp0+WkwL730kn71q19p1apVmjJliq677jq3cyQmJioxMdGj/SUlJXEVHgAAAI2O199gWlpaqr1796pVq1aKi4urNt6lSxdFRUWppKREx44d83Y8AAAAwBheL+vFxcWyLEv+/jXvOiAgQJJUXl7urVgAAACAcbxe1tu0aaOwsDCdOXNGe/furTZeUFCgQ4cOKSgoSNHR0d6OBwAAABjD62Xd399fd911lyTpiSeeuOKDkYqKijRt2jSVl5frzjvvVPPmzb0dDwAAADCGI28wTU5O1t69e5WVlaU77rhD/fv3l5+fn7766iv9+OOP6tOnj2bMmOFENAAAAMAYjpT1kJAQvfHGG0pPT1dmZqb27Nkjl8ulbt266YEHHtDEiRMVHBzsRDQAAADAGI59KFJQUJDuvfde3XvvvU5FAAAAAIzm9XvWAQAAAHiGsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg7gmkWGN3c6AgAATUKg0wEANE55+WdsnS82MszW+QDYr+RoTr22D4mI0sXCI7ZkCe3Wx5Z5ANNR1gHU2ZodB2yZZ0JCD1vmAdDwCjen1nnbLhMX1XsOSYoYmVyv7YHGhNtgAAAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDBTq58/z8fC1ZskR/+9vfVFRUpOuvv15DhgxRcnKy2rVr52Q0AAAAwHGOXVnft2+fxowZo/fff1+tW7fW4MGD5e/vr/fee0/jx4/X2bNnnYoGAAAAGMGRsl5WVqZp06apuLhYTz75pDZu3KglS5Zo69atGjFihI4fP65XXnnFiWgAAACAMRwp65s3b9bRo0c1atQoJSUlVS0PCQnRzJkz1bZtWx05csSJaAAAAIAxHLlnfevWrZKkSZMmVRvr2LGjdu7c6e1IAAAAgHEcKevffvutgoKC1LNnT504cUIbN27U8ePHFRYWpuHDhysuLs6JWAAAAIBRvF7Wy8rKdOLECXXo0EFbtmzRE088oQsXLlSNL1++XJMnT1ZKSspV58nIyNCGDRs82mdubm69MgOQJiT0qPpzs+AARYY3v2LZtViz48AV/x8Z3rxe2VB/IRFRTkcAALjh9bJ+7tw5SdLZs2c1Y8YM/epXv9Lvfvc7tWnTRn/729/09NNPa+XKleratat+85vf1DhPfn6+srKyvBUbgKTriy+X7ItlQXK5LF1ffuma5zjd0n3Bz8s/49H2keHN5aqwdK60vNZ1WzQLuqZsTV3J0Zx6zxHarY8NSQAAlRy5si5JFy5c0C9/+Uu98MILVWMjR45UaGioHnzwQS1ZskTjxo2Tn5+f23kiIyMVHx/v0T5zc3NVXFxc//AAlP32s+reoZVKyyqUX3T+mrbt+9uZVx3/+RV3dyYk9ND15Zdq3TdX6+umcHNqnbeNGJlsYxIAgORAWW/WrFnVn++5555q40OGDFH79u1VUFCgo0ePKirK/a9mExMTlZiY6NE+k5KSuAoPAACARsfrj25s2bKlgoIu/2q6c+fObtfp1KmTJOn06dNeywUAAACYxutlPSAgQN27d5ckFRQUuF3n1KlTkqQ2bdp4LRcAAABgGkc+FOm2226TJG3ZsqXa2OHDh5Wfn6+IiAh16dLF29EAAAAAYzhS1u+++26Fhobqgw8+0MaNG6uWnz17Vk8++aRcLpcmTJggf39H4gEAAABGcORDkSIjIzV//nxNnz5d06ZN05tvvqmIiAjl5OTo9OnTuvXWWzV58mQnogEAAADGcKSsS5cf0xgVFaXXXntNu3fv1sGDB9WlSxfdd999mjRpUtWbUAEAAICmyrGyLkm9evVSamrdn+kLAAAA+DJuCgcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADBXodAAAaKrOlZbLZUmWdfnPdfXTOVo0C7IxIQDAaZR1AHCQy7JU4bKUX3S+znP0+P9zAAB8D7fBAAAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGMqKsnzlzRgkJCYqNjXU6CgAAAGAMI8r6008/rcLCQqdjAAAAAEZxvKx/+OGH2rx5s9MxAAAAAOM4WtYLCgo0d+5c9e3bVwEBAU5GAQAAAIzjaFl/4oknVFZWpoULFzoZAwAAADCSY2U9PT1dO3bs0LRp09S1a1enYgAAAADGCnRip8eOHdOf/vQnDRw4UBMmTKjTHBkZGdqwYYNH6+bm5tZpHzBDZHhzpyPAJq0791BoQHNNSOhxxfJmwQGKDK++3J3I8OZylTryrQu1CImIcjoCmgi+1tCUeP0nXkVFhWbMmCF/f38tWLBAfn5+dZonPz9fWVlZNqezX17+GdvnjI0Ms3U+OzM2VLFuDBnhGdffv9b15ZeuWHaxLEgul1VtuTtBrXvoYkOFQzXnSss9XtdlSaVHclThsmpcJzCg9u/5od36eLzPmpQczan3HJI5WezI4Ws4rmgqvF7WV6xYoezsbD3zzDPq1KlTneeJjIxUfHy8R+vm5uaquLi4zvuqrzU7Dtg2lydXHuvCrowpYxruG19jyAjPZL/97BX/371DK5WWVSi/6Hyt2w75wxsNFQs18OS8SFIPy1KFy9Jnb85zOx4Z3lwtmgVddY6IkcnXnK8mhZtT67W9KVnszOFrOK5oCrxa1vfv369XXnlFQ4YM0dixY+s1V2JiohITEz1aNykpqVFchQcAAAB+yqtlfdGiRSovL1d5ebmmTZt2xZjL5ZKkquWzZs1SeHi4N+MBAAAARvFqWS8pKZEk7dy5s8Z1Nm7cKEn6/e9/T1kHAABAk+bVsp6Wllbj2D//8z+roqJCeXl5XkwEAAAAmMvRD0UCAAAAUDPKOgAAAGAoyjoAAABgKGM+BvDbb791OgIAAABgFK6sAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAMAAACGoqwDAAAAhqKsAwAAAIairAOAj2gWHOB0hHoLiYhyOoJxOCZA0xbodAAAgH3OlZbXaTuXJVnWlds7Vf5LjubUa3tfLLd2HJOLhUfqPQcA76OsA4CPyS86f83b9LAsVbisK7bt3qGVnbGuSeHm1Dpv22XiIhuTmMOOY8JxBRofboMBAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAxFWQcAAAAMRVkHAAAADEVZBwAAAAwV6MROKyoq9M4772jDhg06fPiwKioq1KVLF40cOVL333+/QkJCnIgFAAAAGMXrZb2iokIPP/ywtm3bptDQUN10000KDAzUV199pdTUVG3fvl1vvfWWrrvuOm9HAwAAAIzi9bK+bt06bdu2TbGxsVq+fLnat28vSSoqKtLDDz+s7Oxsvfrqq3r88ce9HQ0AAAAwitfvWd+wYYMkadasWVVFXZLCw8M1Z84cSdKmTZu8HQsAAAAwjtfL+vXXX6/o6GjFxcVVG+vWrZskqbCw0MupAAAAAPN4/TaYpUuX1ji2b98+SVKHDh28FQcAAAAwliNPg3HHsiy9/PLLkqThw4fXun5GRkbVLTW1yc3NrVc2k0SGN3c6AtAoNAsOcDoCGrmQiCinI6ABcX7RWBhT1l966SXt3r1bbdu21f3331/r+vn5+crKyvJCMvPk5Z+xbS7KP3zZudJyt8tdlmRZNY+70yw4QKVlFfWa4+fzwUyV59RlSaVHclThsuo813Udou2K1aA8+Tq+lq/5Fs2C7IjV4EqO5tRr+5CIKF0sPOL4HJIU2q1PveeAmYwo6y+//LKWLVum4OBgLV68WOHh4bVuExkZqfj4eI/mz83NVXFxcX1jGmXNjgO2zJMyhr/c8G35ReerLethWapwWW7HatK9Q6sr5qvLHO7mg5nyi85XnePP3pxX53lun/mmjakaVm1fy55+zTe2i0CFm1PrvG2XiYuMmCNiZHKdt4X5HC3rly5d0ty5c7V27VqFhITolVdeUf/+/T3aNjExUYmJiR6tm5SU1GSvwgMAAKDxcqysnz9/Xo8++qh27NihVq1a6dVXX/W4qAMAAABNgSNl/ezZs5o0aZK++eYbdezYUcuWLVNMTIwTUQAAAABjeb2sl5WVacqUKfrmm290ww03aOXKlTyqEQAAAHDD62U9NTVVOTk56tixo9LS0jx6MykAAADQFHm1rJ8+fVppaWmSpPDwcC1YsKDGdV944QVvxQIAAACM5NWyvnv3bpWWlkqSvvnmG33zzTc1rktZBwAAQFPn1bI+fPhw5eXleXOXAAAAQKPl73QAAAAAAO5R1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAAABDUdYBAAAAQ1HWAQAAAENR1gEAXtEsOMDpCIBPComIcjoCGlCg0wEAAE3HudLyq467LMmyal9Pulz+S8sq6jWHuzlNV5fXdbVj0hhfc33OsXT5Ndd3jp/naNEsqM7z2KHkaE695wiJiNLFwiM+MYckhXbrU+85TEBZBwB4VX7R+RrHeliWKlzWVdep1L1DK7fzXcscNc1pumt9bVc7Jo3xNdfnHEv/95rrM8dPc5iicHNqvbbvMnFRvecxZY6Ikcl13tY03AYDAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIogwteBAAASgElEQVSyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABiKsg4AAAAYirIOAAAAGIqyDgAAABjK0bL+6aef6j//8z81YMAA9evXT0lJSfrkk0+cjAQAAAAYw7GynpGRoUmTJik7O1txcXHq27evsrOz9cADD2jt2rVOxQIAAACMEejETgsKCvTUU0+pZcuWSk9PV0xMjCRp7969mjRpkubPn68hQ4aoffv2TsQDAAAAjODIlfU1a9aorKxMEydOrCrqkhQXF6cHHnhAFy9e5Oo6AAAAmjxHyvqOHTskScOGDas2VrmMe9cBAADQ1Hm9rFuWpYMHD8rf31/R0dHVxrt16yZ/f38dPHhQlmV5Ox4AAABgDK+X9bNnz6qsrExhYWEKDg6uNh4YGKjrr79eFy5c0Pnz570dDwAAADCGn+Xly9cnTpzQkCFDFBkZqb/+9a9u17n99tuVn5+vTz75pMY3mWZkZGjDhg0e7TM7O1vl5eVq2bKlevXqVefsdVFy8ZKt84UE+uviJVeTma8h5mxq89k1Z0igv6yyy/+A9pOfLF37tw7/4OtklZVW2/Za5qtpjp+72pyeznG1+eoyh7v56jvPT7NIqvM87nJc63mu7bV4Mt+1HI+a5qvPMf3pnLadm/LSOm8vSf5BzeT6yRx1+bF9tdfi6Xm+pnPj5+d+jp+9Fk/9/DXb8ffPL7iZbX/3LFk1vuZa56jjMbF7DpOy2PV6Apq1qPccdZGbm6vi4mK1b9/eltu6vf40GH9/zy/mX+0bUn5+vrKysq5p38XFxde8DQAAAHCtSkpKbJnH62U9NDRUknTx4sUa1yktLb1iXXciIyMVHx/v0T6//vpruVwutW7dWl27dr2GtPVX+a8rJ67q4zLOgbM4/s7jHDiPc+Asjr/zmtI5OHbsmEpKStS5c2db5vN6WW/RooVCQ0N1+vRpXbp0SYGBV0a4dOmSTp8+rZCQELVq1arGeRITE5WYmNjQcestKSlJWVlZ6tWrl9LS0pyO0yRxDpzF8Xce58B5nANncfydxzmoO6+/wdTPz0833HCDKioqdPTo0WrjR44ckcvluuL56wAAAEBT5Mhz1hMSEiRJH3/8cbWxymWDBw/2aiYAAADANI6U9cTERIWEhGj58uX6+uuvq5bv27dPK1asULNmzTR+/HgnogEAAADG8Po965LUuXNnzZgxQ3PnztXdd9+tAQMGSJJ27dqlS5cuaeHChWrTpo0T0QAAAABjOFLWJWnChAnq1KmTVqxYoS+//FLBwcHq16+fHnroIQ0cONCpWAAAAIAxHCvrkjR06FANHTrUyQgAAACAsRy5Zx0AAABA7SjrAAAAgKEo6wAAAIChAubMmTPH6RC+rlevXoqPj/f5j9c1GefAWRx/53EOnMc5cBbH33mcg7rxsyzLcjoEAAAAgOq4DQYAAAAwFGUdAAAAMBRlHQAAADAUZR0AAAAwFGUdAAAAMBRlvQHl5+dr1qxZuu2229S7d28lJCRo9uzZ+sc//uF0tCYjMzNT48aNU58+fRQXF6cxY8borbfeUkVFhdPRfFZGRoZiY2P1xRdfuB0/cuSIHnvsMQ0ePFg33XSTRo0apbS0NLlcLi8n9U21Hf/t27dr8uTJio+PV+/evTV06FD98Y9/1MmTJ72c1HfVdg5+7v7771dsbKx27drVwMmahtqO//nz55Wamqp/+7d/04033qj4+Hj913/9l/bt2+flpL6rtnOQk5OjBx98sOr70LBhw7RgwQKdPXvWy0kbB8p6A9m3b5/GjBmj999/X61bt9bgwYPl7++v9957T+PHj+cL0guef/55paSkKDc3V/369dOAAQN0/PhxLViwQMnJyeKppfbLzs7WvHnzahzfv3+/7rrrLm3atEmdOnVSQkKCTp48qWeeeUYpKSleTOqbajv+y5Yt05QpU/Tpp58qKipKt912myRp7dq1+vWvf61Dhw55K6rPqu0c/Fx6erp27NjRgImaltqO/5kzZ3TPPfdoyZIlOn/+vAYPHqwOHTrof//3fzV+/Hjt3bvXi2l9U23n4OOPP9aECRO0bds2devWTbfddpsuXryot956S2PHjlVRUZEX0zYSFmx38eJFa/jw4VZMTIy1evXqquWlpaXWI488YsXExFjz5s1zMKHvy83NtWJjY61bb73VOnz4cNXykydPWkOHDrViYmKsLVu2OJjQ92zZssXq27evFRMTY8XExFi7d+++YtzlclmjRo2yYmJirA8++KBq+Q8//FC1nHNSd7Ud/wMHDlg9e/a0+vTpY3355ZdVy8vKyqw5c+ZYMTEx1rhx47wd26fUdg5+7ujRo1afPn2q1v/888+9lNQ3eXL8U1JSrJiYGOu///u/rYsXL1YtX7FihRUTE2ONGjXKm5F9Tm3noLy83Bo0aJDVs2dP66OPPqpaXlpaaj344INWTEyMNXfuXG/HNh5X1hvA5s2bdfToUY0aNUpJSUlVy0NCQjRz5ky1bdtWR44ccTCh7/vss89kWZZGjx6tqKioquXt27fX+PHjJUm7d+92Kp5POXnypFJSUpScnCyXy6W2bdu6XW/nzp3Ky8tTfHy8xowZU7U8PDxclR+knJaW5o3IPsXT45+ZmSmXy6VJkyapb9++VcuDgoI0a9YshYeHKycnR/n5+d6K7jM8PQc/VVFRoRkzZigoKEgxMTFeSOm7PD3+f//735WZmakuXbroueeeU3BwcNXY5MmT9S//8i+6cOECV3brwNNzkJeXp1OnTqlnz54aPnx41fKQkBA9/PDDkvjZ7A5lvQFs3bpVkjRp0qRqYx07dtTOnTu1cuVKb8dqUvz8/CRJBQUF1cZOnz4tSQoLC/NqJl+1ePFiZWZmqnfv3lq7dq2io6Pdrlf5q/5hw4ZVG+vXr5/atGmjPXv26Ny5cw2a19d4evyDgoIUGxur/v37ux3r3LmzJKmwsLBB8/oiT8/BT61YsULZ2dmaPXu22rRp44WUvsvT479161ZZlqUJEyZcUdQrZWRk6H/+538UHh7e0JF9jqfnwN//cu384YcfdOnSpSvGKn82t27dumHDNkKBTgfwRd9++62CgoLUs2dPnThxQhs3btTx48cVFham4cOHKy4uzumIPi8hIUHPPfectmzZomXLlumuu+5SYGCgtm7dqtWrV6t169a68847nY7pE6Kjo7Vw4UKNHj266huxOwcPHpSkGq8iRkVF6YcfftChQ4d00003NUhWX+Tp8U9OTlZycrLbsZKSkqrz06FDhwbJ6cs8PQeV9u/fr1deeUUjRozQqFGj9P7773shpe/y9Ph/++23kqQbb7xR58+f1+bNm/X1118rMDBQAwcO1L/+679WXejBtfH0HNxwww3q2LGjTpw4oZSUFP3+979Xu3btlJOTo6efflr+/v5uL3Q2dZR1m5WVlenEiRPq0KGDtmzZoieeeEIXLlyoGl++fLkmT57Mm+kaWPfu3TVv3jzNnz9fL774ol588cWqsb59++rZZ59Vx44dHUzoO6ZMmeLRepVXbNu1a+d2vHL5qVOn7AnWRHh6/K9m+fLlKikp0Y033sjfizq4lnNQVlam6dOnq1WrVlW3f6F+PD3+x48fl3T5TaajRo264pavt99+WwMHDtSf//xntWjRokFy+jJPz0FQUJBSU1M1depUbdq0SZs2baoai4iI0IoVK/SLX/yioWI2WtwGY7PKX+GfPXtWM2bM0LBhw7Rlyxbt3r1bixYtUlhYmFauXKm1a9c6nNT39evXTwMHDlRoaKhuvfVWDRo0SM2bN9e+ffuUnp7O02C8rPIfrc2aNXM7Xrm8pKTEa5lw+VGOr7/+uvz9/TV9+nSn4/i8l19+Wd99953mzp3L7RZeVlxcLEmaOXOmwsLC9O6772rPnj1KT09XbGysPvvsMz311FMOp/R9//RP/6RRo0YpICBAcXFxGjp0qNq1a6fCwkKtWLFCZ86ccTqicbiybrOysjJJl4vJL3/5S73wwgtVYyNHjlRoaKgefPBBLVmyROPGjeNXbg0kJydH9913nyIjI/Xhhx8qMjJS0uV72KdOnarVq1erRYsWevTRRx1O2nQEBARIUq1f8zxv3Xu2bdum5ORkVVRU6PHHH9eAAQOcjuTT9uzZozfeeEOjR492+94NNKzKn89BQUFatWqVWrVqJUm6+eabtXLlSo0YMUKbNm3S1KlTr3gwAexz+vRpjR8/XgUFBXrzzTervueUlZVp7ty5WrdunaZOnaq3337b4aRm4cq6zX561fCee+6pNj5kyBC1b99eBQUFOnr0qBeTNS0LFizQ+fPnNX/+/KqiLl1+GsxLL72kwMBArVq16opblNCwrrvuOklSaWmp2/HK5c2bN/dapqZs/fr1+t3vfqeLFy9q6tSpttxOg5qVlJToD3/4g9q1a6fZs2c7HadJqvz5/O///u9VRb1Su3btdPvtt8uyLGVlZTkRr0lYuXKlDh8+rIcffviKiwPBwcF66qmnFBUVpd27d3v8gWJNBVfWbdayZUsFBQWpvLy86ukKP9epUycVFBTo9OnT/Ou9AZSWlmrv3r1q1aqV2zfzdunSRVFRUTpw4ICOHTumnj17OpCy6YmIiFBubq5OnTql7t27Vxuv/GTfmu5ph30WLVqkpUuXys/PTzNnztTEiROdjuTz3nnnHR0/flyxsbGaO3fuFWOVb+5dunSp1q1bp7vvvlu33HKLEzF9WuVtRz+9gPNTlcsrn0oC+1X+Q8jdfelBQUEaNGiQjhw5om+//Za/Az9BWbdZQECAunfvrv3796ugoMBtEax8Ax2P62oYxcXFsizrqu9Ir7wlo7y83FuxmrwePXpo+/btOnjwYLXbLSzL0uHDh6v+/qBhWJalJ598UuvXr1dwcLAWLlyokSNHOh2rSah8L0ZeXp7y8vLcrvPpp59KkgYNGkRRaQAxMTH6/PPPa3w8aeUFA342N5wff/xR0v/9DP45fja7x20wDaDyI7y3bNlSbezw4cPKz89XRESEunTp4u1oTUKbNm0UFhamM2fOuP3o6IKCAh06dEhBQUEePQ8Z9khISJAk/eUvf6k29uWXX6qoqEg333wzT2JoQM8995zWr1+vFi1aaOXKlRR1L3rkkUeqivrP/xs4cKAkafXq1crLy1NiYqLDaX1T5c/mjz/+uNozvsvKyrRr1y5Jl+9hR8Oo/Jm7ffv2amMVFRX6/PPPJYnfeP8MZb0B3H333QoNDdUHH3ygjRs3Vi0/e/asnnzySblcLk2YMMGj5/Hi2vn7++uuu+6SJD3xxBNXfDBSUVGRpk2bpvLyct15553cH+1F8fHx6tGjh3bu3Kn33nuvanlRUZGefvppSe4/SAz2+OSTT7Rq1SoFBgbq9ddfV3x8vNORAK8aNGiQevbsqaNHj2rBggWqqKiQdPlN7c8//7y+//57/eIXv+AiTgP6zW9+I+nyLV979uypWn7p0iU9//zz+u6779SjRw/deuutTkU0ErfBNIDIyEjNnz9f06dP17Rp0/Tmm28qIiJCOTk5On36tG699VZNnjzZ6Zg+LTk5WXv37lVWVpbuuOMO9e/fX35+fvrqq6/0448/qk+fPpoxY4bTMZsUf39/LViwQPfee69mz56t9evXKyIiQllZWTp79qzGjRun22+/3emYPis1NVXS5d88vfvuu3r33XfdrvfQQw9xKxJ8UkBAgF566SXde++9WrNmjbZt26ZevXrpu+++0/Hjx9WxY8dq7yeAvQYPHqwpU6Zo2bJlmjBhgvr06aPw8HDl5ubq73//u9q2bavFixfXeJtMU0VZbyAjR45UVFSUXnvtNe3evVsHDx5Uly5ddN9992nSpEkKCgpyOqJPCwkJ0RtvvKH09HRlZmZqz549crlc6tatmx544AFNnDjR7cdNo2HFxcVp3bp1Sk1N1a5du3TgwAF17dpVjz32mMaOHet0PJ915swZ7du3T9Ll28B++hu/nxs7dixlHT6re/fu+uCDD7R06VL99a9/1fbt29WuXTtNmDBBDz30EG9w94LHH39c/fr1U1pamvbt26evv/5aERER+u1vf6sHH3xQERERTkc0jp/FJ8MAAAAARuKmaQAAAMBQlHUAAADAUJR1AAAAwFCUdQAAAMBQlHUAAADAUJR1AAAAwFCUdQAAAMBQlHUAAADAUJR1AAAAwFCUdQAAAMBQlHUAAADAUJR1AAAAwFCUdQAAAMBQlHUAAADAUJR1AAAAwFCUdQAAAMBQlHUAAADAUP8PdRXxDaEz13UAAAAASUVORK5CYII=\n",
"height": 254,
"width": 373
}
},
"output_type": "display_data"
}
],
"source": [
"scores_bad = scores[beer_data[\"is_yummy\"] == 0]\n",
"scores_good = scores[beer_data[\"is_yummy\"] == 1]\n",
"plt.hist(scores_bad, bins=25, color=\"steelblue\", alpha=.7) # alpha makes bars translucent\n",
"plt.hist(scores_good, bins=25, color=\"chocolate\", alpha=.7);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Consequence: a simple classifier could use these scores and use a threshold around 10.5 to assign a class label."
"execution_count": 39,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 5 is yummy? no .. classified as not yummuy\n",
" 6 is yummy? yes .. classified as yummy\n",
" 7 is yummy? yes .. classified as yummy\n",
" 8 is yummy? no .. classified as not yummuy\n",
" 9 is yummy? yes .. classified as yummy\n",
"10 is yummy? yes .. classified as yummy\n",
"11 is yummy? yes .. classified as yummy\n",
"12 is yummy? yes .. classified as not yummuy\n",
"13 is yummy? no .. classified as yummy\n",
"14 is yummy? yes .. classified as yummy\n"
]
}
],
"source": [
"def classify(beer_feature):\n",
" scores = (1.1 * beer_feature[\"alcohol_content\"] + 4 * beer_feature[\"bitterness\"] \n",
" + 1.5 * beer_feature[\"darkness\"] + 1.8 * beer_feature[\"fruitiness\"])\n",
" return \"yummy\"\n",
" else:\n",
" return \"not yummuy\"\n",
" \n",
"for i in range(5, 15):\n",
" print(\"{:2d}\".format(i), \"is yummy?\", \"{:3s}\".format(translate_label(beer_data[\"is_yummy\"].iloc[i])),\n",
" \".. classified as\", classify(beer_data.iloc[i]))"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**This is how \"linear\" classifiers work. The magic is in computing the weights and the final threshold to guarantee good results.**\n",
"<div class=\"alert alert-block alert-info\">\n",
"<i class=\"fa fa-info-circle\"></i>\n",
"Although this seems to be a simplistic concept, linear classifiers can actually work very well, especially for problems with many features (high-dimensional problems).\n",
"</div>\n"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise section 1\n",
"\n",
"- Modify the weights in the beer classifiers and check if you can improve separation in the histogram.\n",
"- In `scikit-learn` the weights of a trained linear classifier are availble via the `coef_` attribute as a 2 dimensional `numpy` array. Extract the weights from the `LogisticRegression` classifier example from the last script and try them out in your weighted sum scoring function."
]
},
{
"cell_type": "code",
"execution_count": 40,
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 254,
"width": 373
}
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"classifier = LogisticRegression()\n",
"input_features = beer_data.iloc[:, :-1]\n",
"labels = beer_data.iloc[:, -1]\n",
"classifier.fit(input_features, labels)\n",
"w = classifier.coef_[0]\n",
"\n",
"scores =( w[0] * beer_data[\"alcohol_content\"] + w[1] * beer_data[\"bitterness\"] \n",
" + w[2] * beer_data[\"darkness\"] + w[3] * beer_data[\"fruitiness\"])\n",
"\n",
"scores_bad = scores[beer_data[\"is_yummy\"] == 0]\n",
"scores_good = scores[beer_data[\"is_yummy\"] == 1]\n",
"\n",
"plt.hist(scores_bad, bins=25, color=\"steelblue\", alpha=.7) # alpha makes bars translucent\n",
"plt.hist(scores_good, bins=25, color=\"chocolate\", alpha=.7);"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Geometrical interpretation of feature vectors\n",
"\n",
"If you take the values of an input-feature vector you can imagine this as a point in a n-dimensional space.\n",
"E.g. if a data set consists of feature vectors of length 2, you can interpret the first feature value as a x-coordinate and the second value as a y-coordinate.\n",
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example\n",
"\n",
"For sake of simplicity we restrict our beer data set to two features: `alcohol_content` and `bitterness`.\n",
"\n",
"The following plot shows how these reduced feature vectors can be interpreted as point clouds. For every feature vector we color points in green or red to indicate the according classes:"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"scrolled": true
},
"image/png": "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\n",
"height": 269,
"width": 392
}
},
"output_type": "display_data"
}
],
"source": [
"xv = beer_data[\"alcohol_content\"]\n",
"yv = beer_data[\"bitterness\"]\n",
"\n",
"colors = [[\"steelblue\", \"chocolate\"][i] for i in beer_data[\"is_yummy\"]]\n",
"plt.scatter(xv, yv, color=colors, marker='o');\n",
"plt.xlabel(\"alcohol_content\")\n",
"plt.ylabel(\"bitterness\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"What do we see here ?\n",
"\n",
"1. Both point clouds overlap, this tells us that the two features lack information for a 100% separation of classes. \n",
"2. We could draw a line to separate most points of both clouds.\n",
"3. Later we could use this line to make a guess for classifying a new feature vector."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-warning\">\n",
"<p><i class=\"fa fa-warning\"></i> \n",
"Eventually, classification is about finding a procedure to separate point clouds in a n-dimesional space.\n",
"</p>\n",
"</div>\n",
"\n",
"<img src=\"https://i.imgflip.com/303vuc.jpg\" width=50%/>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we illustrate how more features can support classification. We add the `darkness` feature as third dimension.\n"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": true
},
"image/png": "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\n",
"height": 394,
"width": 1130
}
},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.mplot3d import Axes3D\n",
"\n",
"fig = plt.figure(figsize=(20, 7))\n",
"\n",
"xv = beer_data[\"alcohol_content\"]\n",
"yv = beer_data[\"darkness\"]\n",
"zv = beer_data[\"bitterness\"]\n",
"\n",
"colors = [[\"steelblue\", \"chocolate\"][i] for i in beer_data[\"is_yummy\"]]\n",
"def plot3d(ax):\n",
" ax.scatter(xv, yv, zv, c=colors, marker='o') \n",
" \n",
" ax.set_xlabel('alcohol_content')\n",
" ax.set_ylabel('darkness')\n",
" ax.set_zlabel('bitterness');\n",
"\n",
"ax = fig.add_subplot(121, projection='3d')\n",
"\n",
"\n",
"ax = fig.add_subplot(122, projection='3d')\n",
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first view is very similar to the scatter plot before as we don't see the effects of the third feature. \n",
"\n",
"The second view shows the same cube rotated by 90˚ horizontally. We see that the new dimension adds extra information which could improve separation by separating more points.\n",
"\n",
"Geometrically, the 1D line, which could separat samples in the previous example that used 2D samples, would be now a 2D plane. It would still look like a line in the first view, but rotating it using the third dimensions could separate more points.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The concept of decision surfaces is crucial in classification.\n",
"Lets start with an easy to visualize 2D features space."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Decision lines\n",
"For a score based on a weighted sum for two features `x` and `y` the equation\n",
"\n",
"\n",
" weight_x * x + weight_y * y = threshold\n",
" \n",
"\n",
"defines a line in 2D space. Points fulfilling\n",
"\n",
" weight_x * x + weight_y * y < threshold\n",
" \n",
" \n",
"vs\n",
"\n",
" weight_x * x + weight_y * y > threshold\n",
" \n",
"\n",
"are located on opposite sides of this line. Such a classifier thus determines a line which separates the feature space in two parts according to the two classes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets visualize this! \n",
"\n",
"We \n",
"\n",
"1. define a decision line (weights and threshold),\n",
"2. create random 2D samples,\n",
"3. compute scores for the samples,\n",
"4. split points according to their score compared to the threshold,\n",
"5. plot samples in different colors,\n",
"6. plot decision line.\n"
"execution_count": 43,
"metadata": {
"scrolled": true
},
"image/png": "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\n",
"height": 254,
"width": 376
}
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"\n",
"weights = np.array((wx, wy))\n",
"# create random 2D samples\n",
"points_2d = np.random.random((200, 2))\n",
"\n",
"# compute scores for the samples\n",
"scores = points_2d @ weights # (samples matrix) x (weights vector) = (scores vector)\n",
"\n",
"# split points according to their score compared to the threshold \n",
"above_points = points_2d[scores > threshold]\n",
"below_points = points_2d[scores < threshold]\n",
"\n",
"# plot samples in different colors\n",
"plt.scatter(above_points[:, 0], above_points[:, 1], label=\"above\",\n",
" color=\"steelblue\", marker=\"o\")\n",
"plt.scatter(below_points[:, 0], below_points[:, 1], label=\"below\",\n",
" color=\"chocolate\", marker=\"o\")\n",
"\n",
"# plot decision line\n",
"x = np.linspace(-.01, 1.01, 2)\n",
"y = threshold / weights[1] - weights[0] / weights[1] * x\n",
"plt.plot(x, y, color='k', linestyle=':')\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Decision (hyper)plane"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For 3D samples a linear classifiers separates into classes by a 2D plane, and in general, for `n` dimensions we get `n-1` dimensional hyperplanes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's visualize a decision plane the same way we did visualize the line."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 558,
"width": 572
}
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
"\n",
"# define a decision line\n",
"wx = -.5\n",
"wy = 1.2\n",
"wz = .4\n",
"weights = np.array((wx, wy, wz))\n",
"threshold = 0.3\n",
"\n",
"# create random 3D samples\n",
"points_3d = np.random.random((200, 3))\n",
"\n",
"# compute scores for the samples\n",
"scores = points_3d @ weights # (samples matrix) x (weights vector) = (scores vector)\n",
"\n",
"# split points according to their score compared to the threshold \n",
"above_points = points_3d[scores > threshold]\n",
"below_points = points_3d[scores < threshold]\n",
"\n",
"# plot samples in different colors\n",
"fig = plt.figure(figsize=(10, 10))\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.set_xlabel('x')\n",
"ax.set_ylabel('y')\n",
"ax.set_zlabel('z');\n",
"ax.set_xlim(0,1)\n",
"ax.set_ylim(0,1)\n",
"ax.set_zlim(0,1)\n",
"\n",
"sc_above = ax.scatter(above_points[:, 0], above_points[:, 1], above_points[:, 2],\n",
" color=\"steelblue\", marker=\"o\")\n",
"sc_below = ax.scatter(below_points[:, 0], below_points[:, 1], below_points[:, 2],\n",
" color=\"chocolate\", marker=\"o\")\n",
"ax.legend([sc_above, sc_below], ['above', 'below'], numpoints=1)\n",
"\n",
"# plot decision plane\n",
"x = np.linspace(-1, 2, 50)\n",
"y = np.linspace(-1, 2, 50)\n",
"xx, yy = np.meshgrid(x, y)\n",
"zz = (threshold - weights[0] * xx - weights[1] * yy) / weights[2]\n",
"zz_cut = np.copy(zz) # don't plot points outside of the [0,1] range\n",
"zz_cut[zz < 0.2] = np.nan\n",
"zz_cut[zz > .8] = np.nan\n",
"ax.plot_wireframe(xx, yy, zz_cut, color='k', linestyle=':', alpha=.5)\n",
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example\n",
"\n",
"In the initil beer example, features fulfilling\n",
" 1.1 * alcohol_content + 4 * bitterness + 1.5 * darkness + 1.8 * fruitiness == threshold\n",
"are located on a 3D hyperplane in a 4D features space.\n",
"Samples, which we classified as \"not yummy\", fullfilling:\n",
" 1.1 * alcohol_content + 4 * bitterness + 1.5 * darkness + 1.8 * fruitiness < threshold\n",
"and samples, which we classfied as \"yummy class\", fullfilling:\n",
" 1.1 * alcohol_content + 4 * bitterness + 1.5 * darkness + 1.8 * fruitiness > threshold\n",
" \n",
"are located on different sides of this plane.\n",
"\n",
"Again: **Here the classifier separates the 4D space into two parts, the separation boundary is a 3D hyperplane in this space.**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-info\">\n",
"\n",
"<h3><i class=\"fa fa-info-circle\"></i> About 2D examples</h3>\n",
"<p>For the sake of simplicity and visualisation we continue with 2 dimensional examples.</p>\n",
"<p>It is clear that such examples only represent very small subset of realistic ML scenarios. But most concepts can be illustrated in 2D or 3D without loss of generality.</p>\n",
"<p>The examples also might look artificial, this is because they highlight specific aspects or problems. At the end, general classifiers should work on all kind of problems.</p>\n",
"</div>\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Non-linear decision surfaces"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The next example data set can not be classified by a straight line, the decision line is curved:\n"
"execution_count": 46,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label\n",
"0 -0.502 1.803 False\n",
"1 0.928 0.395 True\n",
"2 -1.376 -1.376 False"
"execution_count": 46,