6194 lines
288 KiB
Plaintext
6194 lines
288 KiB
Plaintext
|
{
|
|||
|
|
"cells": [
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "slide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"### AITech — Uczenie maszynowe\n",
|
|||
|
|
"# 3. Regresja logistyczna"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"**Uwaga**: Wbrew nazwie, *regresja* logistyczna jest algorytmem służącym do rozwiązywania problemów *klasyfikacji* (wcale nie problemów *regresji*!)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Do demonstracji metody regresji ligistycznej wykorzystamy klasyczny zbiór danych <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">*Iris flower data set*</a>, składający się ze 150 przykładów wartości 4 cech dla 3 gatunków irysów (kosaćców)."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"### *Iris flower data set*\n",
|
|||
|
|
"\n",
|
|||
|
|
"* 150 przykładów\n",
|
|||
|
|
"* 4 cechy\n",
|
|||
|
|
"* 3 kategorie"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"| <img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/5/56/Kosaciec_szczecinkowaty_Iris_setosa.jpg/450px-Kosaciec_szczecinkowaty_Iris_setosa.jpg\"> | <img style=\"float: right;\" src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/9/9f/Iris_virginica.jpg/736px-Iris_virginica.jpg\"> | <img style=\"float: right;\" src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/2/27/Blue_Flag%2C_Ottawa.jpg/600px-Blue_Flag%2C_Ottawa.jpg\"> |\n",
|
|||
|
|
"| :--- | :--- | :--- |\n",
|
|||
|
|
"| *Iris setosa* | *Iris virginica* | *Iris versicolor* |\n",
|
|||
|
|
"| kosaciec szczecinkowy | kosaciec amerykański | kosaciec różnobarwny |\n"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"4 cechy:\n",
|
|||
|
|
" * długość działek kielicha (*sepal length*, `sl`)\n",
|
|||
|
|
" * szerokość działek kielicha (*sepal width*, `sw`)\n",
|
|||
|
|
" * długość płatka (*petal length*, `pl`)\n",
|
|||
|
|
" * szerokość płatka (*petal width*, `pw`)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "slide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"## 3.1. Dwuklasowa regresja logistyczna"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Zacznijmy od najprostszego przypadku:\n",
|
|||
|
|
" * ograniczmy się do **2** klas\n",
|
|||
|
|
" * ograniczmy się do **1** zmiennej"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "fragment"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"→ dwuklasowa regresja logistyczna jednej zmiennej"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 1,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Przydatne importy\n",
|
|||
|
|
"\n",
|
|||
|
|
"import numpy as np\n",
|
|||
|
|
"import matplotlib\n",
|
|||
|
|
"import matplotlib.pyplot as pl\n",
|
|||
|
|
"import pandas\n",
|
|||
|
|
"import ipywidgets as widgets\n",
|
|||
|
|
"\n",
|
|||
|
|
"%matplotlib inline\n",
|
|||
|
|
"%config InlineBackend.figure_format = 'svg'\n",
|
|||
|
|
"\n",
|
|||
|
|
"from IPython.display import display, Math, Latex\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Przydatne funkcje\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Wyświetlanie macierzy w LaTeX-u\n",
|
|||
|
|
"def LatexMatrix(matrix):\n",
|
|||
|
|
" ltx = r'\\left[\\begin{array}'\n",
|
|||
|
|
" m, n = matrix.shape\n",
|
|||
|
|
" ltx += '{' + (\"r\" * n) + '}'\n",
|
|||
|
|
" for i in range(m):\n",
|
|||
|
|
" ltx += r\" & \".join([('%.4f' % j.item()) for j in matrix[i]]) + r\" \\\\ \"\n",
|
|||
|
|
" ltx += r'\\end{array}\\right]'\n",
|
|||
|
|
" return ltx\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Hipoteza (wersja macierzowa)\n",
|
|||
|
|
"def hMx(theta, X):\n",
|
|||
|
|
" return X * theta\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Wykres danych (wersja macierzowa)\n",
|
|||
|
|
"def regdotsMx(X, y, xlabel, ylabel): \n",
|
|||
|
|
" fig = pl.figure(figsize=(16*.6, 9*.6))\n",
|
|||
|
|
" ax = fig.add_subplot(111)\n",
|
|||
|
|
" fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n",
|
|||
|
|
" ax.scatter([X[:, 1]], [y], c='r', s=50, label='Dane')\n",
|
|||
|
|
" \n",
|
|||
|
|
" ax.set_xlabel(xlabel)\n",
|
|||
|
|
" ax.set_ylabel(ylabel)\n",
|
|||
|
|
" ax.margins(.05, .05)\n",
|
|||
|
|
" pl.ylim(y.min() - 1, y.max() + 1)\n",
|
|||
|
|
" pl.xlim(np.min(X[:, 1]) - 1, np.max(X[:, 1]) + 1)\n",
|
|||
|
|
" return fig\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Wykres krzywej regresji (wersja macierzowa)\n",
|
|||
|
|
"def reglineMx(fig, fun, theta, X):\n",
|
|||
|
|
" ax = fig.axes[0]\n",
|
|||
|
|
" x0 = np.min(X[:, 1]) - 1.0\n",
|
|||
|
|
" x1 = np.max(X[:, 1]) + 1.0\n",
|
|||
|
|
" L = [x0, x1]\n",
|
|||
|
|
" LX = np.matrix([1, x0, 1, x1]).reshape(2, 2)\n",
|
|||
|
|
" ax.plot(L, fun(theta, LX), linewidth='2',\n",
|
|||
|
|
" label=(r'$y={theta0:.2}{op}{theta1:.2}x$'.format(\n",
|
|||
|
|
" theta0=float(theta[0][0]),\n",
|
|||
|
|
" theta1=(float(theta[1][0]) if theta[1][0] >= 0 else float(-theta[1][0])),\n",
|
|||
|
|
" op='+' if theta[1][0] >= 0 else '-')))\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Legenda wykresu\n",
|
|||
|
|
"def legend(fig):\n",
|
|||
|
|
" ax = fig.axes[0]\n",
|
|||
|
|
" handles, labels = ax.get_legend_handles_labels()\n",
|
|||
|
|
" # try-except block is a fix for a bug in Poly3DCollection\n",
|
|||
|
|
" try:\n",
|
|||
|
|
" fig.legend(handles, labels, fontsize='15', loc='lower right')\n",
|
|||
|
|
" except AttributeError:\n",
|
|||
|
|
" pass\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Wersja macierzowa funkcji kosztu\n",
|
|||
|
|
"def JMx(theta,X,y):\n",
|
|||
|
|
" m = len(y)\n",
|
|||
|
|
" J = 1.0 / (2.0 * m) * ((X * theta - y).T * ( X * theta - y))\n",
|
|||
|
|
" return J.item()\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Wersja macierzowa gradientu funkcji kosztu\n",
|
|||
|
|
"def dJMx(theta,X,y):\n",
|
|||
|
|
" return 1.0 / len(y) * (X.T * (X * theta - y)) \n",
|
|||
|
|
"\n",
|
|||
|
|
"# Implementacja algorytmu gradientu prostego za pomocą numpy i macierzy\n",
|
|||
|
|
"def GDMx(fJ, fdJ, theta, X, y, alpha=0.1, eps=10**-3):\n",
|
|||
|
|
" current_cost = fJ(theta, X, y)\n",
|
|||
|
|
" logs = [[current_cost, theta]]\n",
|
|||
|
|
" while True:\n",
|
|||
|
|
" theta = theta - alpha * fdJ(theta, X, y) # implementacja wzoru\n",
|
|||
|
|
" current_cost, prev_cost = fJ(theta, X, y), current_cost\n",
|
|||
|
|
" if current_cost > 10000:\n",
|
|||
|
|
" break\n",
|
|||
|
|
" if abs(prev_cost - current_cost) <= eps:\n",
|
|||
|
|
" break\n",
|
|||
|
|
" logs.append([current_cost, theta]) \n",
|
|||
|
|
" return theta, logs\n",
|
|||
|
|
"\n",
|
|||
|
|
"thetaStartMx = np.matrix([0, 0]).reshape(2, 1)\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Funkcja, która rysuje próg\n",
|
|||
|
|
"def threshold(fig, theta):\n",
|
|||
|
|
" x_thr = (0.5 - theta.item(0)) / theta.item(1)\n",
|
|||
|
|
" ax = fig.axes[0]\n",
|
|||
|
|
" ax.plot([x_thr, x_thr], [-1, 2],\n",
|
|||
|
|
" color='orange', linestyle='dashed',\n",
|
|||
|
|
" label=u'próg: $x={:.2F}$'.format(x_thr))"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 2,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
" sl sw pl pw Gatunek\n",
|
|||
|
|
"0 5.2 3.4 1.4 0.2 Iris-setosa\n",
|
|||
|
|
"1 5.1 3.7 1.5 0.4 Iris-setosa\n",
|
|||
|
|
"2 6.7 3.1 5.6 2.4 Iris-virginica\n",
|
|||
|
|
"3 6.5 3.2 5.1 2.0 Iris-virginica\n",
|
|||
|
|
"4 4.9 2.5 4.5 1.7 Iris-virginica\n",
|
|||
|
|
"5 6.0 2.7 5.1 1.6 Iris-versicolor\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# Wczytanie pełnych (oryginalnych) danych\n",
|
|||
|
|
"\n",
|
|||
|
|
"data_iris = pandas.read_csv('iris.csv')\n",
|
|||
|
|
"print(data_iris[:6])"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 3,
|
|||
|
|
"metadata": {
|
|||
|
|
"scrolled": true,
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
" dł. płatka Iris setosa?\n",
|
|||
|
|
"0 1.4 1\n",
|
|||
|
|
"1 1.5 1\n",
|
|||
|
|
"2 5.6 0\n",
|
|||
|
|
"3 5.1 0\n",
|
|||
|
|
"4 4.5 0\n",
|
|||
|
|
"5 5.1 0\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# Ograniczenie danych do 2 klas i 1 cechy\n",
|
|||
|
|
"\n",
|
|||
|
|
"data_iris_setosa = pandas.DataFrame()\n",
|
|||
|
|
"data_iris_setosa['dł. płatka'] = data_iris['pl'] # \"pl\" oznacza \"petal length\"\n",
|
|||
|
|
"data_iris_setosa['Iris setosa?'] = data_iris['Gatunek'].apply(lambda x: 1 if x=='Iris-setosa' else 0)\n",
|
|||
|
|
"print(data_iris_setosa[:6])"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 4,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"import numpy as np\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Przygotowanie danych\n",
|
|||
|
|
"m, n_plus_1 = data_iris_setosa.values.shape\n",
|
|||
|
|
"n = n_plus_1 - 1\n",
|
|||
|
|
"Xn = data_iris_setosa.values[:, 0:n].reshape(m, n)\n",
|
|||
|
|
"\n",
|
|||
|
|
"XMx3 = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n",
|
|||
|
|
"yMx3 = np.matrix(data_iris_setosa.values[:, 1]).reshape(m, 1)\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Regresja liniowa\n",
|
|||
|
|
"theta_e3, logs3 = GDMx(JMx, dJMx, thetaStartMx, XMx3, yMx3, alpha=0.03, eps=0.000001)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 5,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/svg+xml": [
|
|||
|
|
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
|
|||
|
|
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
|
|||
|
|
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
|
|||
|
|
"<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
|
|||
|
|
"<svg height=\"360.619219pt\" version=\"1.1\" viewBox=\"0 0 673.940937 360.619219\" width=\"673.940937pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <style type=\"text/css\">\r\n",
|
|||
|
|
"*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
|
|||
|
|
" </style>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g id=\"figure_1\">\r\n",
|
|||
|
|
" <g id=\"patch_1\">\r\n",
|
|||
|
|
" <path d=\"M 0 360.619219 \r\n",
|
|||
|
|
"L 673.940937 360.619219 \r\n",
|
|||
|
|
"L 673.940937 0 \r\n",
|
|||
|
|
"L 0 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:none;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"axes_1\">\r\n",
|
|||
|
|
" <g id=\"patch_2\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 605.120937 322.039219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"L 52.160938 10.999219 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:#ffffff;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"PathCollection_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 3.535534 \r\n",
|
|||
|
|
"C 0.937635 3.535534 1.836992 3.163008 2.5 2.5 \r\n",
|
|||
|
|
"C 3.163008 1.836992 3.535534 0.937635 3.535534 0 \r\n",
|
|||
|
|
"C 3.535534 -0.937635 3.163008 -1.836992 2.5 -2.5 \r\n",
|
|||
|
|
"C 1.836992 -3.163008 0.937635 -3.535534 0 -3.535534 \r\n",
|
|||
|
|
"C -0.937635 -3.535534 -1.836992 -3.163008 -2.5 -2.5 \r\n",
|
|||
|
|
"C -3.163008 -1.836992 -3.535534 -0.937635 -3.535534 0 \r\n",
|
|||
|
|
"C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n",
|
|||
|
|
"C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"mc1990e4cce\" style=\"stroke:#ff0000;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g clip-path=\"url(#pfb8c24a7be)\">\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"297.143216\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"297.143216\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.151317\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"521.127013\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.154862\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"304.14271\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"311.142203\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"500.128532\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.151317\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"423.134102\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"423.134102\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"353.139165\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.144229\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"122.155874\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"430.133596\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"353.139165\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"318.141697\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"416.134608\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"493.129039\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"465.131064\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"262.145748\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"472.130558\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"521.127013\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"416.134608\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.144229\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"535.126001\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"514.12752\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"465.131064\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"472.130558\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"129.155368\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.154862\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#mc1990e4cce\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"430.133596\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#mc1990e4cce\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_1\">\r\n",
|
|||
|
|
" <g id=\"xtick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L 0 3.5 \r\n",
|
|||
|
|
"\" id=\"m2774d6d6e4\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m2774d6d6e4\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_1\">\r\n",
|
|||
|
|
" <!-- 0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 31.78125 66.40625 \r\n",
|
|||
|
|
"Q 24.171875 66.40625 20.328125 58.90625 \r\n",
|
|||
|
|
"Q 16.5 51.421875 16.5 36.375 \r\n",
|
|||
|
|
"Q 16.5 21.390625 20.328125 13.890625 \r\n",
|
|||
|
|
"Q 24.171875 6.390625 31.78125 6.390625 \r\n",
|
|||
|
|
"Q 39.453125 6.390625 43.28125 13.890625 \r\n",
|
|||
|
|
"Q 47.125 21.390625 47.125 36.375 \r\n",
|
|||
|
|
"Q 47.125 51.421875 43.28125 58.90625 \r\n",
|
|||
|
|
"Q 39.453125 66.40625 31.78125 66.40625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 31.78125 74.21875 \r\n",
|
|||
|
|
"Q 44.046875 74.21875 50.515625 64.515625 \r\n",
|
|||
|
|
"Q 56.984375 54.828125 56.984375 36.375 \r\n",
|
|||
|
|
"Q 56.984375 17.96875 50.515625 8.265625 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
|
|||
|
|
"Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
|
|||
|
|
"Q 6.59375 17.96875 6.59375 36.375 \r\n",
|
|||
|
|
"Q 6.59375 54.828125 13.0625 64.515625 \r\n",
|
|||
|
|
"Q 19.53125 74.21875 31.78125 74.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(48.979688 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_2\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"122.155874\" xlink:href=\"#m2774d6d6e4\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_2\">\r\n",
|
|||
|
|
" <!-- 1 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 12.40625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 63.921875 \r\n",
|
|||
|
|
"L 10.984375 60.40625 \r\n",
|
|||
|
|
"L 10.984375 69.390625 \r\n",
|
|||
|
|
"L 28.421875 72.90625 \r\n",
|
|||
|
|
"L 38.28125 72.90625 \r\n",
|
|||
|
|
"L 38.28125 8.296875 \r\n",
|
|||
|
|
"L 54.390625 8.296875 \r\n",
|
|||
|
|
"L 54.390625 0 \r\n",
|
|||
|
|
"L 12.40625 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(118.974624 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_3\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"192.150811\" xlink:href=\"#m2774d6d6e4\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_3\">\r\n",
|
|||
|
|
" <!-- 2 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 19.1875 8.296875 \r\n",
|
|||
|
|
"L 53.609375 8.296875 \r\n",
|
|||
|
|
"L 53.609375 0 \r\n",
|
|||
|
|
"L 7.328125 0 \r\n",
|
|||
|
|
"L 7.328125 8.296875 \r\n",
|
|||
|
|
"Q 12.9375 14.109375 22.625 23.890625 \r\n",
|
|||
|
|
"Q 32.328125 33.6875 34.8125 36.53125 \r\n",
|
|||
|
|
"Q 39.546875 41.84375 41.421875 45.53125 \r\n",
|
|||
|
|
"Q 43.3125 49.21875 43.3125 52.78125 \r\n",
|
|||
|
|
"Q 43.3125 58.59375 39.234375 62.25 \r\n",
|
|||
|
|
"Q 35.15625 65.921875 28.609375 65.921875 \r\n",
|
|||
|
|
"Q 23.96875 65.921875 18.8125 64.3125 \r\n",
|
|||
|
|
"Q 13.671875 62.703125 7.8125 59.421875 \r\n",
|
|||
|
|
"L 7.8125 69.390625 \r\n",
|
|||
|
|
"Q 13.765625 71.78125 18.9375 73 \r\n",
|
|||
|
|
"Q 24.125 74.21875 28.421875 74.21875 \r\n",
|
|||
|
|
"Q 39.75 74.21875 46.484375 68.546875 \r\n",
|
|||
|
|
"Q 53.21875 62.890625 53.21875 53.421875 \r\n",
|
|||
|
|
"Q 53.21875 48.921875 51.53125 44.890625 \r\n",
|
|||
|
|
"Q 49.859375 40.875 45.40625 35.40625 \r\n",
|
|||
|
|
"Q 44.1875 33.984375 37.640625 27.21875 \r\n",
|
|||
|
|
"Q 31.109375 20.453125 19.1875 8.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(188.969561 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_4\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"262.145748\" xlink:href=\"#m2774d6d6e4\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_4\">\r\n",
|
|||
|
|
" <!-- 3 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 40.578125 39.3125 \r\n",
|
|||
|
|
"Q 47.65625 37.796875 51.625 33 \r\n",
|
|||
|
|
"Q 55.609375 28.21875 55.609375 21.1875 \r\n",
|
|||
|
|
"Q 55.609375 10.40625 48.1875 4.484375 \r\n",
|
|||
|
|
"Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
|
|||
|
|
"Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
|
|||
|
|
"Q 12.796875 0.390625 7.625 2.203125 \r\n",
|
|||
|
|
"L 7.625 11.71875 \r\n",
|
|||
|
|
"Q 11.71875 9.328125 16.59375 8.109375 \r\n",
|
|||
|
|
"Q 21.484375 6.890625 26.8125 6.890625 \r\n",
|
|||
|
|
"Q 36.078125 6.890625 40.9375 10.546875 \r\n",
|
|||
|
|
"Q 45.796875 14.203125 45.796875 21.1875 \r\n",
|
|||
|
|
"Q 45.796875 27.640625 41.28125 31.265625 \r\n",
|
|||
|
|
"Q 36.765625 34.90625 28.71875 34.90625 \r\n",
|
|||
|
|
"L 20.21875 34.90625 \r\n",
|
|||
|
|
"L 20.21875 43.015625 \r\n",
|
|||
|
|
"L 29.109375 43.015625 \r\n",
|
|||
|
|
"Q 36.375 43.015625 40.234375 45.921875 \r\n",
|
|||
|
|
"Q 44.09375 48.828125 44.09375 54.296875 \r\n",
|
|||
|
|
"Q 44.09375 59.90625 40.109375 62.90625 \r\n",
|
|||
|
|
"Q 36.140625 65.921875 28.71875 65.921875 \r\n",
|
|||
|
|
"Q 24.65625 65.921875 20.015625 65.03125 \r\n",
|
|||
|
|
"Q 15.375 64.15625 9.8125 62.3125 \r\n",
|
|||
|
|
"L 9.8125 71.09375 \r\n",
|
|||
|
|
"Q 15.4375 72.65625 20.34375 73.4375 \r\n",
|
|||
|
|
"Q 25.25 74.21875 29.59375 74.21875 \r\n",
|
|||
|
|
"Q 40.828125 74.21875 47.359375 69.109375 \r\n",
|
|||
|
|
"Q 53.90625 64.015625 53.90625 55.328125 \r\n",
|
|||
|
|
"Q 53.90625 49.265625 50.4375 45.09375 \r\n",
|
|||
|
|
"Q 46.96875 40.921875 40.578125 39.3125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-51\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(258.964498 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_5\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"332.140684\" xlink:href=\"#m2774d6d6e4\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_5\">\r\n",
|
|||
|
|
" <!-- 4 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 37.796875 64.3125 \r\n",
|
|||
|
|
"L 12.890625 25.390625 \r\n",
|
|||
|
|
"L 37.796875 25.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 35.203125 72.90625 \r\n",
|
|||
|
|
"L 47.609375 72.90625 \r\n",
|
|||
|
|
"L 47.609375 25.390625 \r\n",
|
|||
|
|
"L 58.015625 25.390625 \r\n",
|
|||
|
|
"L 58.015625 17.1875 \r\n",
|
|||
|
|
"L 47.609375 17.1875 \r\n",
|
|||
|
|
"L 47.609375 0 \r\n",
|
|||
|
|
"L 37.796875 0 \r\n",
|
|||
|
|
"L 37.796875 17.1875 \r\n",
|
|||
|
|
"L 4.890625 17.1875 \r\n",
|
|||
|
|
"L 4.890625 26.703125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(328.959434 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_6\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"402.135621\" xlink:href=\"#m2774d6d6e4\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_6\">\r\n",
|
|||
|
|
" <!-- 5 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.796875 72.90625 \r\n",
|
|||
|
|
"L 49.515625 72.90625 \r\n",
|
|||
|
|
"L 49.515625 64.59375 \r\n",
|
|||
|
|
"L 19.828125 64.59375 \r\n",
|
|||
|
|
"L 19.828125 46.734375 \r\n",
|
|||
|
|
"Q 21.96875 47.46875 24.109375 47.828125 \r\n",
|
|||
|
|
"Q 26.265625 48.1875 28.421875 48.1875 \r\n",
|
|||
|
|
"Q 40.625 48.1875 47.75 41.5 \r\n",
|
|||
|
|
"Q 54.890625 34.8125 54.890625 23.390625 \r\n",
|
|||
|
|
"Q 54.890625 11.625 47.5625 5.09375 \r\n",
|
|||
|
|
"Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
|
|||
|
|
"Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
|
|||
|
|
"Q 12.796875 0.140625 7.71875 1.703125 \r\n",
|
|||
|
|
"L 7.71875 11.625 \r\n",
|
|||
|
|
"Q 12.109375 9.234375 16.796875 8.0625 \r\n",
|
|||
|
|
"Q 21.484375 6.890625 26.703125 6.890625 \r\n",
|
|||
|
|
"Q 35.15625 6.890625 40.078125 11.328125 \r\n",
|
|||
|
|
"Q 45.015625 15.765625 45.015625 23.390625 \r\n",
|
|||
|
|
"Q 45.015625 31 40.078125 35.4375 \r\n",
|
|||
|
|
"Q 35.15625 39.890625 26.703125 39.890625 \r\n",
|
|||
|
|
"Q 22.75 39.890625 18.8125 39.015625 \r\n",
|
|||
|
|
"Q 14.890625 38.140625 10.796875 36.28125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(398.954371 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_7\">\r\n",
|
|||
|
|
" <g id=\"line2d_7\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"472.130558\" xlink:href=\"#m2774d6d6e4\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_7\">\r\n",
|
|||
|
|
" <!-- 6 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 33.015625 40.375 \r\n",
|
|||
|
|
"Q 26.375 40.375 22.484375 35.828125 \r\n",
|
|||
|
|
"Q 18.609375 31.296875 18.609375 23.390625 \r\n",
|
|||
|
|
"Q 18.609375 15.53125 22.484375 10.953125 \r\n",
|
|||
|
|
"Q 26.375 6.390625 33.015625 6.390625 \r\n",
|
|||
|
|
"Q 39.65625 6.390625 43.53125 10.953125 \r\n",
|
|||
|
|
"Q 47.40625 15.53125 47.40625 23.390625 \r\n",
|
|||
|
|
"Q 47.40625 31.296875 43.53125 35.828125 \r\n",
|
|||
|
|
"Q 39.65625 40.375 33.015625 40.375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.59375 71.296875 \r\n",
|
|||
|
|
"L 52.59375 62.3125 \r\n",
|
|||
|
|
"Q 48.875 64.0625 45.09375 64.984375 \r\n",
|
|||
|
|
"Q 41.3125 65.921875 37.59375 65.921875 \r\n",
|
|||
|
|
"Q 27.828125 65.921875 22.671875 59.328125 \r\n",
|
|||
|
|
"Q 17.53125 52.734375 16.796875 39.40625 \r\n",
|
|||
|
|
"Q 19.671875 43.65625 24.015625 45.921875 \r\n",
|
|||
|
|
"Q 28.375 48.1875 33.59375 48.1875 \r\n",
|
|||
|
|
"Q 44.578125 48.1875 50.953125 41.515625 \r\n",
|
|||
|
|
"Q 57.328125 34.859375 57.328125 23.390625 \r\n",
|
|||
|
|
"Q 57.328125 12.15625 50.6875 5.359375 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
|
|||
|
|
"Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
|
|||
|
|
"Q 6.984375 17.96875 6.984375 36.375 \r\n",
|
|||
|
|
"Q 6.984375 53.65625 15.1875 63.9375 \r\n",
|
|||
|
|
"Q 23.390625 74.21875 37.203125 74.21875 \r\n",
|
|||
|
|
"Q 40.921875 74.21875 44.703125 73.484375 \r\n",
|
|||
|
|
"Q 48.484375 72.75 52.59375 71.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(468.949308 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_8\">\r\n",
|
|||
|
|
" <g id=\"line2d_8\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"542.125494\" xlink:href=\"#m2774d6d6e4\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_8\">\r\n",
|
|||
|
|
" <!-- 7 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 8.203125 72.90625 \r\n",
|
|||
|
|
"L 55.078125 72.90625 \r\n",
|
|||
|
|
"L 55.078125 68.703125 \r\n",
|
|||
|
|
"L 28.609375 0 \r\n",
|
|||
|
|
"L 18.3125 0 \r\n",
|
|||
|
|
"L 43.21875 64.59375 \r\n",
|
|||
|
|
"L 8.203125 64.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-55\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(538.944244 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_9\">\r\n",
|
|||
|
|
" <!-- x -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 54.890625 54.6875 \r\n",
|
|||
|
|
"L 35.109375 28.078125 \r\n",
|
|||
|
|
"L 55.90625 0 \r\n",
|
|||
|
|
"L 45.3125 0 \r\n",
|
|||
|
|
"L 29.390625 21.484375 \r\n",
|
|||
|
|
"L 13.484375 0 \r\n",
|
|||
|
|
"L 2.875 0 \r\n",
|
|||
|
|
"L 24.125 28.609375 \r\n",
|
|||
|
|
"L 4.6875 54.6875 \r\n",
|
|||
|
|
"L 15.28125 54.6875 \r\n",
|
|||
|
|
"L 29.78125 35.203125 \r\n",
|
|||
|
|
"L 44.28125 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-120\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(325.681562 350.315781)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-120\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_2\">\r\n",
|
|||
|
|
" <g id=\"ytick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_9\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L -3.5 0 \r\n",
|
|||
|
|
"\" id=\"m0745681834\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m0745681834\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_10\">\r\n",
|
|||
|
|
" <!-- −1.0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.59375 35.5 \r\n",
|
|||
|
|
"L 73.1875 35.5 \r\n",
|
|||
|
|
"L 73.1875 27.203125 \r\n",
|
|||
|
|
"L 10.59375 27.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <path d=\"M 10.6875 12.40625 \r\n",
|
|||
|
|
"L 21 12.40625 \r\n",
|
|||
|
|
"L 21 0 \r\n",
|
|||
|
|
"L 10.6875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-46\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(20.878125 325.838437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_10\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m0745681834\" y=\"270.199219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_11\">\r\n",
|
|||
|
|
" <!-- −0.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(20.878125 273.998437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_11\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m0745681834\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_12\">\r\n",
|
|||
|
|
" <!-- 0.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 222.158437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_12\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m0745681834\" y=\"166.519219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_13\">\r\n",
|
|||
|
|
" <!-- 0.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 170.318437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_13\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m0745681834\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_14\">\r\n",
|
|||
|
|
" <!-- 1.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 118.478438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_14\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m0745681834\" y=\"62.839219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_15\">\r\n",
|
|||
|
|
" <!-- 1.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 66.638438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_7\">\r\n",
|
|||
|
|
" <g id=\"line2d_15\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m0745681834\" y=\"10.999219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_16\">\r\n",
|
|||
|
|
" <!-- 2.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 14.798438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_17\">\r\n",
|
|||
|
|
" <!-- Iris setosa? -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 9.8125 72.90625 \r\n",
|
|||
|
|
"L 19.671875 72.90625 \r\n",
|
|||
|
|
"L 19.671875 0 \r\n",
|
|||
|
|
"L 9.8125 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-73\"/>\r\n",
|
|||
|
|
" <path d=\"M 41.109375 46.296875 \r\n",
|
|||
|
|
"Q 39.59375 47.171875 37.8125 47.578125 \r\n",
|
|||
|
|
"Q 36.03125 48 33.890625 48 \r\n",
|
|||
|
|
"Q 26.265625 48 22.1875 43.046875 \r\n",
|
|||
|
|
"Q 18.109375 38.09375 18.109375 28.8125 \r\n",
|
|||
|
|
"L 18.109375 0 \r\n",
|
|||
|
|
"L 9.078125 0 \r\n",
|
|||
|
|
"L 9.078125 54.6875 \r\n",
|
|||
|
|
"L 18.109375 54.6875 \r\n",
|
|||
|
|
"L 18.109375 46.1875 \r\n",
|
|||
|
|
"Q 20.953125 51.171875 25.484375 53.578125 \r\n",
|
|||
|
|
"Q 30.03125 56 36.53125 56 \r\n",
|
|||
|
|
"Q 37.453125 56 38.578125 55.875 \r\n",
|
|||
|
|
"Q 39.703125 55.765625 41.0625 55.515625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <path d=\"M 9.421875 54.6875 \r\n",
|
|||
|
|
"L 18.40625 54.6875 \r\n",
|
|||
|
|
"L 18.40625 0 \r\n",
|
|||
|
|
"L 9.421875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 9.421875 75.984375 \r\n",
|
|||
|
|
"L 18.40625 75.984375 \r\n",
|
|||
|
|
"L 18.40625 64.59375 \r\n",
|
|||
|
|
"L 9.421875 64.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-105\"/>\r\n",
|
|||
|
|
" <path d=\"M 44.28125 53.078125 \r\n",
|
|||
|
|
"L 44.28125 44.578125 \r\n",
|
|||
|
|
"Q 40.484375 46.53125 36.375 47.5 \r\n",
|
|||
|
|
"Q 32.28125 48.484375 27.875 48.484375 \r\n",
|
|||
|
|
"Q 21.1875 48.484375 17.84375 46.4375 \r\n",
|
|||
|
|
"Q 14.5 44.390625 14.5 40.28125 \r\n",
|
|||
|
|
"Q 14.5 37.15625 16.890625 35.375 \r\n",
|
|||
|
|
"Q 19.28125 33.59375 26.515625 31.984375 \r\n",
|
|||
|
|
"L 29.59375 31.296875 \r\n",
|
|||
|
|
"Q 39.15625 29.25 43.1875 25.515625 \r\n",
|
|||
|
|
"Q 47.21875 21.78125 47.21875 15.09375 \r\n",
|
|||
|
|
"Q 47.21875 7.46875 41.1875 3.015625 \r\n",
|
|||
|
|
"Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
|
|||
|
|
"Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
|
|||
|
|
"Q 10.6875 0.296875 5.421875 2 \r\n",
|
|||
|
|
"L 5.421875 11.28125 \r\n",
|
|||
|
|
"Q 10.40625 8.6875 15.234375 7.390625 \r\n",
|
|||
|
|
"Q 20.0625 6.109375 24.8125 6.109375 \r\n",
|
|||
|
|
"Q 31.15625 6.109375 34.5625 8.28125 \r\n",
|
|||
|
|
"Q 37.984375 10.453125 37.984375 14.40625 \r\n",
|
|||
|
|
"Q 37.984375 18.0625 35.515625 20.015625 \r\n",
|
|||
|
|
"Q 33.0625 21.96875 24.703125 23.78125 \r\n",
|
|||
|
|
"L 21.578125 24.515625 \r\n",
|
|||
|
|
"Q 13.234375 26.265625 9.515625 29.90625 \r\n",
|
|||
|
|
"Q 5.8125 33.546875 5.8125 39.890625 \r\n",
|
|||
|
|
"Q 5.8125 47.609375 11.28125 51.796875 \r\n",
|
|||
|
|
"Q 16.75 56 26.8125 56 \r\n",
|
|||
|
|
"Q 31.78125 56 36.171875 55.265625 \r\n",
|
|||
|
|
"Q 40.578125 54.546875 44.28125 53.078125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <path id=\"DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <path d=\"M 56.203125 29.59375 \r\n",
|
|||
|
|
"L 56.203125 25.203125 \r\n",
|
|||
|
|
"L 14.890625 25.203125 \r\n",
|
|||
|
|
"Q 15.484375 15.921875 20.484375 11.0625 \r\n",
|
|||
|
|
"Q 25.484375 6.203125 34.421875 6.203125 \r\n",
|
|||
|
|
"Q 39.59375 6.203125 44.453125 7.46875 \r\n",
|
|||
|
|
"Q 49.3125 8.734375 54.109375 11.28125 \r\n",
|
|||
|
|
"L 54.109375 2.78125 \r\n",
|
|||
|
|
"Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
|
|||
|
|
"Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
|
|||
|
|
"Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
|
|||
|
|
"Q 5.515625 13.8125 5.515625 26.8125 \r\n",
|
|||
|
|
"Q 5.515625 40.234375 12.765625 48.109375 \r\n",
|
|||
|
|
"Q 20.015625 56 32.328125 56 \r\n",
|
|||
|
|
"Q 43.359375 56 49.78125 48.890625 \r\n",
|
|||
|
|
"Q 56.203125 41.796875 56.203125 29.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 47.21875 32.234375 \r\n",
|
|||
|
|
"Q 47.125 39.59375 43.09375 43.984375 \r\n",
|
|||
|
|
"Q 39.0625 48.390625 32.421875 48.390625 \r\n",
|
|||
|
|
"Q 24.90625 48.390625 20.390625 44.140625 \r\n",
|
|||
|
|
"Q 15.875 39.890625 15.1875 32.171875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-101\"/>\r\n",
|
|||
|
|
" <path d=\"M 18.3125 70.21875 \r\n",
|
|||
|
|
"L 18.3125 54.6875 \r\n",
|
|||
|
|
"L 36.8125 54.6875 \r\n",
|
|||
|
|
"L 36.8125 47.703125 \r\n",
|
|||
|
|
"L 18.3125 47.703125 \r\n",
|
|||
|
|
"L 18.3125 18.015625 \r\n",
|
|||
|
|
"Q 18.3125 11.328125 20.140625 9.421875 \r\n",
|
|||
|
|
"Q 21.96875 7.515625 27.59375 7.515625 \r\n",
|
|||
|
|
"L 36.8125 7.515625 \r\n",
|
|||
|
|
"L 36.8125 0 \r\n",
|
|||
|
|
"L 27.59375 0 \r\n",
|
|||
|
|
"Q 17.1875 0 13.234375 3.875 \r\n",
|
|||
|
|
"Q 9.28125 7.765625 9.28125 18.015625 \r\n",
|
|||
|
|
"L 9.28125 47.703125 \r\n",
|
|||
|
|
"L 2.6875 47.703125 \r\n",
|
|||
|
|
"L 2.6875 54.6875 \r\n",
|
|||
|
|
"L 9.28125 54.6875 \r\n",
|
|||
|
|
"L 9.28125 70.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-116\"/>\r\n",
|
|||
|
|
" <path d=\"M 30.609375 48.390625 \r\n",
|
|||
|
|
"Q 23.390625 48.390625 19.1875 42.75 \r\n",
|
|||
|
|
"Q 14.984375 37.109375 14.984375 27.296875 \r\n",
|
|||
|
|
"Q 14.984375 17.484375 19.15625 11.84375 \r\n",
|
|||
|
|
"Q 23.34375 6.203125 30.609375 6.203125 \r\n",
|
|||
|
|
"Q 37.796875 6.203125 41.984375 11.859375 \r\n",
|
|||
|
|
"Q 46.1875 17.53125 46.1875 27.296875 \r\n",
|
|||
|
|
"Q 46.1875 37.015625 41.984375 42.703125 \r\n",
|
|||
|
|
"Q 37.796875 48.390625 30.609375 48.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 30.609375 56 \r\n",
|
|||
|
|
"Q 42.328125 56 49.015625 48.375 \r\n",
|
|||
|
|
"Q 55.71875 40.765625 55.71875 27.296875 \r\n",
|
|||
|
|
"Q 55.71875 13.875 49.015625 6.21875 \r\n",
|
|||
|
|
"Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
|
|||
|
|
"Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
|
|||
|
|
"Q 5.515625 13.875 5.515625 27.296875 \r\n",
|
|||
|
|
"Q 5.515625 40.765625 12.171875 48.375 \r\n",
|
|||
|
|
"Q 18.84375 56 30.609375 56 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-111\"/>\r\n",
|
|||
|
|
" <path d=\"M 34.28125 27.484375 \r\n",
|
|||
|
|
"Q 23.390625 27.484375 19.1875 25 \r\n",
|
|||
|
|
"Q 14.984375 22.515625 14.984375 16.5 \r\n",
|
|||
|
|
"Q 14.984375 11.71875 18.140625 8.90625 \r\n",
|
|||
|
|
"Q 21.296875 6.109375 26.703125 6.109375 \r\n",
|
|||
|
|
"Q 34.1875 6.109375 38.703125 11.40625 \r\n",
|
|||
|
|
"Q 43.21875 16.703125 43.21875 25.484375 \r\n",
|
|||
|
|
"L 43.21875 27.484375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.203125 31.203125 \r\n",
|
|||
|
|
"L 52.203125 0 \r\n",
|
|||
|
|
"L 43.21875 0 \r\n",
|
|||
|
|
"L 43.21875 8.296875 \r\n",
|
|||
|
|
"Q 40.140625 3.328125 35.546875 0.953125 \r\n",
|
|||
|
|
"Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
|
|||
|
|
"Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
|
|||
|
|
"Q 6 8.015625 6 15.921875 \r\n",
|
|||
|
|
"Q 6 25.140625 12.171875 29.828125 \r\n",
|
|||
|
|
"Q 18.359375 34.515625 30.609375 34.515625 \r\n",
|
|||
|
|
"L 43.21875 34.515625 \r\n",
|
|||
|
|
"L 43.21875 35.40625 \r\n",
|
|||
|
|
"Q 43.21875 41.609375 39.140625 45 \r\n",
|
|||
|
|
"Q 35.0625 48.390625 27.6875 48.390625 \r\n",
|
|||
|
|
"Q 23 48.390625 18.546875 47.265625 \r\n",
|
|||
|
|
"Q 14.109375 46.140625 10.015625 43.890625 \r\n",
|
|||
|
|
"L 10.015625 52.203125 \r\n",
|
|||
|
|
"Q 14.9375 54.109375 19.578125 55.046875 \r\n",
|
|||
|
|
"Q 24.21875 56 28.609375 56 \r\n",
|
|||
|
|
"Q 40.484375 56 46.34375 49.84375 \r\n",
|
|||
|
|
"Q 52.203125 43.703125 52.203125 31.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <path d=\"M 19.09375 12.40625 \r\n",
|
|||
|
|
"L 29 12.40625 \r\n",
|
|||
|
|
"L 29 0 \r\n",
|
|||
|
|
"L 19.09375 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 28.71875 19.578125 \r\n",
|
|||
|
|
"L 19.390625 19.578125 \r\n",
|
|||
|
|
"L 19.390625 27.09375 \r\n",
|
|||
|
|
"Q 19.390625 32.03125 20.75 35.203125 \r\n",
|
|||
|
|
"Q 22.125 38.375 26.515625 42.578125 \r\n",
|
|||
|
|
"L 30.90625 46.921875 \r\n",
|
|||
|
|
"Q 33.6875 49.515625 34.9375 51.8125 \r\n",
|
|||
|
|
"Q 36.1875 54.109375 36.1875 56.5 \r\n",
|
|||
|
|
"Q 36.1875 60.84375 32.984375 63.53125 \r\n",
|
|||
|
|
"Q 29.78125 66.21875 24.515625 66.21875 \r\n",
|
|||
|
|
"Q 20.65625 66.21875 16.28125 64.5 \r\n",
|
|||
|
|
"Q 11.921875 62.796875 7.171875 59.515625 \r\n",
|
|||
|
|
"L 7.171875 68.703125 \r\n",
|
|||
|
|
"Q 11.765625 71.484375 16.46875 72.84375 \r\n",
|
|||
|
|
"Q 21.1875 74.21875 26.21875 74.21875 \r\n",
|
|||
|
|
"Q 35.203125 74.21875 40.640625 69.484375 \r\n",
|
|||
|
|
"Q 46.09375 64.75 46.09375 56.984375 \r\n",
|
|||
|
|
"Q 46.09375 53.265625 44.328125 49.921875 \r\n",
|
|||
|
|
"Q 42.578125 46.578125 38.1875 42.390625 \r\n",
|
|||
|
|
"L 33.890625 38.1875 \r\n",
|
|||
|
|
"Q 31.59375 35.890625 30.640625 34.59375 \r\n",
|
|||
|
|
"Q 29.6875 33.296875 29.296875 32.078125 \r\n",
|
|||
|
|
"Q 29 31.0625 28.859375 29.59375 \r\n",
|
|||
|
|
"Q 28.71875 28.125 28.71875 25.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-63\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(14.798438 194.655937)rotate(-90)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-73\"/>\r\n",
|
|||
|
|
" <use x=\"29.492188\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <use x=\"70.605469\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
|
|||
|
|
" <use x=\"98.388672\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"150.488281\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <use x=\"182.275391\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"234.375\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
|
|||
|
|
" <use x=\"295.898438\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
|
|||
|
|
" <use x=\"335.107422\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
|
|||
|
|
" <use x=\"396.289062\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"448.388672\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <use x=\"509.667969\" xlink:href=\"#DejaVuSans-63\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_3\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 52.160938 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_4\">\r\n",
|
|||
|
|
" <path d=\"M 605.120937 322.039219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_5\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 605.120937 322.039219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_6\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 10.999219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"legend_1\">\r\n",
|
|||
|
|
" <g id=\"patch_7\">\r\n",
|
|||
|
|
" <path d=\"M 575.962812 353.119219 \r\n",
|
|||
|
|
"L 663.440937 353.119219 \r\n",
|
|||
|
|
"Q 666.440937 353.119219 666.440937 350.119219 \r\n",
|
|||
|
|
"L 666.440937 329.602031 \r\n",
|
|||
|
|
"Q 666.440937 326.602031 663.440937 326.602031 \r\n",
|
|||
|
|
"L 575.962812 326.602031 \r\n",
|
|||
|
|
"Q 572.962812 326.602031 572.962812 329.602031 \r\n",
|
|||
|
|
"L 572.962812 350.119219 \r\n",
|
|||
|
|
"Q 572.962812 353.119219 575.962812 353.119219 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"PathCollection_2\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"593.962812\" xlink:href=\"#mc1990e4cce\" y=\"340.062187\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_18\">\r\n",
|
|||
|
|
" <!-- Dane -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 19.671875 64.796875 \r\n",
|
|||
|
|
"L 19.671875 8.109375 \r\n",
|
|||
|
|
"L 31.59375 8.109375 \r\n",
|
|||
|
|
"Q 46.6875 8.109375 53.6875 14.9375 \r\n",
|
|||
|
|
"Q 60.6875 21.78125 60.6875 36.53125 \r\n",
|
|||
|
|
"Q 60.6875 51.171875 53.6875 57.984375 \r\n",
|
|||
|
|
"Q 46.6875 64.796875 31.59375 64.796875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 9.8125 72.90625 \r\n",
|
|||
|
|
"L 30.078125 72.90625 \r\n",
|
|||
|
|
"Q 51.265625 72.90625 61.171875 64.09375 \r\n",
|
|||
|
|
"Q 71.09375 55.28125 71.09375 36.53125 \r\n",
|
|||
|
|
"Q 71.09375 17.671875 61.125 8.828125 \r\n",
|
|||
|
|
"Q 51.171875 0 30.078125 0 \r\n",
|
|||
|
|
"L 9.8125 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-68\"/>\r\n",
|
|||
|
|
" <path d=\"M 54.890625 33.015625 \r\n",
|
|||
|
|
"L 54.890625 0 \r\n",
|
|||
|
|
"L 45.90625 0 \r\n",
|
|||
|
|
"L 45.90625 32.71875 \r\n",
|
|||
|
|
"Q 45.90625 40.484375 42.875 44.328125 \r\n",
|
|||
|
|
"Q 39.84375 48.1875 33.796875 48.1875 \r\n",
|
|||
|
|
"Q 26.515625 48.1875 22.3125 43.546875 \r\n",
|
|||
|
|
"Q 18.109375 38.921875 18.109375 30.90625 \r\n",
|
|||
|
|
"L 18.109375 0 \r\n",
|
|||
|
|
"L 9.078125 0 \r\n",
|
|||
|
|
"L 9.078125 54.6875 \r\n",
|
|||
|
|
"L 18.109375 54.6875 \r\n",
|
|||
|
|
"L 18.109375 46.1875 \r\n",
|
|||
|
|
"Q 21.34375 51.125 25.703125 53.5625 \r\n",
|
|||
|
|
"Q 30.078125 56 35.796875 56 \r\n",
|
|||
|
|
"Q 45.21875 56 50.046875 50.171875 \r\n",
|
|||
|
|
"Q 54.890625 44.34375 54.890625 33.015625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-110\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(620.962812 343.999687)scale(0.15 -0.15)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-68\"/>\r\n",
|
|||
|
|
" <use x=\"77.001953\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <use x=\"138.28125\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
|
|||
|
|
" <use x=\"201.660156\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <clipPath id=\"pfb8c24a7be\">\r\n",
|
|||
|
|
" <rect height=\"311.04\" width=\"552.96\" x=\"52.160938\" y=\"10.999219\"/>\r\n",
|
|||
|
|
" </clipPath>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
"</svg>\r\n"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 691.2x388.8 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {
|
|||
|
|
"needs_background": "light"
|
|||
|
|
},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"fig = regdotsMx(XMx3, yMx3, 'x', 'Iris setosa?')\n",
|
|||
|
|
"legend(fig)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"#### Próba zastosowania regresji liniowej do problemu klasyfikacji\n",
|
|||
|
|
"\n",
|
|||
|
|
"Najpierw z ciekawości sprawdźmy, co otrzymalibyśmy, gdybyśmy zastosowali regresję liniową do problemu klasyfikacji."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 6,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/svg+xml": [
|
|||
|
|
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
|
|||
|
|
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
|
|||
|
|
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
|
|||
|
|
"<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
|
|||
|
|
"<svg height=\"360.619219pt\" version=\"1.1\" viewBox=\"0 0 673.940937 360.619219\" width=\"673.940937pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <style type=\"text/css\">\r\n",
|
|||
|
|
"*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
|
|||
|
|
" </style>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g id=\"figure_1\">\r\n",
|
|||
|
|
" <g id=\"patch_1\">\r\n",
|
|||
|
|
" <path d=\"M 0 360.619219 \r\n",
|
|||
|
|
"L 673.940937 360.619219 \r\n",
|
|||
|
|
"L 673.940937 0 \r\n",
|
|||
|
|
"L 0 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:none;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"axes_1\">\r\n",
|
|||
|
|
" <g id=\"patch_2\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 605.120937 322.039219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"L 52.160938 10.999219 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:#ffffff;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"PathCollection_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 3.535534 \r\n",
|
|||
|
|
"C 0.937635 3.535534 1.836992 3.163008 2.5 2.5 \r\n",
|
|||
|
|
"C 3.163008 1.836992 3.535534 0.937635 3.535534 0 \r\n",
|
|||
|
|
"C 3.535534 -0.937635 3.163008 -1.836992 2.5 -2.5 \r\n",
|
|||
|
|
"C 1.836992 -3.163008 0.937635 -3.535534 0 -3.535534 \r\n",
|
|||
|
|
"C -0.937635 -3.535534 -1.836992 -3.163008 -2.5 -2.5 \r\n",
|
|||
|
|
"C -3.163008 -1.836992 -3.535534 -0.937635 -3.535534 0 \r\n",
|
|||
|
|
"C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n",
|
|||
|
|
"C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"m232315c127\" style=\"stroke:#ff0000;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g clip-path=\"url(#pf24d3b6141)\">\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"297.143216\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"297.143216\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.151317\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"521.127013\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.154862\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"304.14271\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"311.142203\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"500.128532\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.151317\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"423.134102\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"423.134102\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"353.139165\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.144229\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"122.155874\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"430.133596\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"353.139165\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"318.141697\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"416.134608\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"493.129039\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"465.131064\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"262.145748\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"472.130558\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"521.127013\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"416.134608\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.144229\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"535.126001\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"514.12752\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"465.131064\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"472.130558\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"129.155368\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.154862\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m232315c127\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"430.133596\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#m232315c127\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_1\">\r\n",
|
|||
|
|
" <g id=\"xtick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L 0 3.5 \r\n",
|
|||
|
|
"\" id=\"mcbf8caebe3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#mcbf8caebe3\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_1\">\r\n",
|
|||
|
|
" <!-- 0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 31.78125 66.40625 \r\n",
|
|||
|
|
"Q 24.171875 66.40625 20.328125 58.90625 \r\n",
|
|||
|
|
"Q 16.5 51.421875 16.5 36.375 \r\n",
|
|||
|
|
"Q 16.5 21.390625 20.328125 13.890625 \r\n",
|
|||
|
|
"Q 24.171875 6.390625 31.78125 6.390625 \r\n",
|
|||
|
|
"Q 39.453125 6.390625 43.28125 13.890625 \r\n",
|
|||
|
|
"Q 47.125 21.390625 47.125 36.375 \r\n",
|
|||
|
|
"Q 47.125 51.421875 43.28125 58.90625 \r\n",
|
|||
|
|
"Q 39.453125 66.40625 31.78125 66.40625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 31.78125 74.21875 \r\n",
|
|||
|
|
"Q 44.046875 74.21875 50.515625 64.515625 \r\n",
|
|||
|
|
"Q 56.984375 54.828125 56.984375 36.375 \r\n",
|
|||
|
|
"Q 56.984375 17.96875 50.515625 8.265625 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
|
|||
|
|
"Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
|
|||
|
|
"Q 6.59375 17.96875 6.59375 36.375 \r\n",
|
|||
|
|
"Q 6.59375 54.828125 13.0625 64.515625 \r\n",
|
|||
|
|
"Q 19.53125 74.21875 31.78125 74.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(48.979688 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_2\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"122.155874\" xlink:href=\"#mcbf8caebe3\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_2\">\r\n",
|
|||
|
|
" <!-- 1 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 12.40625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 63.921875 \r\n",
|
|||
|
|
"L 10.984375 60.40625 \r\n",
|
|||
|
|
"L 10.984375 69.390625 \r\n",
|
|||
|
|
"L 28.421875 72.90625 \r\n",
|
|||
|
|
"L 38.28125 72.90625 \r\n",
|
|||
|
|
"L 38.28125 8.296875 \r\n",
|
|||
|
|
"L 54.390625 8.296875 \r\n",
|
|||
|
|
"L 54.390625 0 \r\n",
|
|||
|
|
"L 12.40625 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(118.974624 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_3\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"192.150811\" xlink:href=\"#mcbf8caebe3\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_3\">\r\n",
|
|||
|
|
" <!-- 2 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 19.1875 8.296875 \r\n",
|
|||
|
|
"L 53.609375 8.296875 \r\n",
|
|||
|
|
"L 53.609375 0 \r\n",
|
|||
|
|
"L 7.328125 0 \r\n",
|
|||
|
|
"L 7.328125 8.296875 \r\n",
|
|||
|
|
"Q 12.9375 14.109375 22.625 23.890625 \r\n",
|
|||
|
|
"Q 32.328125 33.6875 34.8125 36.53125 \r\n",
|
|||
|
|
"Q 39.546875 41.84375 41.421875 45.53125 \r\n",
|
|||
|
|
"Q 43.3125 49.21875 43.3125 52.78125 \r\n",
|
|||
|
|
"Q 43.3125 58.59375 39.234375 62.25 \r\n",
|
|||
|
|
"Q 35.15625 65.921875 28.609375 65.921875 \r\n",
|
|||
|
|
"Q 23.96875 65.921875 18.8125 64.3125 \r\n",
|
|||
|
|
"Q 13.671875 62.703125 7.8125 59.421875 \r\n",
|
|||
|
|
"L 7.8125 69.390625 \r\n",
|
|||
|
|
"Q 13.765625 71.78125 18.9375 73 \r\n",
|
|||
|
|
"Q 24.125 74.21875 28.421875 74.21875 \r\n",
|
|||
|
|
"Q 39.75 74.21875 46.484375 68.546875 \r\n",
|
|||
|
|
"Q 53.21875 62.890625 53.21875 53.421875 \r\n",
|
|||
|
|
"Q 53.21875 48.921875 51.53125 44.890625 \r\n",
|
|||
|
|
"Q 49.859375 40.875 45.40625 35.40625 \r\n",
|
|||
|
|
"Q 44.1875 33.984375 37.640625 27.21875 \r\n",
|
|||
|
|
"Q 31.109375 20.453125 19.1875 8.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(188.969561 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_4\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"262.145748\" xlink:href=\"#mcbf8caebe3\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_4\">\r\n",
|
|||
|
|
" <!-- 3 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 40.578125 39.3125 \r\n",
|
|||
|
|
"Q 47.65625 37.796875 51.625 33 \r\n",
|
|||
|
|
"Q 55.609375 28.21875 55.609375 21.1875 \r\n",
|
|||
|
|
"Q 55.609375 10.40625 48.1875 4.484375 \r\n",
|
|||
|
|
"Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
|
|||
|
|
"Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
|
|||
|
|
"Q 12.796875 0.390625 7.625 2.203125 \r\n",
|
|||
|
|
"L 7.625 11.71875 \r\n",
|
|||
|
|
"Q 11.71875 9.328125 16.59375 8.109375 \r\n",
|
|||
|
|
"Q 21.484375 6.890625 26.8125 6.890625 \r\n",
|
|||
|
|
"Q 36.078125 6.890625 40.9375 10.546875 \r\n",
|
|||
|
|
"Q 45.796875 14.203125 45.796875 21.1875 \r\n",
|
|||
|
|
"Q 45.796875 27.640625 41.28125 31.265625 \r\n",
|
|||
|
|
"Q 36.765625 34.90625 28.71875 34.90625 \r\n",
|
|||
|
|
"L 20.21875 34.90625 \r\n",
|
|||
|
|
"L 20.21875 43.015625 \r\n",
|
|||
|
|
"L 29.109375 43.015625 \r\n",
|
|||
|
|
"Q 36.375 43.015625 40.234375 45.921875 \r\n",
|
|||
|
|
"Q 44.09375 48.828125 44.09375 54.296875 \r\n",
|
|||
|
|
"Q 44.09375 59.90625 40.109375 62.90625 \r\n",
|
|||
|
|
"Q 36.140625 65.921875 28.71875 65.921875 \r\n",
|
|||
|
|
"Q 24.65625 65.921875 20.015625 65.03125 \r\n",
|
|||
|
|
"Q 15.375 64.15625 9.8125 62.3125 \r\n",
|
|||
|
|
"L 9.8125 71.09375 \r\n",
|
|||
|
|
"Q 15.4375 72.65625 20.34375 73.4375 \r\n",
|
|||
|
|
"Q 25.25 74.21875 29.59375 74.21875 \r\n",
|
|||
|
|
"Q 40.828125 74.21875 47.359375 69.109375 \r\n",
|
|||
|
|
"Q 53.90625 64.015625 53.90625 55.328125 \r\n",
|
|||
|
|
"Q 53.90625 49.265625 50.4375 45.09375 \r\n",
|
|||
|
|
"Q 46.96875 40.921875 40.578125 39.3125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-51\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(258.964498 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_5\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"332.140684\" xlink:href=\"#mcbf8caebe3\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_5\">\r\n",
|
|||
|
|
" <!-- 4 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 37.796875 64.3125 \r\n",
|
|||
|
|
"L 12.890625 25.390625 \r\n",
|
|||
|
|
"L 37.796875 25.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 35.203125 72.90625 \r\n",
|
|||
|
|
"L 47.609375 72.90625 \r\n",
|
|||
|
|
"L 47.609375 25.390625 \r\n",
|
|||
|
|
"L 58.015625 25.390625 \r\n",
|
|||
|
|
"L 58.015625 17.1875 \r\n",
|
|||
|
|
"L 47.609375 17.1875 \r\n",
|
|||
|
|
"L 47.609375 0 \r\n",
|
|||
|
|
"L 37.796875 0 \r\n",
|
|||
|
|
"L 37.796875 17.1875 \r\n",
|
|||
|
|
"L 4.890625 17.1875 \r\n",
|
|||
|
|
"L 4.890625 26.703125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(328.959434 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_6\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"402.135621\" xlink:href=\"#mcbf8caebe3\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_6\">\r\n",
|
|||
|
|
" <!-- 5 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.796875 72.90625 \r\n",
|
|||
|
|
"L 49.515625 72.90625 \r\n",
|
|||
|
|
"L 49.515625 64.59375 \r\n",
|
|||
|
|
"L 19.828125 64.59375 \r\n",
|
|||
|
|
"L 19.828125 46.734375 \r\n",
|
|||
|
|
"Q 21.96875 47.46875 24.109375 47.828125 \r\n",
|
|||
|
|
"Q 26.265625 48.1875 28.421875 48.1875 \r\n",
|
|||
|
|
"Q 40.625 48.1875 47.75 41.5 \r\n",
|
|||
|
|
"Q 54.890625 34.8125 54.890625 23.390625 \r\n",
|
|||
|
|
"Q 54.890625 11.625 47.5625 5.09375 \r\n",
|
|||
|
|
"Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
|
|||
|
|
"Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
|
|||
|
|
"Q 12.796875 0.140625 7.71875 1.703125 \r\n",
|
|||
|
|
"L 7.71875 11.625 \r\n",
|
|||
|
|
"Q 12.109375 9.234375 16.796875 8.0625 \r\n",
|
|||
|
|
"Q 21.484375 6.890625 26.703125 6.890625 \r\n",
|
|||
|
|
"Q 35.15625 6.890625 40.078125 11.328125 \r\n",
|
|||
|
|
"Q 45.015625 15.765625 45.015625 23.390625 \r\n",
|
|||
|
|
"Q 45.015625 31 40.078125 35.4375 \r\n",
|
|||
|
|
"Q 35.15625 39.890625 26.703125 39.890625 \r\n",
|
|||
|
|
"Q 22.75 39.890625 18.8125 39.015625 \r\n",
|
|||
|
|
"Q 14.890625 38.140625 10.796875 36.28125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(398.954371 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_7\">\r\n",
|
|||
|
|
" <g id=\"line2d_7\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"472.130558\" xlink:href=\"#mcbf8caebe3\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_7\">\r\n",
|
|||
|
|
" <!-- 6 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 33.015625 40.375 \r\n",
|
|||
|
|
"Q 26.375 40.375 22.484375 35.828125 \r\n",
|
|||
|
|
"Q 18.609375 31.296875 18.609375 23.390625 \r\n",
|
|||
|
|
"Q 18.609375 15.53125 22.484375 10.953125 \r\n",
|
|||
|
|
"Q 26.375 6.390625 33.015625 6.390625 \r\n",
|
|||
|
|
"Q 39.65625 6.390625 43.53125 10.953125 \r\n",
|
|||
|
|
"Q 47.40625 15.53125 47.40625 23.390625 \r\n",
|
|||
|
|
"Q 47.40625 31.296875 43.53125 35.828125 \r\n",
|
|||
|
|
"Q 39.65625 40.375 33.015625 40.375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.59375 71.296875 \r\n",
|
|||
|
|
"L 52.59375 62.3125 \r\n",
|
|||
|
|
"Q 48.875 64.0625 45.09375 64.984375 \r\n",
|
|||
|
|
"Q 41.3125 65.921875 37.59375 65.921875 \r\n",
|
|||
|
|
"Q 27.828125 65.921875 22.671875 59.328125 \r\n",
|
|||
|
|
"Q 17.53125 52.734375 16.796875 39.40625 \r\n",
|
|||
|
|
"Q 19.671875 43.65625 24.015625 45.921875 \r\n",
|
|||
|
|
"Q 28.375 48.1875 33.59375 48.1875 \r\n",
|
|||
|
|
"Q 44.578125 48.1875 50.953125 41.515625 \r\n",
|
|||
|
|
"Q 57.328125 34.859375 57.328125 23.390625 \r\n",
|
|||
|
|
"Q 57.328125 12.15625 50.6875 5.359375 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
|
|||
|
|
"Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
|
|||
|
|
"Q 6.984375 17.96875 6.984375 36.375 \r\n",
|
|||
|
|
"Q 6.984375 53.65625 15.1875 63.9375 \r\n",
|
|||
|
|
"Q 23.390625 74.21875 37.203125 74.21875 \r\n",
|
|||
|
|
"Q 40.921875 74.21875 44.703125 73.484375 \r\n",
|
|||
|
|
"Q 48.484375 72.75 52.59375 71.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(468.949308 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_8\">\r\n",
|
|||
|
|
" <g id=\"line2d_8\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"542.125494\" xlink:href=\"#mcbf8caebe3\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_8\">\r\n",
|
|||
|
|
" <!-- 7 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 8.203125 72.90625 \r\n",
|
|||
|
|
"L 55.078125 72.90625 \r\n",
|
|||
|
|
"L 55.078125 68.703125 \r\n",
|
|||
|
|
"L 28.609375 0 \r\n",
|
|||
|
|
"L 18.3125 0 \r\n",
|
|||
|
|
"L 43.21875 64.59375 \r\n",
|
|||
|
|
"L 8.203125 64.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-55\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(538.944244 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_9\">\r\n",
|
|||
|
|
" <!-- x -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 54.890625 54.6875 \r\n",
|
|||
|
|
"L 35.109375 28.078125 \r\n",
|
|||
|
|
"L 55.90625 0 \r\n",
|
|||
|
|
"L 45.3125 0 \r\n",
|
|||
|
|
"L 29.390625 21.484375 \r\n",
|
|||
|
|
"L 13.484375 0 \r\n",
|
|||
|
|
"L 2.875 0 \r\n",
|
|||
|
|
"L 24.125 28.609375 \r\n",
|
|||
|
|
"L 4.6875 54.6875 \r\n",
|
|||
|
|
"L 15.28125 54.6875 \r\n",
|
|||
|
|
"L 29.78125 35.203125 \r\n",
|
|||
|
|
"L 44.28125 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-120\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(325.681562 350.315781)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-120\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_2\">\r\n",
|
|||
|
|
" <g id=\"ytick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_9\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L -3.5 0 \r\n",
|
|||
|
|
"\" id=\"m65f1f52dcf\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m65f1f52dcf\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_10\">\r\n",
|
|||
|
|
" <!-- −1.0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.59375 35.5 \r\n",
|
|||
|
|
"L 73.1875 35.5 \r\n",
|
|||
|
|
"L 73.1875 27.203125 \r\n",
|
|||
|
|
"L 10.59375 27.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <path d=\"M 10.6875 12.40625 \r\n",
|
|||
|
|
"L 21 12.40625 \r\n",
|
|||
|
|
"L 21 0 \r\n",
|
|||
|
|
"L 10.6875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-46\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(20.878125 325.838437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_10\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m65f1f52dcf\" y=\"270.199219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_11\">\r\n",
|
|||
|
|
" <!-- −0.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(20.878125 273.998437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_11\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m65f1f52dcf\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_12\">\r\n",
|
|||
|
|
" <!-- 0.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 222.158437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_12\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m65f1f52dcf\" y=\"166.519219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_13\">\r\n",
|
|||
|
|
" <!-- 0.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 170.318437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_13\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m65f1f52dcf\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_14\">\r\n",
|
|||
|
|
" <!-- 1.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 118.478438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_14\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m65f1f52dcf\" y=\"62.839219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_15\">\r\n",
|
|||
|
|
" <!-- 1.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 66.638438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_7\">\r\n",
|
|||
|
|
" <g id=\"line2d_15\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m65f1f52dcf\" y=\"10.999219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_16\">\r\n",
|
|||
|
|
" <!-- 2.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 14.798438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_17\">\r\n",
|
|||
|
|
" <!-- Iris setosa? -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 9.8125 72.90625 \r\n",
|
|||
|
|
"L 19.671875 72.90625 \r\n",
|
|||
|
|
"L 19.671875 0 \r\n",
|
|||
|
|
"L 9.8125 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-73\"/>\r\n",
|
|||
|
|
" <path d=\"M 41.109375 46.296875 \r\n",
|
|||
|
|
"Q 39.59375 47.171875 37.8125 47.578125 \r\n",
|
|||
|
|
"Q 36.03125 48 33.890625 48 \r\n",
|
|||
|
|
"Q 26.265625 48 22.1875 43.046875 \r\n",
|
|||
|
|
"Q 18.109375 38.09375 18.109375 28.8125 \r\n",
|
|||
|
|
"L 18.109375 0 \r\n",
|
|||
|
|
"L 9.078125 0 \r\n",
|
|||
|
|
"L 9.078125 54.6875 \r\n",
|
|||
|
|
"L 18.109375 54.6875 \r\n",
|
|||
|
|
"L 18.109375 46.1875 \r\n",
|
|||
|
|
"Q 20.953125 51.171875 25.484375 53.578125 \r\n",
|
|||
|
|
"Q 30.03125 56 36.53125 56 \r\n",
|
|||
|
|
"Q 37.453125 56 38.578125 55.875 \r\n",
|
|||
|
|
"Q 39.703125 55.765625 41.0625 55.515625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <path d=\"M 9.421875 54.6875 \r\n",
|
|||
|
|
"L 18.40625 54.6875 \r\n",
|
|||
|
|
"L 18.40625 0 \r\n",
|
|||
|
|
"L 9.421875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 9.421875 75.984375 \r\n",
|
|||
|
|
"L 18.40625 75.984375 \r\n",
|
|||
|
|
"L 18.40625 64.59375 \r\n",
|
|||
|
|
"L 9.421875 64.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-105\"/>\r\n",
|
|||
|
|
" <path d=\"M 44.28125 53.078125 \r\n",
|
|||
|
|
"L 44.28125 44.578125 \r\n",
|
|||
|
|
"Q 40.484375 46.53125 36.375 47.5 \r\n",
|
|||
|
|
"Q 32.28125 48.484375 27.875 48.484375 \r\n",
|
|||
|
|
"Q 21.1875 48.484375 17.84375 46.4375 \r\n",
|
|||
|
|
"Q 14.5 44.390625 14.5 40.28125 \r\n",
|
|||
|
|
"Q 14.5 37.15625 16.890625 35.375 \r\n",
|
|||
|
|
"Q 19.28125 33.59375 26.515625 31.984375 \r\n",
|
|||
|
|
"L 29.59375 31.296875 \r\n",
|
|||
|
|
"Q 39.15625 29.25 43.1875 25.515625 \r\n",
|
|||
|
|
"Q 47.21875 21.78125 47.21875 15.09375 \r\n",
|
|||
|
|
"Q 47.21875 7.46875 41.1875 3.015625 \r\n",
|
|||
|
|
"Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
|
|||
|
|
"Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
|
|||
|
|
"Q 10.6875 0.296875 5.421875 2 \r\n",
|
|||
|
|
"L 5.421875 11.28125 \r\n",
|
|||
|
|
"Q 10.40625 8.6875 15.234375 7.390625 \r\n",
|
|||
|
|
"Q 20.0625 6.109375 24.8125 6.109375 \r\n",
|
|||
|
|
"Q 31.15625 6.109375 34.5625 8.28125 \r\n",
|
|||
|
|
"Q 37.984375 10.453125 37.984375 14.40625 \r\n",
|
|||
|
|
"Q 37.984375 18.0625 35.515625 20.015625 \r\n",
|
|||
|
|
"Q 33.0625 21.96875 24.703125 23.78125 \r\n",
|
|||
|
|
"L 21.578125 24.515625 \r\n",
|
|||
|
|
"Q 13.234375 26.265625 9.515625 29.90625 \r\n",
|
|||
|
|
"Q 5.8125 33.546875 5.8125 39.890625 \r\n",
|
|||
|
|
"Q 5.8125 47.609375 11.28125 51.796875 \r\n",
|
|||
|
|
"Q 16.75 56 26.8125 56 \r\n",
|
|||
|
|
"Q 31.78125 56 36.171875 55.265625 \r\n",
|
|||
|
|
"Q 40.578125 54.546875 44.28125 53.078125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <path id=\"DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <path d=\"M 56.203125 29.59375 \r\n",
|
|||
|
|
"L 56.203125 25.203125 \r\n",
|
|||
|
|
"L 14.890625 25.203125 \r\n",
|
|||
|
|
"Q 15.484375 15.921875 20.484375 11.0625 \r\n",
|
|||
|
|
"Q 25.484375 6.203125 34.421875 6.203125 \r\n",
|
|||
|
|
"Q 39.59375 6.203125 44.453125 7.46875 \r\n",
|
|||
|
|
"Q 49.3125 8.734375 54.109375 11.28125 \r\n",
|
|||
|
|
"L 54.109375 2.78125 \r\n",
|
|||
|
|
"Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
|
|||
|
|
"Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
|
|||
|
|
"Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
|
|||
|
|
"Q 5.515625 13.8125 5.515625 26.8125 \r\n",
|
|||
|
|
"Q 5.515625 40.234375 12.765625 48.109375 \r\n",
|
|||
|
|
"Q 20.015625 56 32.328125 56 \r\n",
|
|||
|
|
"Q 43.359375 56 49.78125 48.890625 \r\n",
|
|||
|
|
"Q 56.203125 41.796875 56.203125 29.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 47.21875 32.234375 \r\n",
|
|||
|
|
"Q 47.125 39.59375 43.09375 43.984375 \r\n",
|
|||
|
|
"Q 39.0625 48.390625 32.421875 48.390625 \r\n",
|
|||
|
|
"Q 24.90625 48.390625 20.390625 44.140625 \r\n",
|
|||
|
|
"Q 15.875 39.890625 15.1875 32.171875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-101\"/>\r\n",
|
|||
|
|
" <path d=\"M 18.3125 70.21875 \r\n",
|
|||
|
|
"L 18.3125 54.6875 \r\n",
|
|||
|
|
"L 36.8125 54.6875 \r\n",
|
|||
|
|
"L 36.8125 47.703125 \r\n",
|
|||
|
|
"L 18.3125 47.703125 \r\n",
|
|||
|
|
"L 18.3125 18.015625 \r\n",
|
|||
|
|
"Q 18.3125 11.328125 20.140625 9.421875 \r\n",
|
|||
|
|
"Q 21.96875 7.515625 27.59375 7.515625 \r\n",
|
|||
|
|
"L 36.8125 7.515625 \r\n",
|
|||
|
|
"L 36.8125 0 \r\n",
|
|||
|
|
"L 27.59375 0 \r\n",
|
|||
|
|
"Q 17.1875 0 13.234375 3.875 \r\n",
|
|||
|
|
"Q 9.28125 7.765625 9.28125 18.015625 \r\n",
|
|||
|
|
"L 9.28125 47.703125 \r\n",
|
|||
|
|
"L 2.6875 47.703125 \r\n",
|
|||
|
|
"L 2.6875 54.6875 \r\n",
|
|||
|
|
"L 9.28125 54.6875 \r\n",
|
|||
|
|
"L 9.28125 70.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-116\"/>\r\n",
|
|||
|
|
" <path d=\"M 30.609375 48.390625 \r\n",
|
|||
|
|
"Q 23.390625 48.390625 19.1875 42.75 \r\n",
|
|||
|
|
"Q 14.984375 37.109375 14.984375 27.296875 \r\n",
|
|||
|
|
"Q 14.984375 17.484375 19.15625 11.84375 \r\n",
|
|||
|
|
"Q 23.34375 6.203125 30.609375 6.203125 \r\n",
|
|||
|
|
"Q 37.796875 6.203125 41.984375 11.859375 \r\n",
|
|||
|
|
"Q 46.1875 17.53125 46.1875 27.296875 \r\n",
|
|||
|
|
"Q 46.1875 37.015625 41.984375 42.703125 \r\n",
|
|||
|
|
"Q 37.796875 48.390625 30.609375 48.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 30.609375 56 \r\n",
|
|||
|
|
"Q 42.328125 56 49.015625 48.375 \r\n",
|
|||
|
|
"Q 55.71875 40.765625 55.71875 27.296875 \r\n",
|
|||
|
|
"Q 55.71875 13.875 49.015625 6.21875 \r\n",
|
|||
|
|
"Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
|
|||
|
|
"Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
|
|||
|
|
"Q 5.515625 13.875 5.515625 27.296875 \r\n",
|
|||
|
|
"Q 5.515625 40.765625 12.171875 48.375 \r\n",
|
|||
|
|
"Q 18.84375 56 30.609375 56 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-111\"/>\r\n",
|
|||
|
|
" <path d=\"M 34.28125 27.484375 \r\n",
|
|||
|
|
"Q 23.390625 27.484375 19.1875 25 \r\n",
|
|||
|
|
"Q 14.984375 22.515625 14.984375 16.5 \r\n",
|
|||
|
|
"Q 14.984375 11.71875 18.140625 8.90625 \r\n",
|
|||
|
|
"Q 21.296875 6.109375 26.703125 6.109375 \r\n",
|
|||
|
|
"Q 34.1875 6.109375 38.703125 11.40625 \r\n",
|
|||
|
|
"Q 43.21875 16.703125 43.21875 25.484375 \r\n",
|
|||
|
|
"L 43.21875 27.484375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.203125 31.203125 \r\n",
|
|||
|
|
"L 52.203125 0 \r\n",
|
|||
|
|
"L 43.21875 0 \r\n",
|
|||
|
|
"L 43.21875 8.296875 \r\n",
|
|||
|
|
"Q 40.140625 3.328125 35.546875 0.953125 \r\n",
|
|||
|
|
"Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
|
|||
|
|
"Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
|
|||
|
|
"Q 6 8.015625 6 15.921875 \r\n",
|
|||
|
|
"Q 6 25.140625 12.171875 29.828125 \r\n",
|
|||
|
|
"Q 18.359375 34.515625 30.609375 34.515625 \r\n",
|
|||
|
|
"L 43.21875 34.515625 \r\n",
|
|||
|
|
"L 43.21875 35.40625 \r\n",
|
|||
|
|
"Q 43.21875 41.609375 39.140625 45 \r\n",
|
|||
|
|
"Q 35.0625 48.390625 27.6875 48.390625 \r\n",
|
|||
|
|
"Q 23 48.390625 18.546875 47.265625 \r\n",
|
|||
|
|
"Q 14.109375 46.140625 10.015625 43.890625 \r\n",
|
|||
|
|
"L 10.015625 52.203125 \r\n",
|
|||
|
|
"Q 14.9375 54.109375 19.578125 55.046875 \r\n",
|
|||
|
|
"Q 24.21875 56 28.609375 56 \r\n",
|
|||
|
|
"Q 40.484375 56 46.34375 49.84375 \r\n",
|
|||
|
|
"Q 52.203125 43.703125 52.203125 31.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <path d=\"M 19.09375 12.40625 \r\n",
|
|||
|
|
"L 29 12.40625 \r\n",
|
|||
|
|
"L 29 0 \r\n",
|
|||
|
|
"L 19.09375 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 28.71875 19.578125 \r\n",
|
|||
|
|
"L 19.390625 19.578125 \r\n",
|
|||
|
|
"L 19.390625 27.09375 \r\n",
|
|||
|
|
"Q 19.390625 32.03125 20.75 35.203125 \r\n",
|
|||
|
|
"Q 22.125 38.375 26.515625 42.578125 \r\n",
|
|||
|
|
"L 30.90625 46.921875 \r\n",
|
|||
|
|
"Q 33.6875 49.515625 34.9375 51.8125 \r\n",
|
|||
|
|
"Q 36.1875 54.109375 36.1875 56.5 \r\n",
|
|||
|
|
"Q 36.1875 60.84375 32.984375 63.53125 \r\n",
|
|||
|
|
"Q 29.78125 66.21875 24.515625 66.21875 \r\n",
|
|||
|
|
"Q 20.65625 66.21875 16.28125 64.5 \r\n",
|
|||
|
|
"Q 11.921875 62.796875 7.171875 59.515625 \r\n",
|
|||
|
|
"L 7.171875 68.703125 \r\n",
|
|||
|
|
"Q 11.765625 71.484375 16.46875 72.84375 \r\n",
|
|||
|
|
"Q 21.1875 74.21875 26.21875 74.21875 \r\n",
|
|||
|
|
"Q 35.203125 74.21875 40.640625 69.484375 \r\n",
|
|||
|
|
"Q 46.09375 64.75 46.09375 56.984375 \r\n",
|
|||
|
|
"Q 46.09375 53.265625 44.328125 49.921875 \r\n",
|
|||
|
|
"Q 42.578125 46.578125 38.1875 42.390625 \r\n",
|
|||
|
|
"L 33.890625 38.1875 \r\n",
|
|||
|
|
"Q 31.59375 35.890625 30.640625 34.59375 \r\n",
|
|||
|
|
"Q 29.6875 33.296875 29.296875 32.078125 \r\n",
|
|||
|
|
"Q 29 31.0625 28.859375 29.59375 \r\n",
|
|||
|
|
"Q 28.71875 28.125 28.71875 25.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-63\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(14.798438 194.655937)rotate(-90)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-73\"/>\r\n",
|
|||
|
|
" <use x=\"29.492188\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <use x=\"70.605469\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
|
|||
|
|
" <use x=\"98.388672\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"150.488281\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <use x=\"182.275391\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"234.375\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
|
|||
|
|
" <use x=\"295.898438\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
|
|||
|
|
" <use x=\"335.107422\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
|
|||
|
|
" <use x=\"396.289062\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"448.388672\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <use x=\"509.667969\" xlink:href=\"#DejaVuSans-63\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_16\">\r\n",
|
|||
|
|
" <path clip-path=\"url(#pf24d3b6141)\" d=\"M 52.160938 90.800709 \r\n",
|
|||
|
|
"L 605.120937 287.486853 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_3\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 52.160938 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_4\">\r\n",
|
|||
|
|
" <path d=\"M 605.120937 322.039219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_5\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 605.120937 322.039219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_6\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 10.999219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"legend_1\">\r\n",
|
|||
|
|
" <g id=\"patch_7\">\r\n",
|
|||
|
|
" <path d=\"M 505.190937 353.119219 \r\n",
|
|||
|
|
"L 663.440937 353.119219 \r\n",
|
|||
|
|
"Q 666.440937 353.119219 666.440937 350.119219 \r\n",
|
|||
|
|
"L 666.440937 307.554375 \r\n",
|
|||
|
|
"Q 666.440937 304.554375 663.440937 304.554375 \r\n",
|
|||
|
|
"L 505.190937 304.554375 \r\n",
|
|||
|
|
"Q 502.190937 304.554375 502.190937 307.554375 \r\n",
|
|||
|
|
"L 502.190937 350.119219 \r\n",
|
|||
|
|
"Q 502.190937 353.119219 505.190937 353.119219 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_17\">\r\n",
|
|||
|
|
" <path d=\"M 508.190937 316.702031 \r\n",
|
|||
|
|
"L 538.190937 316.702031 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_18\"/>\r\n",
|
|||
|
|
" <g id=\"text_18\">\r\n",
|
|||
|
|
" <!-- $y=1.2-0.24x$ -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 24.8125 -5.078125 \r\n",
|
|||
|
|
"Q 18.5625 -15.578125 14.625 -18.1875 \r\n",
|
|||
|
|
"Q 10.6875 -20.796875 4.59375 -20.796875 \r\n",
|
|||
|
|
"L -2.484375 -20.796875 \r\n",
|
|||
|
|
"L -0.984375 -13.28125 \r\n",
|
|||
|
|
"L 4.203125 -13.28125 \r\n",
|
|||
|
|
"Q 7.953125 -13.28125 10.59375 -11.234375 \r\n",
|
|||
|
|
"Q 13.234375 -9.1875 16.5 -3.21875 \r\n",
|
|||
|
|
"L 19.28125 2 \r\n",
|
|||
|
|
"L 7.171875 54.6875 \r\n",
|
|||
|
|
"L 16.703125 54.6875 \r\n",
|
|||
|
|
"L 25.78125 12.796875 \r\n",
|
|||
|
|
"L 50.875 54.6875 \r\n",
|
|||
|
|
"L 60.296875 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-Oblique-121\"/>\r\n",
|
|||
|
|
" <path d=\"M 10.59375 45.40625 \r\n",
|
|||
|
|
"L 73.1875 45.40625 \r\n",
|
|||
|
|
"L 73.1875 37.203125 \r\n",
|
|||
|
|
"L 10.59375 37.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 10.59375 25.484375 \r\n",
|
|||
|
|
"L 73.1875 25.484375 \r\n",
|
|||
|
|
"L 73.1875 17.1875 \r\n",
|
|||
|
|
"L 10.59375 17.1875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-61\"/>\r\n",
|
|||
|
|
" <path d=\"M 60.015625 54.6875 \r\n",
|
|||
|
|
"L 34.90625 27.875 \r\n",
|
|||
|
|
"L 50.296875 0 \r\n",
|
|||
|
|
"L 39.984375 0 \r\n",
|
|||
|
|
"L 28.421875 21.6875 \r\n",
|
|||
|
|
"L 8.296875 0 \r\n",
|
|||
|
|
"L -2.59375 0 \r\n",
|
|||
|
|
"L 24.3125 28.8125 \r\n",
|
|||
|
|
"L 10.015625 54.6875 \r\n",
|
|||
|
|
"L 20.3125 54.6875 \r\n",
|
|||
|
|
"L 30.8125 34.90625 \r\n",
|
|||
|
|
"L 49.125 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-Oblique-120\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(550.190937 321.952031)scale(0.15 -0.15)\">\r\n",
|
|||
|
|
" <use transform=\"translate(0 0.78125)\" xlink:href=\"#DejaVuSans-Oblique-121\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(78.662109 0.78125)\" xlink:href=\"#DejaVuSans-61\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(181.933594 0.78125)\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(245.556641 0.78125)\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(271.84375 0.78125)\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(354.949219 0.78125)\" xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(458.220703 0.78125)\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(521.84375 0.78125)\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(548.130859 0.78125)\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(611.753906 0.78125)\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(675.376953 0.78125)\" xlink:href=\"#DejaVuSans-Oblique-120\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"PathCollection_2\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"523.190937\" xlink:href=\"#m232315c127\" y=\"340.062187\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_19\">\r\n",
|
|||
|
|
" <!-- Dane -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 19.671875 64.796875 \r\n",
|
|||
|
|
"L 19.671875 8.109375 \r\n",
|
|||
|
|
"L 31.59375 8.109375 \r\n",
|
|||
|
|
"Q 46.6875 8.109375 53.6875 14.9375 \r\n",
|
|||
|
|
"Q 60.6875 21.78125 60.6875 36.53125 \r\n",
|
|||
|
|
"Q 60.6875 51.171875 53.6875 57.984375 \r\n",
|
|||
|
|
"Q 46.6875 64.796875 31.59375 64.796875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 9.8125 72.90625 \r\n",
|
|||
|
|
"L 30.078125 72.90625 \r\n",
|
|||
|
|
"Q 51.265625 72.90625 61.171875 64.09375 \r\n",
|
|||
|
|
"Q 71.09375 55.28125 71.09375 36.53125 \r\n",
|
|||
|
|
"Q 71.09375 17.671875 61.125 8.828125 \r\n",
|
|||
|
|
"Q 51.171875 0 30.078125 0 \r\n",
|
|||
|
|
"L 9.8125 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-68\"/>\r\n",
|
|||
|
|
" <path d=\"M 54.890625 33.015625 \r\n",
|
|||
|
|
"L 54.890625 0 \r\n",
|
|||
|
|
"L 45.90625 0 \r\n",
|
|||
|
|
"L 45.90625 32.71875 \r\n",
|
|||
|
|
"Q 45.90625 40.484375 42.875 44.328125 \r\n",
|
|||
|
|
"Q 39.84375 48.1875 33.796875 48.1875 \r\n",
|
|||
|
|
"Q 26.515625 48.1875 22.3125 43.546875 \r\n",
|
|||
|
|
"Q 18.109375 38.921875 18.109375 30.90625 \r\n",
|
|||
|
|
"L 18.109375 0 \r\n",
|
|||
|
|
"L 9.078125 0 \r\n",
|
|||
|
|
"L 9.078125 54.6875 \r\n",
|
|||
|
|
"L 18.109375 54.6875 \r\n",
|
|||
|
|
"L 18.109375 46.1875 \r\n",
|
|||
|
|
"Q 21.34375 51.125 25.703125 53.5625 \r\n",
|
|||
|
|
"Q 30.078125 56 35.796875 56 \r\n",
|
|||
|
|
"Q 45.21875 56 50.046875 50.171875 \r\n",
|
|||
|
|
"Q 54.890625 44.34375 54.890625 33.015625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-110\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(550.190937 343.999687)scale(0.15 -0.15)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-68\"/>\r\n",
|
|||
|
|
" <use x=\"77.001953\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <use x=\"138.28125\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
|
|||
|
|
" <use x=\"201.660156\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <clipPath id=\"pf24d3b6141\">\r\n",
|
|||
|
|
" <rect height=\"311.04\" width=\"552.96\" x=\"52.160938\" y=\"10.999219\"/>\r\n",
|
|||
|
|
" </clipPath>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
"</svg>\r\n"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 691.2x388.8 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {
|
|||
|
|
"needs_background": "light"
|
|||
|
|
},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"fig = regdotsMx(XMx3, yMx3, 'x', 'Iris setosa?')\n",
|
|||
|
|
"reglineMx(fig, hMx, theta_e3, XMx3)\n",
|
|||
|
|
"legend(fig)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"A gdyby tak przyjąć, że klasyfikator zwraca $1$ dla $h(x) > 0.5$ i $0$ w przeciwnym przypadku?"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 7,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/svg+xml": [
|
|||
|
|
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
|
|||
|
|
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
|
|||
|
|
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
|
|||
|
|
"<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
|
|||
|
|
"<svg height=\"360.619219pt\" version=\"1.1\" viewBox=\"0 0 673.940937 360.619219\" width=\"673.940937pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <style type=\"text/css\">\r\n",
|
|||
|
|
"*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
|
|||
|
|
" </style>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g id=\"figure_1\">\r\n",
|
|||
|
|
" <g id=\"patch_1\">\r\n",
|
|||
|
|
" <path d=\"M 0 360.619219 \r\n",
|
|||
|
|
"L 673.940937 360.619219 \r\n",
|
|||
|
|
"L 673.940937 0 \r\n",
|
|||
|
|
"L 0 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:none;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"axes_1\">\r\n",
|
|||
|
|
" <g id=\"patch_2\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 605.120937 322.039219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"L 52.160938 10.999219 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:#ffffff;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"PathCollection_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 3.535534 \r\n",
|
|||
|
|
"C 0.937635 3.535534 1.836992 3.163008 2.5 2.5 \r\n",
|
|||
|
|
"C 3.163008 1.836992 3.535534 0.937635 3.535534 0 \r\n",
|
|||
|
|
"C 3.535534 -0.937635 3.163008 -1.836992 2.5 -2.5 \r\n",
|
|||
|
|
"C 1.836992 -3.163008 0.937635 -3.535534 0 -3.535534 \r\n",
|
|||
|
|
"C -0.937635 -3.535534 -1.836992 -3.163008 -2.5 -2.5 \r\n",
|
|||
|
|
"C -3.163008 -1.836992 -3.535534 -0.937635 -3.535534 0 \r\n",
|
|||
|
|
"C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n",
|
|||
|
|
"C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"m7929664e08\" style=\"stroke:#ff0000;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g clip-path=\"url(#pfbc61ad00b)\">\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"297.143216\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"297.143216\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.151317\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"521.127013\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.154862\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"304.14271\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"311.142203\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"500.128532\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.151317\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"423.134102\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"423.134102\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"353.139165\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.144229\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"122.155874\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"430.133596\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"353.139165\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"318.141697\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"416.134608\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"493.129039\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"465.131064\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"262.145748\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"472.130558\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"521.127013\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"416.134608\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.144229\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"535.126001\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"514.12752\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"465.131064\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"472.130558\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"129.155368\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.154862\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#m7929664e08\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"430.133596\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#m7929664e08\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_1\">\r\n",
|
|||
|
|
" <g id=\"xtick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L 0 3.5 \r\n",
|
|||
|
|
"\" id=\"m9e8fb08043\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m9e8fb08043\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_1\">\r\n",
|
|||
|
|
" <!-- 0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 31.78125 66.40625 \r\n",
|
|||
|
|
"Q 24.171875 66.40625 20.328125 58.90625 \r\n",
|
|||
|
|
"Q 16.5 51.421875 16.5 36.375 \r\n",
|
|||
|
|
"Q 16.5 21.390625 20.328125 13.890625 \r\n",
|
|||
|
|
"Q 24.171875 6.390625 31.78125 6.390625 \r\n",
|
|||
|
|
"Q 39.453125 6.390625 43.28125 13.890625 \r\n",
|
|||
|
|
"Q 47.125 21.390625 47.125 36.375 \r\n",
|
|||
|
|
"Q 47.125 51.421875 43.28125 58.90625 \r\n",
|
|||
|
|
"Q 39.453125 66.40625 31.78125 66.40625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 31.78125 74.21875 \r\n",
|
|||
|
|
"Q 44.046875 74.21875 50.515625 64.515625 \r\n",
|
|||
|
|
"Q 56.984375 54.828125 56.984375 36.375 \r\n",
|
|||
|
|
"Q 56.984375 17.96875 50.515625 8.265625 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
|
|||
|
|
"Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
|
|||
|
|
"Q 6.59375 17.96875 6.59375 36.375 \r\n",
|
|||
|
|
"Q 6.59375 54.828125 13.0625 64.515625 \r\n",
|
|||
|
|
"Q 19.53125 74.21875 31.78125 74.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(48.979688 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_2\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"122.155874\" xlink:href=\"#m9e8fb08043\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_2\">\r\n",
|
|||
|
|
" <!-- 1 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 12.40625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 63.921875 \r\n",
|
|||
|
|
"L 10.984375 60.40625 \r\n",
|
|||
|
|
"L 10.984375 69.390625 \r\n",
|
|||
|
|
"L 28.421875 72.90625 \r\n",
|
|||
|
|
"L 38.28125 72.90625 \r\n",
|
|||
|
|
"L 38.28125 8.296875 \r\n",
|
|||
|
|
"L 54.390625 8.296875 \r\n",
|
|||
|
|
"L 54.390625 0 \r\n",
|
|||
|
|
"L 12.40625 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(118.974624 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_3\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"192.150811\" xlink:href=\"#m9e8fb08043\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_3\">\r\n",
|
|||
|
|
" <!-- 2 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 19.1875 8.296875 \r\n",
|
|||
|
|
"L 53.609375 8.296875 \r\n",
|
|||
|
|
"L 53.609375 0 \r\n",
|
|||
|
|
"L 7.328125 0 \r\n",
|
|||
|
|
"L 7.328125 8.296875 \r\n",
|
|||
|
|
"Q 12.9375 14.109375 22.625 23.890625 \r\n",
|
|||
|
|
"Q 32.328125 33.6875 34.8125 36.53125 \r\n",
|
|||
|
|
"Q 39.546875 41.84375 41.421875 45.53125 \r\n",
|
|||
|
|
"Q 43.3125 49.21875 43.3125 52.78125 \r\n",
|
|||
|
|
"Q 43.3125 58.59375 39.234375 62.25 \r\n",
|
|||
|
|
"Q 35.15625 65.921875 28.609375 65.921875 \r\n",
|
|||
|
|
"Q 23.96875 65.921875 18.8125 64.3125 \r\n",
|
|||
|
|
"Q 13.671875 62.703125 7.8125 59.421875 \r\n",
|
|||
|
|
"L 7.8125 69.390625 \r\n",
|
|||
|
|
"Q 13.765625 71.78125 18.9375 73 \r\n",
|
|||
|
|
"Q 24.125 74.21875 28.421875 74.21875 \r\n",
|
|||
|
|
"Q 39.75 74.21875 46.484375 68.546875 \r\n",
|
|||
|
|
"Q 53.21875 62.890625 53.21875 53.421875 \r\n",
|
|||
|
|
"Q 53.21875 48.921875 51.53125 44.890625 \r\n",
|
|||
|
|
"Q 49.859375 40.875 45.40625 35.40625 \r\n",
|
|||
|
|
"Q 44.1875 33.984375 37.640625 27.21875 \r\n",
|
|||
|
|
"Q 31.109375 20.453125 19.1875 8.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(188.969561 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_4\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"262.145748\" xlink:href=\"#m9e8fb08043\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_4\">\r\n",
|
|||
|
|
" <!-- 3 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 40.578125 39.3125 \r\n",
|
|||
|
|
"Q 47.65625 37.796875 51.625 33 \r\n",
|
|||
|
|
"Q 55.609375 28.21875 55.609375 21.1875 \r\n",
|
|||
|
|
"Q 55.609375 10.40625 48.1875 4.484375 \r\n",
|
|||
|
|
"Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
|
|||
|
|
"Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
|
|||
|
|
"Q 12.796875 0.390625 7.625 2.203125 \r\n",
|
|||
|
|
"L 7.625 11.71875 \r\n",
|
|||
|
|
"Q 11.71875 9.328125 16.59375 8.109375 \r\n",
|
|||
|
|
"Q 21.484375 6.890625 26.8125 6.890625 \r\n",
|
|||
|
|
"Q 36.078125 6.890625 40.9375 10.546875 \r\n",
|
|||
|
|
"Q 45.796875 14.203125 45.796875 21.1875 \r\n",
|
|||
|
|
"Q 45.796875 27.640625 41.28125 31.265625 \r\n",
|
|||
|
|
"Q 36.765625 34.90625 28.71875 34.90625 \r\n",
|
|||
|
|
"L 20.21875 34.90625 \r\n",
|
|||
|
|
"L 20.21875 43.015625 \r\n",
|
|||
|
|
"L 29.109375 43.015625 \r\n",
|
|||
|
|
"Q 36.375 43.015625 40.234375 45.921875 \r\n",
|
|||
|
|
"Q 44.09375 48.828125 44.09375 54.296875 \r\n",
|
|||
|
|
"Q 44.09375 59.90625 40.109375 62.90625 \r\n",
|
|||
|
|
"Q 36.140625 65.921875 28.71875 65.921875 \r\n",
|
|||
|
|
"Q 24.65625 65.921875 20.015625 65.03125 \r\n",
|
|||
|
|
"Q 15.375 64.15625 9.8125 62.3125 \r\n",
|
|||
|
|
"L 9.8125 71.09375 \r\n",
|
|||
|
|
"Q 15.4375 72.65625 20.34375 73.4375 \r\n",
|
|||
|
|
"Q 25.25 74.21875 29.59375 74.21875 \r\n",
|
|||
|
|
"Q 40.828125 74.21875 47.359375 69.109375 \r\n",
|
|||
|
|
"Q 53.90625 64.015625 53.90625 55.328125 \r\n",
|
|||
|
|
"Q 53.90625 49.265625 50.4375 45.09375 \r\n",
|
|||
|
|
"Q 46.96875 40.921875 40.578125 39.3125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-51\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(258.964498 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_5\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"332.140684\" xlink:href=\"#m9e8fb08043\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_5\">\r\n",
|
|||
|
|
" <!-- 4 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 37.796875 64.3125 \r\n",
|
|||
|
|
"L 12.890625 25.390625 \r\n",
|
|||
|
|
"L 37.796875 25.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 35.203125 72.90625 \r\n",
|
|||
|
|
"L 47.609375 72.90625 \r\n",
|
|||
|
|
"L 47.609375 25.390625 \r\n",
|
|||
|
|
"L 58.015625 25.390625 \r\n",
|
|||
|
|
"L 58.015625 17.1875 \r\n",
|
|||
|
|
"L 47.609375 17.1875 \r\n",
|
|||
|
|
"L 47.609375 0 \r\n",
|
|||
|
|
"L 37.796875 0 \r\n",
|
|||
|
|
"L 37.796875 17.1875 \r\n",
|
|||
|
|
"L 4.890625 17.1875 \r\n",
|
|||
|
|
"L 4.890625 26.703125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(328.959434 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_6\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"402.135621\" xlink:href=\"#m9e8fb08043\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_6\">\r\n",
|
|||
|
|
" <!-- 5 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.796875 72.90625 \r\n",
|
|||
|
|
"L 49.515625 72.90625 \r\n",
|
|||
|
|
"L 49.515625 64.59375 \r\n",
|
|||
|
|
"L 19.828125 64.59375 \r\n",
|
|||
|
|
"L 19.828125 46.734375 \r\n",
|
|||
|
|
"Q 21.96875 47.46875 24.109375 47.828125 \r\n",
|
|||
|
|
"Q 26.265625 48.1875 28.421875 48.1875 \r\n",
|
|||
|
|
"Q 40.625 48.1875 47.75 41.5 \r\n",
|
|||
|
|
"Q 54.890625 34.8125 54.890625 23.390625 \r\n",
|
|||
|
|
"Q 54.890625 11.625 47.5625 5.09375 \r\n",
|
|||
|
|
"Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
|
|||
|
|
"Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
|
|||
|
|
"Q 12.796875 0.140625 7.71875 1.703125 \r\n",
|
|||
|
|
"L 7.71875 11.625 \r\n",
|
|||
|
|
"Q 12.109375 9.234375 16.796875 8.0625 \r\n",
|
|||
|
|
"Q 21.484375 6.890625 26.703125 6.890625 \r\n",
|
|||
|
|
"Q 35.15625 6.890625 40.078125 11.328125 \r\n",
|
|||
|
|
"Q 45.015625 15.765625 45.015625 23.390625 \r\n",
|
|||
|
|
"Q 45.015625 31 40.078125 35.4375 \r\n",
|
|||
|
|
"Q 35.15625 39.890625 26.703125 39.890625 \r\n",
|
|||
|
|
"Q 22.75 39.890625 18.8125 39.015625 \r\n",
|
|||
|
|
"Q 14.890625 38.140625 10.796875 36.28125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(398.954371 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_7\">\r\n",
|
|||
|
|
" <g id=\"line2d_7\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"472.130558\" xlink:href=\"#m9e8fb08043\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_7\">\r\n",
|
|||
|
|
" <!-- 6 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 33.015625 40.375 \r\n",
|
|||
|
|
"Q 26.375 40.375 22.484375 35.828125 \r\n",
|
|||
|
|
"Q 18.609375 31.296875 18.609375 23.390625 \r\n",
|
|||
|
|
"Q 18.609375 15.53125 22.484375 10.953125 \r\n",
|
|||
|
|
"Q 26.375 6.390625 33.015625 6.390625 \r\n",
|
|||
|
|
"Q 39.65625 6.390625 43.53125 10.953125 \r\n",
|
|||
|
|
"Q 47.40625 15.53125 47.40625 23.390625 \r\n",
|
|||
|
|
"Q 47.40625 31.296875 43.53125 35.828125 \r\n",
|
|||
|
|
"Q 39.65625 40.375 33.015625 40.375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.59375 71.296875 \r\n",
|
|||
|
|
"L 52.59375 62.3125 \r\n",
|
|||
|
|
"Q 48.875 64.0625 45.09375 64.984375 \r\n",
|
|||
|
|
"Q 41.3125 65.921875 37.59375 65.921875 \r\n",
|
|||
|
|
"Q 27.828125 65.921875 22.671875 59.328125 \r\n",
|
|||
|
|
"Q 17.53125 52.734375 16.796875 39.40625 \r\n",
|
|||
|
|
"Q 19.671875 43.65625 24.015625 45.921875 \r\n",
|
|||
|
|
"Q 28.375 48.1875 33.59375 48.1875 \r\n",
|
|||
|
|
"Q 44.578125 48.1875 50.953125 41.515625 \r\n",
|
|||
|
|
"Q 57.328125 34.859375 57.328125 23.390625 \r\n",
|
|||
|
|
"Q 57.328125 12.15625 50.6875 5.359375 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
|
|||
|
|
"Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
|
|||
|
|
"Q 6.984375 17.96875 6.984375 36.375 \r\n",
|
|||
|
|
"Q 6.984375 53.65625 15.1875 63.9375 \r\n",
|
|||
|
|
"Q 23.390625 74.21875 37.203125 74.21875 \r\n",
|
|||
|
|
"Q 40.921875 74.21875 44.703125 73.484375 \r\n",
|
|||
|
|
"Q 48.484375 72.75 52.59375 71.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(468.949308 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_8\">\r\n",
|
|||
|
|
" <g id=\"line2d_8\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"542.125494\" xlink:href=\"#m9e8fb08043\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_8\">\r\n",
|
|||
|
|
" <!-- 7 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 8.203125 72.90625 \r\n",
|
|||
|
|
"L 55.078125 72.90625 \r\n",
|
|||
|
|
"L 55.078125 68.703125 \r\n",
|
|||
|
|
"L 28.609375 0 \r\n",
|
|||
|
|
"L 18.3125 0 \r\n",
|
|||
|
|
"L 43.21875 64.59375 \r\n",
|
|||
|
|
"L 8.203125 64.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-55\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(538.944244 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_9\">\r\n",
|
|||
|
|
" <!-- x -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 54.890625 54.6875 \r\n",
|
|||
|
|
"L 35.109375 28.078125 \r\n",
|
|||
|
|
"L 55.90625 0 \r\n",
|
|||
|
|
"L 45.3125 0 \r\n",
|
|||
|
|
"L 29.390625 21.484375 \r\n",
|
|||
|
|
"L 13.484375 0 \r\n",
|
|||
|
|
"L 2.875 0 \r\n",
|
|||
|
|
"L 24.125 28.609375 \r\n",
|
|||
|
|
"L 4.6875 54.6875 \r\n",
|
|||
|
|
"L 15.28125 54.6875 \r\n",
|
|||
|
|
"L 29.78125 35.203125 \r\n",
|
|||
|
|
"L 44.28125 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-120\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(325.681562 350.315781)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-120\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_2\">\r\n",
|
|||
|
|
" <g id=\"ytick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_9\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L -3.5 0 \r\n",
|
|||
|
|
"\" id=\"m59129b37b1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m59129b37b1\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_10\">\r\n",
|
|||
|
|
" <!-- −1.0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.59375 35.5 \r\n",
|
|||
|
|
"L 73.1875 35.5 \r\n",
|
|||
|
|
"L 73.1875 27.203125 \r\n",
|
|||
|
|
"L 10.59375 27.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <path d=\"M 10.6875 12.40625 \r\n",
|
|||
|
|
"L 21 12.40625 \r\n",
|
|||
|
|
"L 21 0 \r\n",
|
|||
|
|
"L 10.6875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-46\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(20.878125 325.838437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_10\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m59129b37b1\" y=\"270.199219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_11\">\r\n",
|
|||
|
|
" <!-- −0.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(20.878125 273.998437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_11\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m59129b37b1\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_12\">\r\n",
|
|||
|
|
" <!-- 0.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 222.158437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_12\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m59129b37b1\" y=\"166.519219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_13\">\r\n",
|
|||
|
|
" <!-- 0.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 170.318437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_13\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m59129b37b1\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_14\">\r\n",
|
|||
|
|
" <!-- 1.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 118.478438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_14\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m59129b37b1\" y=\"62.839219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_15\">\r\n",
|
|||
|
|
" <!-- 1.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 66.638438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_7\">\r\n",
|
|||
|
|
" <g id=\"line2d_15\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m59129b37b1\" y=\"10.999219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_16\">\r\n",
|
|||
|
|
" <!-- 2.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 14.798438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_17\">\r\n",
|
|||
|
|
" <!-- Iris setosa? -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 9.8125 72.90625 \r\n",
|
|||
|
|
"L 19.671875 72.90625 \r\n",
|
|||
|
|
"L 19.671875 0 \r\n",
|
|||
|
|
"L 9.8125 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-73\"/>\r\n",
|
|||
|
|
" <path d=\"M 41.109375 46.296875 \r\n",
|
|||
|
|
"Q 39.59375 47.171875 37.8125 47.578125 \r\n",
|
|||
|
|
"Q 36.03125 48 33.890625 48 \r\n",
|
|||
|
|
"Q 26.265625 48 22.1875 43.046875 \r\n",
|
|||
|
|
"Q 18.109375 38.09375 18.109375 28.8125 \r\n",
|
|||
|
|
"L 18.109375 0 \r\n",
|
|||
|
|
"L 9.078125 0 \r\n",
|
|||
|
|
"L 9.078125 54.6875 \r\n",
|
|||
|
|
"L 18.109375 54.6875 \r\n",
|
|||
|
|
"L 18.109375 46.1875 \r\n",
|
|||
|
|
"Q 20.953125 51.171875 25.484375 53.578125 \r\n",
|
|||
|
|
"Q 30.03125 56 36.53125 56 \r\n",
|
|||
|
|
"Q 37.453125 56 38.578125 55.875 \r\n",
|
|||
|
|
"Q 39.703125 55.765625 41.0625 55.515625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <path d=\"M 9.421875 54.6875 \r\n",
|
|||
|
|
"L 18.40625 54.6875 \r\n",
|
|||
|
|
"L 18.40625 0 \r\n",
|
|||
|
|
"L 9.421875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 9.421875 75.984375 \r\n",
|
|||
|
|
"L 18.40625 75.984375 \r\n",
|
|||
|
|
"L 18.40625 64.59375 \r\n",
|
|||
|
|
"L 9.421875 64.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-105\"/>\r\n",
|
|||
|
|
" <path d=\"M 44.28125 53.078125 \r\n",
|
|||
|
|
"L 44.28125 44.578125 \r\n",
|
|||
|
|
"Q 40.484375 46.53125 36.375 47.5 \r\n",
|
|||
|
|
"Q 32.28125 48.484375 27.875 48.484375 \r\n",
|
|||
|
|
"Q 21.1875 48.484375 17.84375 46.4375 \r\n",
|
|||
|
|
"Q 14.5 44.390625 14.5 40.28125 \r\n",
|
|||
|
|
"Q 14.5 37.15625 16.890625 35.375 \r\n",
|
|||
|
|
"Q 19.28125 33.59375 26.515625 31.984375 \r\n",
|
|||
|
|
"L 29.59375 31.296875 \r\n",
|
|||
|
|
"Q 39.15625 29.25 43.1875 25.515625 \r\n",
|
|||
|
|
"Q 47.21875 21.78125 47.21875 15.09375 \r\n",
|
|||
|
|
"Q 47.21875 7.46875 41.1875 3.015625 \r\n",
|
|||
|
|
"Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
|
|||
|
|
"Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
|
|||
|
|
"Q 10.6875 0.296875 5.421875 2 \r\n",
|
|||
|
|
"L 5.421875 11.28125 \r\n",
|
|||
|
|
"Q 10.40625 8.6875 15.234375 7.390625 \r\n",
|
|||
|
|
"Q 20.0625 6.109375 24.8125 6.109375 \r\n",
|
|||
|
|
"Q 31.15625 6.109375 34.5625 8.28125 \r\n",
|
|||
|
|
"Q 37.984375 10.453125 37.984375 14.40625 \r\n",
|
|||
|
|
"Q 37.984375 18.0625 35.515625 20.015625 \r\n",
|
|||
|
|
"Q 33.0625 21.96875 24.703125 23.78125 \r\n",
|
|||
|
|
"L 21.578125 24.515625 \r\n",
|
|||
|
|
"Q 13.234375 26.265625 9.515625 29.90625 \r\n",
|
|||
|
|
"Q 5.8125 33.546875 5.8125 39.890625 \r\n",
|
|||
|
|
"Q 5.8125 47.609375 11.28125 51.796875 \r\n",
|
|||
|
|
"Q 16.75 56 26.8125 56 \r\n",
|
|||
|
|
"Q 31.78125 56 36.171875 55.265625 \r\n",
|
|||
|
|
"Q 40.578125 54.546875 44.28125 53.078125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <path id=\"DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <path d=\"M 56.203125 29.59375 \r\n",
|
|||
|
|
"L 56.203125 25.203125 \r\n",
|
|||
|
|
"L 14.890625 25.203125 \r\n",
|
|||
|
|
"Q 15.484375 15.921875 20.484375 11.0625 \r\n",
|
|||
|
|
"Q 25.484375 6.203125 34.421875 6.203125 \r\n",
|
|||
|
|
"Q 39.59375 6.203125 44.453125 7.46875 \r\n",
|
|||
|
|
"Q 49.3125 8.734375 54.109375 11.28125 \r\n",
|
|||
|
|
"L 54.109375 2.78125 \r\n",
|
|||
|
|
"Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
|
|||
|
|
"Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
|
|||
|
|
"Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
|
|||
|
|
"Q 5.515625 13.8125 5.515625 26.8125 \r\n",
|
|||
|
|
"Q 5.515625 40.234375 12.765625 48.109375 \r\n",
|
|||
|
|
"Q 20.015625 56 32.328125 56 \r\n",
|
|||
|
|
"Q 43.359375 56 49.78125 48.890625 \r\n",
|
|||
|
|
"Q 56.203125 41.796875 56.203125 29.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 47.21875 32.234375 \r\n",
|
|||
|
|
"Q 47.125 39.59375 43.09375 43.984375 \r\n",
|
|||
|
|
"Q 39.0625 48.390625 32.421875 48.390625 \r\n",
|
|||
|
|
"Q 24.90625 48.390625 20.390625 44.140625 \r\n",
|
|||
|
|
"Q 15.875 39.890625 15.1875 32.171875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-101\"/>\r\n",
|
|||
|
|
" <path d=\"M 18.3125 70.21875 \r\n",
|
|||
|
|
"L 18.3125 54.6875 \r\n",
|
|||
|
|
"L 36.8125 54.6875 \r\n",
|
|||
|
|
"L 36.8125 47.703125 \r\n",
|
|||
|
|
"L 18.3125 47.703125 \r\n",
|
|||
|
|
"L 18.3125 18.015625 \r\n",
|
|||
|
|
"Q 18.3125 11.328125 20.140625 9.421875 \r\n",
|
|||
|
|
"Q 21.96875 7.515625 27.59375 7.515625 \r\n",
|
|||
|
|
"L 36.8125 7.515625 \r\n",
|
|||
|
|
"L 36.8125 0 \r\n",
|
|||
|
|
"L 27.59375 0 \r\n",
|
|||
|
|
"Q 17.1875 0 13.234375 3.875 \r\n",
|
|||
|
|
"Q 9.28125 7.765625 9.28125 18.015625 \r\n",
|
|||
|
|
"L 9.28125 47.703125 \r\n",
|
|||
|
|
"L 2.6875 47.703125 \r\n",
|
|||
|
|
"L 2.6875 54.6875 \r\n",
|
|||
|
|
"L 9.28125 54.6875 \r\n",
|
|||
|
|
"L 9.28125 70.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-116\"/>\r\n",
|
|||
|
|
" <path d=\"M 30.609375 48.390625 \r\n",
|
|||
|
|
"Q 23.390625 48.390625 19.1875 42.75 \r\n",
|
|||
|
|
"Q 14.984375 37.109375 14.984375 27.296875 \r\n",
|
|||
|
|
"Q 14.984375 17.484375 19.15625 11.84375 \r\n",
|
|||
|
|
"Q 23.34375 6.203125 30.609375 6.203125 \r\n",
|
|||
|
|
"Q 37.796875 6.203125 41.984375 11.859375 \r\n",
|
|||
|
|
"Q 46.1875 17.53125 46.1875 27.296875 \r\n",
|
|||
|
|
"Q 46.1875 37.015625 41.984375 42.703125 \r\n",
|
|||
|
|
"Q 37.796875 48.390625 30.609375 48.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 30.609375 56 \r\n",
|
|||
|
|
"Q 42.328125 56 49.015625 48.375 \r\n",
|
|||
|
|
"Q 55.71875 40.765625 55.71875 27.296875 \r\n",
|
|||
|
|
"Q 55.71875 13.875 49.015625 6.21875 \r\n",
|
|||
|
|
"Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
|
|||
|
|
"Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
|
|||
|
|
"Q 5.515625 13.875 5.515625 27.296875 \r\n",
|
|||
|
|
"Q 5.515625 40.765625 12.171875 48.375 \r\n",
|
|||
|
|
"Q 18.84375 56 30.609375 56 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-111\"/>\r\n",
|
|||
|
|
" <path d=\"M 34.28125 27.484375 \r\n",
|
|||
|
|
"Q 23.390625 27.484375 19.1875 25 \r\n",
|
|||
|
|
"Q 14.984375 22.515625 14.984375 16.5 \r\n",
|
|||
|
|
"Q 14.984375 11.71875 18.140625 8.90625 \r\n",
|
|||
|
|
"Q 21.296875 6.109375 26.703125 6.109375 \r\n",
|
|||
|
|
"Q 34.1875 6.109375 38.703125 11.40625 \r\n",
|
|||
|
|
"Q 43.21875 16.703125 43.21875 25.484375 \r\n",
|
|||
|
|
"L 43.21875 27.484375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.203125 31.203125 \r\n",
|
|||
|
|
"L 52.203125 0 \r\n",
|
|||
|
|
"L 43.21875 0 \r\n",
|
|||
|
|
"L 43.21875 8.296875 \r\n",
|
|||
|
|
"Q 40.140625 3.328125 35.546875 0.953125 \r\n",
|
|||
|
|
"Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
|
|||
|
|
"Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
|
|||
|
|
"Q 6 8.015625 6 15.921875 \r\n",
|
|||
|
|
"Q 6 25.140625 12.171875 29.828125 \r\n",
|
|||
|
|
"Q 18.359375 34.515625 30.609375 34.515625 \r\n",
|
|||
|
|
"L 43.21875 34.515625 \r\n",
|
|||
|
|
"L 43.21875 35.40625 \r\n",
|
|||
|
|
"Q 43.21875 41.609375 39.140625 45 \r\n",
|
|||
|
|
"Q 35.0625 48.390625 27.6875 48.390625 \r\n",
|
|||
|
|
"Q 23 48.390625 18.546875 47.265625 \r\n",
|
|||
|
|
"Q 14.109375 46.140625 10.015625 43.890625 \r\n",
|
|||
|
|
"L 10.015625 52.203125 \r\n",
|
|||
|
|
"Q 14.9375 54.109375 19.578125 55.046875 \r\n",
|
|||
|
|
"Q 24.21875 56 28.609375 56 \r\n",
|
|||
|
|
"Q 40.484375 56 46.34375 49.84375 \r\n",
|
|||
|
|
"Q 52.203125 43.703125 52.203125 31.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <path d=\"M 19.09375 12.40625 \r\n",
|
|||
|
|
"L 29 12.40625 \r\n",
|
|||
|
|
"L 29 0 \r\n",
|
|||
|
|
"L 19.09375 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 28.71875 19.578125 \r\n",
|
|||
|
|
"L 19.390625 19.578125 \r\n",
|
|||
|
|
"L 19.390625 27.09375 \r\n",
|
|||
|
|
"Q 19.390625 32.03125 20.75 35.203125 \r\n",
|
|||
|
|
"Q 22.125 38.375 26.515625 42.578125 \r\n",
|
|||
|
|
"L 30.90625 46.921875 \r\n",
|
|||
|
|
"Q 33.6875 49.515625 34.9375 51.8125 \r\n",
|
|||
|
|
"Q 36.1875 54.109375 36.1875 56.5 \r\n",
|
|||
|
|
"Q 36.1875 60.84375 32.984375 63.53125 \r\n",
|
|||
|
|
"Q 29.78125 66.21875 24.515625 66.21875 \r\n",
|
|||
|
|
"Q 20.65625 66.21875 16.28125 64.5 \r\n",
|
|||
|
|
"Q 11.921875 62.796875 7.171875 59.515625 \r\n",
|
|||
|
|
"L 7.171875 68.703125 \r\n",
|
|||
|
|
"Q 11.765625 71.484375 16.46875 72.84375 \r\n",
|
|||
|
|
"Q 21.1875 74.21875 26.21875 74.21875 \r\n",
|
|||
|
|
"Q 35.203125 74.21875 40.640625 69.484375 \r\n",
|
|||
|
|
"Q 46.09375 64.75 46.09375 56.984375 \r\n",
|
|||
|
|
"Q 46.09375 53.265625 44.328125 49.921875 \r\n",
|
|||
|
|
"Q 42.578125 46.578125 38.1875 42.390625 \r\n",
|
|||
|
|
"L 33.890625 38.1875 \r\n",
|
|||
|
|
"Q 31.59375 35.890625 30.640625 34.59375 \r\n",
|
|||
|
|
"Q 29.6875 33.296875 29.296875 32.078125 \r\n",
|
|||
|
|
"Q 29 31.0625 28.859375 29.59375 \r\n",
|
|||
|
|
"Q 28.71875 28.125 28.71875 25.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-63\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(14.798438 194.655937)rotate(-90)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-73\"/>\r\n",
|
|||
|
|
" <use x=\"29.492188\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <use x=\"70.605469\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
|
|||
|
|
" <use x=\"98.388672\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"150.488281\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <use x=\"182.275391\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"234.375\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
|
|||
|
|
" <use x=\"295.898438\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
|
|||
|
|
" <use x=\"335.107422\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
|
|||
|
|
" <use x=\"396.289062\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"448.388672\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <use x=\"509.667969\" xlink:href=\"#DejaVuSans-63\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_16\">\r\n",
|
|||
|
|
" <path clip-path=\"url(#pfbc61ad00b)\" d=\"M 52.160938 90.800709 \r\n",
|
|||
|
|
"L 605.120937 287.486853 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_17\">\r\n",
|
|||
|
|
" <path clip-path=\"url(#pfbc61ad00b)\" d=\"M 265.034637 322.039219 \r\n",
|
|||
|
|
"L 265.034637 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#ffa500;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_3\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 52.160938 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_4\">\r\n",
|
|||
|
|
" <path d=\"M 605.120937 322.039219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_5\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 605.120937 322.039219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_6\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 10.999219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"legend_1\">\r\n",
|
|||
|
|
" <g id=\"patch_7\">\r\n",
|
|||
|
|
" <path d=\"M 505.190937 353.119219 \r\n",
|
|||
|
|
"L 663.440937 353.119219 \r\n",
|
|||
|
|
"Q 666.440937 353.119219 666.440937 350.119219 \r\n",
|
|||
|
|
"L 666.440937 284.904375 \r\n",
|
|||
|
|
"Q 666.440937 281.904375 663.440937 281.904375 \r\n",
|
|||
|
|
"L 505.190937 281.904375 \r\n",
|
|||
|
|
"Q 502.190937 281.904375 502.190937 284.904375 \r\n",
|
|||
|
|
"L 502.190937 350.119219 \r\n",
|
|||
|
|
"Q 502.190937 353.119219 505.190937 353.119219 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_18\">\r\n",
|
|||
|
|
" <path d=\"M 508.190937 294.052031 \r\n",
|
|||
|
|
"L 538.190937 294.052031 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_19\"/>\r\n",
|
|||
|
|
" <g id=\"text_18\">\r\n",
|
|||
|
|
" <!-- $y=1.2-0.24x$ -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 24.8125 -5.078125 \r\n",
|
|||
|
|
"Q 18.5625 -15.578125 14.625 -18.1875 \r\n",
|
|||
|
|
"Q 10.6875 -20.796875 4.59375 -20.796875 \r\n",
|
|||
|
|
"L -2.484375 -20.796875 \r\n",
|
|||
|
|
"L -0.984375 -13.28125 \r\n",
|
|||
|
|
"L 4.203125 -13.28125 \r\n",
|
|||
|
|
"Q 7.953125 -13.28125 10.59375 -11.234375 \r\n",
|
|||
|
|
"Q 13.234375 -9.1875 16.5 -3.21875 \r\n",
|
|||
|
|
"L 19.28125 2 \r\n",
|
|||
|
|
"L 7.171875 54.6875 \r\n",
|
|||
|
|
"L 16.703125 54.6875 \r\n",
|
|||
|
|
"L 25.78125 12.796875 \r\n",
|
|||
|
|
"L 50.875 54.6875 \r\n",
|
|||
|
|
"L 60.296875 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-Oblique-121\"/>\r\n",
|
|||
|
|
" <path d=\"M 10.59375 45.40625 \r\n",
|
|||
|
|
"L 73.1875 45.40625 \r\n",
|
|||
|
|
"L 73.1875 37.203125 \r\n",
|
|||
|
|
"L 10.59375 37.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 10.59375 25.484375 \r\n",
|
|||
|
|
"L 73.1875 25.484375 \r\n",
|
|||
|
|
"L 73.1875 17.1875 \r\n",
|
|||
|
|
"L 10.59375 17.1875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-61\"/>\r\n",
|
|||
|
|
" <path d=\"M 60.015625 54.6875 \r\n",
|
|||
|
|
"L 34.90625 27.875 \r\n",
|
|||
|
|
"L 50.296875 0 \r\n",
|
|||
|
|
"L 39.984375 0 \r\n",
|
|||
|
|
"L 28.421875 21.6875 \r\n",
|
|||
|
|
"L 8.296875 0 \r\n",
|
|||
|
|
"L -2.59375 0 \r\n",
|
|||
|
|
"L 24.3125 28.8125 \r\n",
|
|||
|
|
"L 10.015625 54.6875 \r\n",
|
|||
|
|
"L 20.3125 54.6875 \r\n",
|
|||
|
|
"L 30.8125 34.90625 \r\n",
|
|||
|
|
"L 49.125 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-Oblique-120\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(550.190937 299.302031)scale(0.15 -0.15)\">\r\n",
|
|||
|
|
" <use transform=\"translate(0 0.78125)\" xlink:href=\"#DejaVuSans-Oblique-121\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(78.662109 0.78125)\" xlink:href=\"#DejaVuSans-61\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(181.933594 0.78125)\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(245.556641 0.78125)\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(271.84375 0.78125)\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(354.949219 0.78125)\" xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(458.220703 0.78125)\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(521.84375 0.78125)\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(548.130859 0.78125)\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(611.753906 0.78125)\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(675.376953 0.78125)\" xlink:href=\"#DejaVuSans-Oblique-120\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_20\">\r\n",
|
|||
|
|
" <path d=\"M 508.190937 316.702031 \r\n",
|
|||
|
|
"L 538.190937 316.702031 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#ffa500;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_21\"/>\r\n",
|
|||
|
|
" <g id=\"text_19\">\r\n",
|
|||
|
|
" <!-- próg: $x=3.04$ -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 18.109375 8.203125 \r\n",
|
|||
|
|
"L 18.109375 -20.796875 \r\n",
|
|||
|
|
"L 9.078125 -20.796875 \r\n",
|
|||
|
|
"L 9.078125 54.6875 \r\n",
|
|||
|
|
"L 18.109375 54.6875 \r\n",
|
|||
|
|
"L 18.109375 46.390625 \r\n",
|
|||
|
|
"Q 20.953125 51.265625 25.265625 53.625 \r\n",
|
|||
|
|
"Q 29.59375 56 35.59375 56 \r\n",
|
|||
|
|
"Q 45.5625 56 51.78125 48.09375 \r\n",
|
|||
|
|
"Q 58.015625 40.1875 58.015625 27.296875 \r\n",
|
|||
|
|
"Q 58.015625 14.40625 51.78125 6.484375 \r\n",
|
|||
|
|
"Q 45.5625 -1.421875 35.59375 -1.421875 \r\n",
|
|||
|
|
"Q 29.59375 -1.421875 25.265625 0.953125 \r\n",
|
|||
|
|
"Q 20.953125 3.328125 18.109375 8.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 48.6875 27.296875 \r\n",
|
|||
|
|
"Q 48.6875 37.203125 44.609375 42.84375 \r\n",
|
|||
|
|
"Q 40.53125 48.484375 33.40625 48.484375 \r\n",
|
|||
|
|
"Q 26.265625 48.484375 22.1875 42.84375 \r\n",
|
|||
|
|
"Q 18.109375 37.203125 18.109375 27.296875 \r\n",
|
|||
|
|
"Q 18.109375 17.390625 22.1875 11.75 \r\n",
|
|||
|
|
"Q 26.265625 6.109375 33.40625 6.109375 \r\n",
|
|||
|
|
"Q 40.53125 6.109375 44.609375 11.75 \r\n",
|
|||
|
|
"Q 48.6875 17.390625 48.6875 27.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-112\"/>\r\n",
|
|||
|
|
" <path d=\"M 30.609375 48.390625 \r\n",
|
|||
|
|
"Q 23.390625 48.390625 19.1875 42.75 \r\n",
|
|||
|
|
"Q 14.984375 37.109375 14.984375 27.296875 \r\n",
|
|||
|
|
"Q 14.984375 17.484375 19.15625 11.84375 \r\n",
|
|||
|
|
"Q 23.34375 6.203125 30.609375 6.203125 \r\n",
|
|||
|
|
"Q 37.796875 6.203125 41.984375 11.859375 \r\n",
|
|||
|
|
"Q 46.1875 17.53125 46.1875 27.296875 \r\n",
|
|||
|
|
"Q 46.1875 37.015625 41.984375 42.703125 \r\n",
|
|||
|
|
"Q 37.796875 48.390625 30.609375 48.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 30.609375 56 \r\n",
|
|||
|
|
"Q 42.328125 56 49.015625 48.375 \r\n",
|
|||
|
|
"Q 55.71875 40.765625 55.71875 27.296875 \r\n",
|
|||
|
|
"Q 55.71875 13.875 49.015625 6.21875 \r\n",
|
|||
|
|
"Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
|
|||
|
|
"Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
|
|||
|
|
"Q 5.515625 13.875 5.515625 27.296875 \r\n",
|
|||
|
|
"Q 5.515625 40.765625 12.171875 48.375 \r\n",
|
|||
|
|
"Q 18.84375 56 30.609375 56 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 37.40625 79.984375 \r\n",
|
|||
|
|
"L 47.125 79.984375 \r\n",
|
|||
|
|
"L 31.203125 61.625 \r\n",
|
|||
|
|
"L 23.734375 61.625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-243\"/>\r\n",
|
|||
|
|
" <path d=\"M 45.40625 27.984375 \r\n",
|
|||
|
|
"Q 45.40625 37.75 41.375 43.109375 \r\n",
|
|||
|
|
"Q 37.359375 48.484375 30.078125 48.484375 \r\n",
|
|||
|
|
"Q 22.859375 48.484375 18.828125 43.109375 \r\n",
|
|||
|
|
"Q 14.796875 37.75 14.796875 27.984375 \r\n",
|
|||
|
|
"Q 14.796875 18.265625 18.828125 12.890625 \r\n",
|
|||
|
|
"Q 22.859375 7.515625 30.078125 7.515625 \r\n",
|
|||
|
|
"Q 37.359375 7.515625 41.375 12.890625 \r\n",
|
|||
|
|
"Q 45.40625 18.265625 45.40625 27.984375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 54.390625 6.78125 \r\n",
|
|||
|
|
"Q 54.390625 -7.171875 48.1875 -13.984375 \r\n",
|
|||
|
|
"Q 42 -20.796875 29.203125 -20.796875 \r\n",
|
|||
|
|
"Q 24.46875 -20.796875 20.265625 -20.09375 \r\n",
|
|||
|
|
"Q 16.0625 -19.390625 12.109375 -17.921875 \r\n",
|
|||
|
|
"L 12.109375 -9.1875 \r\n",
|
|||
|
|
"Q 16.0625 -11.328125 19.921875 -12.34375 \r\n",
|
|||
|
|
"Q 23.78125 -13.375 27.78125 -13.375 \r\n",
|
|||
|
|
"Q 36.625 -13.375 41.015625 -8.765625 \r\n",
|
|||
|
|
"Q 45.40625 -4.15625 45.40625 5.171875 \r\n",
|
|||
|
|
"L 45.40625 9.625 \r\n",
|
|||
|
|
"Q 42.625 4.78125 38.28125 2.390625 \r\n",
|
|||
|
|
"Q 33.9375 0 27.875 0 \r\n",
|
|||
|
|
"Q 17.828125 0 11.671875 7.65625 \r\n",
|
|||
|
|
"Q 5.515625 15.328125 5.515625 27.984375 \r\n",
|
|||
|
|
"Q 5.515625 40.671875 11.671875 48.328125 \r\n",
|
|||
|
|
"Q 17.828125 56 27.875 56 \r\n",
|
|||
|
|
"Q 33.9375 56 38.28125 53.609375 \r\n",
|
|||
|
|
"Q 42.625 51.21875 45.40625 46.390625 \r\n",
|
|||
|
|
"L 45.40625 54.6875 \r\n",
|
|||
|
|
"L 54.390625 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-103\"/>\r\n",
|
|||
|
|
" <path d=\"M 11.71875 12.40625 \r\n",
|
|||
|
|
"L 22.015625 12.40625 \r\n",
|
|||
|
|
"L 22.015625 0 \r\n",
|
|||
|
|
"L 11.71875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 11.71875 51.703125 \r\n",
|
|||
|
|
"L 22.015625 51.703125 \r\n",
|
|||
|
|
"L 22.015625 39.3125 \r\n",
|
|||
|
|
"L 11.71875 39.3125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-58\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(550.190937 321.952031)scale(0.15 -0.15)\">\r\n",
|
|||
|
|
" <use transform=\"translate(0 0.015625)\" xlink:href=\"#DejaVuSans-112\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(63.476562 0.015625)\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(104.589844 0.015625)\" xlink:href=\"#DejaVuSans-243\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(165.771484 0.015625)\" xlink:href=\"#DejaVuSans-103\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(229.248047 0.015625)\" xlink:href=\"#DejaVuSans-58\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(262.939453 0.015625)\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(294.726562 0.015625)\" xlink:href=\"#DejaVuSans-Oblique-120\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(373.388672 0.015625)\" xlink:href=\"#DejaVuSans-61\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(476.660156 0.015625)\" xlink:href=\"#DejaVuSans-51\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(540.283203 0.015625)\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(572.070312 0.015625)\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use transform=\"translate(635.693359 0.015625)\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"PathCollection_2\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"523.190937\" xlink:href=\"#m7929664e08\" y=\"340.062187\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_20\">\r\n",
|
|||
|
|
" <!-- Dane -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 19.671875 64.796875 \r\n",
|
|||
|
|
"L 19.671875 8.109375 \r\n",
|
|||
|
|
"L 31.59375 8.109375 \r\n",
|
|||
|
|
"Q 46.6875 8.109375 53.6875 14.9375 \r\n",
|
|||
|
|
"Q 60.6875 21.78125 60.6875 36.53125 \r\n",
|
|||
|
|
"Q 60.6875 51.171875 53.6875 57.984375 \r\n",
|
|||
|
|
"Q 46.6875 64.796875 31.59375 64.796875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 9.8125 72.90625 \r\n",
|
|||
|
|
"L 30.078125 72.90625 \r\n",
|
|||
|
|
"Q 51.265625 72.90625 61.171875 64.09375 \r\n",
|
|||
|
|
"Q 71.09375 55.28125 71.09375 36.53125 \r\n",
|
|||
|
|
"Q 71.09375 17.671875 61.125 8.828125 \r\n",
|
|||
|
|
"Q 51.171875 0 30.078125 0 \r\n",
|
|||
|
|
"L 9.8125 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-68\"/>\r\n",
|
|||
|
|
" <path d=\"M 54.890625 33.015625 \r\n",
|
|||
|
|
"L 54.890625 0 \r\n",
|
|||
|
|
"L 45.90625 0 \r\n",
|
|||
|
|
"L 45.90625 32.71875 \r\n",
|
|||
|
|
"Q 45.90625 40.484375 42.875 44.328125 \r\n",
|
|||
|
|
"Q 39.84375 48.1875 33.796875 48.1875 \r\n",
|
|||
|
|
"Q 26.515625 48.1875 22.3125 43.546875 \r\n",
|
|||
|
|
"Q 18.109375 38.921875 18.109375 30.90625 \r\n",
|
|||
|
|
"L 18.109375 0 \r\n",
|
|||
|
|
"L 9.078125 0 \r\n",
|
|||
|
|
"L 9.078125 54.6875 \r\n",
|
|||
|
|
"L 18.109375 54.6875 \r\n",
|
|||
|
|
"L 18.109375 46.1875 \r\n",
|
|||
|
|
"Q 21.34375 51.125 25.703125 53.5625 \r\n",
|
|||
|
|
"Q 30.078125 56 35.796875 56 \r\n",
|
|||
|
|
"Q 45.21875 56 50.046875 50.171875 \r\n",
|
|||
|
|
"Q 54.890625 44.34375 54.890625 33.015625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-110\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(550.190937 343.999687)scale(0.15 -0.15)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-68\"/>\r\n",
|
|||
|
|
" <use x=\"77.001953\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <use x=\"138.28125\" xlink:href=\"#DejaVuSans-110\"/>\r\n",
|
|||
|
|
" <use x=\"201.660156\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <clipPath id=\"pfbc61ad00b\">\r\n",
|
|||
|
|
" <rect height=\"311.04\" width=\"552.96\" x=\"52.160938\" y=\"10.999219\"/>\r\n",
|
|||
|
|
" </clipPath>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
"</svg>\r\n"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 691.2x388.8 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {
|
|||
|
|
"needs_background": "light"
|
|||
|
|
},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"fig = regdotsMx(XMx3, yMx3, 'x', 'Iris setosa?')\n",
|
|||
|
|
"theta_e3, logs3 = GDMx(JMx, dJMx, thetaStartMx, XMx3, yMx3, alpha=0.03, eps=0.000001)\n",
|
|||
|
|
"reglineMx(fig, hMx, theta_e3, XMx3)\n",
|
|||
|
|
"threshold(fig, theta_e3) # pomarańczowa linia oznacza granicę między klasą \"1\" a klasą \"0\" wyznaczoną przez próg \"h(x) = 0.5\"\n",
|
|||
|
|
"legend(fig)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
" * Krzywa regresji liniowej jest niezbyt dopasowana do danych klasyfikacyjnych.\n",
|
|||
|
|
" * Zastosowanie progu $y = 0.5$ nie zawsze pomaga uzyskać sensowny rezultat.\n",
|
|||
|
|
" * $h(x)$ może przyjmować wartości mniejsze od $0$ i większe od $1$ – jak interpretować takie wyniki?\n",
|
|||
|
|
"\n",
|
|||
|
|
"Wniosek: w przypadku problemów klasyfikacyjnych regresja liniowa nie wydaje się najlepszym rozwiązaniem."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Wprowadźmy zatem pewne modyfikacje do naszego modelu."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Zdefiniujmy następującą funkcję, którą będziemy nazywać funkcją *logistyczną* (albo *sigmoidalną*):"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "slide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"**Funkcja logistyczna (sigmoidalna)**:\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$g(x) = \\dfrac{1}{1+e^{-x}}$$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 8,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "fragment"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Funkjca logistycza\n",
|
|||
|
|
"\n",
|
|||
|
|
"def logistic(x):\n",
|
|||
|
|
" return 1.0 / (1.0 + np.exp(-x))"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 9,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"import matplotlib.pyplot as plt\n",
|
|||
|
|
"def plot_logistic():\n",
|
|||
|
|
" x = np.linspace(-5,5,200)\n",
|
|||
|
|
" y = logistic(x)\n",
|
|||
|
|
"\n",
|
|||
|
|
" fig = plt.figure(figsize=(7,5))\n",
|
|||
|
|
" ax = fig.add_subplot(111)\n",
|
|||
|
|
" plt.ylim(-.1,1.1)\n",
|
|||
|
|
" ax.plot(x, y, linewidth='2')"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Wykres funkcji logistycznej $g(x) = \\dfrac{1}{1+e^{-x}}$:"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 10,
|
|||
|
|
"metadata": {
|
|||
|
|
"scrolled": true,
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "fragment"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/svg+xml": [
|
|||
|
|
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
|
|||
|
|
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
|
|||
|
|
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
|
|||
|
|
"<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
|
|||
|
|
"<svg height=\"302.878125pt\" version=\"1.1\" viewBox=\"0 0 427.903125 302.878125\" width=\"427.903125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <style type=\"text/css\">\r\n",
|
|||
|
|
"*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
|
|||
|
|
" </style>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g id=\"figure_1\">\r\n",
|
|||
|
|
" <g id=\"patch_1\">\r\n",
|
|||
|
|
" <path d=\"M 0 302.878125 \r\n",
|
|||
|
|
"L 427.903125 302.878125 \r\n",
|
|||
|
|
"L 427.903125 0 \r\n",
|
|||
|
|
"L 0 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:none;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"axes_1\">\r\n",
|
|||
|
|
" <g id=\"patch_2\">\r\n",
|
|||
|
|
" <path d=\"M 30.103125 279 \r\n",
|
|||
|
|
"L 420.703125 279 \r\n",
|
|||
|
|
"L 420.703125 7.2 \r\n",
|
|||
|
|
"L 30.103125 7.2 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:#ffffff;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_1\">\r\n",
|
|||
|
|
" <g id=\"xtick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L 0 3.5 \r\n",
|
|||
|
|
"\" id=\"m14459d1b1f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"83.366761\" xlink:href=\"#m14459d1b1f\" y=\"279\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_1\">\r\n",
|
|||
|
|
" <!-- −4 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.59375 35.5 \r\n",
|
|||
|
|
"L 73.1875 35.5 \r\n",
|
|||
|
|
"L 73.1875 27.203125 \r\n",
|
|||
|
|
"L 10.59375 27.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <path d=\"M 37.796875 64.3125 \r\n",
|
|||
|
|
"L 12.890625 25.390625 \r\n",
|
|||
|
|
"L 37.796875 25.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 35.203125 72.90625 \r\n",
|
|||
|
|
"L 47.609375 72.90625 \r\n",
|
|||
|
|
"L 47.609375 25.390625 \r\n",
|
|||
|
|
"L 58.015625 25.390625 \r\n",
|
|||
|
|
"L 58.015625 17.1875 \r\n",
|
|||
|
|
"L 47.609375 17.1875 \r\n",
|
|||
|
|
"L 47.609375 0 \r\n",
|
|||
|
|
"L 37.796875 0 \r\n",
|
|||
|
|
"L 37.796875 17.1875 \r\n",
|
|||
|
|
"L 4.890625 17.1875 \r\n",
|
|||
|
|
"L 4.890625 26.703125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(75.995668 293.598437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_2\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"154.384943\" xlink:href=\"#m14459d1b1f\" y=\"279\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_2\">\r\n",
|
|||
|
|
" <!-- −2 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 19.1875 8.296875 \r\n",
|
|||
|
|
"L 53.609375 8.296875 \r\n",
|
|||
|
|
"L 53.609375 0 \r\n",
|
|||
|
|
"L 7.328125 0 \r\n",
|
|||
|
|
"L 7.328125 8.296875 \r\n",
|
|||
|
|
"Q 12.9375 14.109375 22.625 23.890625 \r\n",
|
|||
|
|
"Q 32.328125 33.6875 34.8125 36.53125 \r\n",
|
|||
|
|
"Q 39.546875 41.84375 41.421875 45.53125 \r\n",
|
|||
|
|
"Q 43.3125 49.21875 43.3125 52.78125 \r\n",
|
|||
|
|
"Q 43.3125 58.59375 39.234375 62.25 \r\n",
|
|||
|
|
"Q 35.15625 65.921875 28.609375 65.921875 \r\n",
|
|||
|
|
"Q 23.96875 65.921875 18.8125 64.3125 \r\n",
|
|||
|
|
"Q 13.671875 62.703125 7.8125 59.421875 \r\n",
|
|||
|
|
"L 7.8125 69.390625 \r\n",
|
|||
|
|
"Q 13.765625 71.78125 18.9375 73 \r\n",
|
|||
|
|
"Q 24.125 74.21875 28.421875 74.21875 \r\n",
|
|||
|
|
"Q 39.75 74.21875 46.484375 68.546875 \r\n",
|
|||
|
|
"Q 53.21875 62.890625 53.21875 53.421875 \r\n",
|
|||
|
|
"Q 53.21875 48.921875 51.53125 44.890625 \r\n",
|
|||
|
|
"Q 49.859375 40.875 45.40625 35.40625 \r\n",
|
|||
|
|
"Q 44.1875 33.984375 37.640625 27.21875 \r\n",
|
|||
|
|
"Q 31.109375 20.453125 19.1875 8.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(147.013849 293.598437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_3\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"225.403125\" xlink:href=\"#m14459d1b1f\" y=\"279\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_3\">\r\n",
|
|||
|
|
" <!-- 0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 31.78125 66.40625 \r\n",
|
|||
|
|
"Q 24.171875 66.40625 20.328125 58.90625 \r\n",
|
|||
|
|
"Q 16.5 51.421875 16.5 36.375 \r\n",
|
|||
|
|
"Q 16.5 21.390625 20.328125 13.890625 \r\n",
|
|||
|
|
"Q 24.171875 6.390625 31.78125 6.390625 \r\n",
|
|||
|
|
"Q 39.453125 6.390625 43.28125 13.890625 \r\n",
|
|||
|
|
"Q 47.125 21.390625 47.125 36.375 \r\n",
|
|||
|
|
"Q 47.125 51.421875 43.28125 58.90625 \r\n",
|
|||
|
|
"Q 39.453125 66.40625 31.78125 66.40625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 31.78125 74.21875 \r\n",
|
|||
|
|
"Q 44.046875 74.21875 50.515625 64.515625 \r\n",
|
|||
|
|
"Q 56.984375 54.828125 56.984375 36.375 \r\n",
|
|||
|
|
"Q 56.984375 17.96875 50.515625 8.265625 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
|
|||
|
|
"Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
|
|||
|
|
"Q 6.59375 17.96875 6.59375 36.375 \r\n",
|
|||
|
|
"Q 6.59375 54.828125 13.0625 64.515625 \r\n",
|
|||
|
|
"Q 19.53125 74.21875 31.78125 74.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(222.221875 293.598437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_4\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"296.421307\" xlink:href=\"#m14459d1b1f\" y=\"279\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_4\">\r\n",
|
|||
|
|
" <!-- 2 -->\r\n",
|
|||
|
|
" <g transform=\"translate(293.240057 293.598437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_5\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"367.439489\" xlink:href=\"#m14459d1b1f\" y=\"279\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_5\">\r\n",
|
|||
|
|
" <!-- 4 -->\r\n",
|
|||
|
|
" <g transform=\"translate(364.258239 293.598437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_2\">\r\n",
|
|||
|
|
" <g id=\"ytick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_6\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L -3.5 0 \r\n",
|
|||
|
|
"\" id=\"m5642b9b72d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5642b9b72d\" y=\"256.35\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_6\">\r\n",
|
|||
|
|
" <!-- 0.0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.6875 12.40625 \r\n",
|
|||
|
|
"L 21 12.40625 \r\n",
|
|||
|
|
"L 21 0 \r\n",
|
|||
|
|
"L 10.6875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-46\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(7.2 260.149219)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_7\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5642b9b72d\" y=\"211.05\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_7\">\r\n",
|
|||
|
|
" <!-- 0.2 -->\r\n",
|
|||
|
|
" <g transform=\"translate(7.2 214.849219)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_8\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5642b9b72d\" y=\"165.75\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_8\">\r\n",
|
|||
|
|
" <!-- 0.4 -->\r\n",
|
|||
|
|
" <g transform=\"translate(7.2 169.549219)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_9\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5642b9b72d\" y=\"120.45\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_9\">\r\n",
|
|||
|
|
" <!-- 0.6 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 33.015625 40.375 \r\n",
|
|||
|
|
"Q 26.375 40.375 22.484375 35.828125 \r\n",
|
|||
|
|
"Q 18.609375 31.296875 18.609375 23.390625 \r\n",
|
|||
|
|
"Q 18.609375 15.53125 22.484375 10.953125 \r\n",
|
|||
|
|
"Q 26.375 6.390625 33.015625 6.390625 \r\n",
|
|||
|
|
"Q 39.65625 6.390625 43.53125 10.953125 \r\n",
|
|||
|
|
"Q 47.40625 15.53125 47.40625 23.390625 \r\n",
|
|||
|
|
"Q 47.40625 31.296875 43.53125 35.828125 \r\n",
|
|||
|
|
"Q 39.65625 40.375 33.015625 40.375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.59375 71.296875 \r\n",
|
|||
|
|
"L 52.59375 62.3125 \r\n",
|
|||
|
|
"Q 48.875 64.0625 45.09375 64.984375 \r\n",
|
|||
|
|
"Q 41.3125 65.921875 37.59375 65.921875 \r\n",
|
|||
|
|
"Q 27.828125 65.921875 22.671875 59.328125 \r\n",
|
|||
|
|
"Q 17.53125 52.734375 16.796875 39.40625 \r\n",
|
|||
|
|
"Q 19.671875 43.65625 24.015625 45.921875 \r\n",
|
|||
|
|
"Q 28.375 48.1875 33.59375 48.1875 \r\n",
|
|||
|
|
"Q 44.578125 48.1875 50.953125 41.515625 \r\n",
|
|||
|
|
"Q 57.328125 34.859375 57.328125 23.390625 \r\n",
|
|||
|
|
"Q 57.328125 12.15625 50.6875 5.359375 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
|
|||
|
|
"Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
|
|||
|
|
"Q 6.984375 17.96875 6.984375 36.375 \r\n",
|
|||
|
|
"Q 6.984375 53.65625 15.1875 63.9375 \r\n",
|
|||
|
|
"Q 23.390625 74.21875 37.203125 74.21875 \r\n",
|
|||
|
|
"Q 40.921875 74.21875 44.703125 73.484375 \r\n",
|
|||
|
|
"Q 48.484375 72.75 52.59375 71.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(7.2 124.249219)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_10\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5642b9b72d\" y=\"75.15\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_10\">\r\n",
|
|||
|
|
" <!-- 0.8 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 31.78125 34.625 \r\n",
|
|||
|
|
"Q 24.75 34.625 20.71875 30.859375 \r\n",
|
|||
|
|
"Q 16.703125 27.09375 16.703125 20.515625 \r\n",
|
|||
|
|
"Q 16.703125 13.921875 20.71875 10.15625 \r\n",
|
|||
|
|
"Q 24.75 6.390625 31.78125 6.390625 \r\n",
|
|||
|
|
"Q 38.8125 6.390625 42.859375 10.171875 \r\n",
|
|||
|
|
"Q 46.921875 13.96875 46.921875 20.515625 \r\n",
|
|||
|
|
"Q 46.921875 27.09375 42.890625 30.859375 \r\n",
|
|||
|
|
"Q 38.875 34.625 31.78125 34.625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 21.921875 38.8125 \r\n",
|
|||
|
|
"Q 15.578125 40.375 12.03125 44.71875 \r\n",
|
|||
|
|
"Q 8.5 49.078125 8.5 55.328125 \r\n",
|
|||
|
|
"Q 8.5 64.0625 14.71875 69.140625 \r\n",
|
|||
|
|
"Q 20.953125 74.21875 31.78125 74.21875 \r\n",
|
|||
|
|
"Q 42.671875 74.21875 48.875 69.140625 \r\n",
|
|||
|
|
"Q 55.078125 64.0625 55.078125 55.328125 \r\n",
|
|||
|
|
"Q 55.078125 49.078125 51.53125 44.71875 \r\n",
|
|||
|
|
"Q 48 40.375 41.703125 38.8125 \r\n",
|
|||
|
|
"Q 48.828125 37.15625 52.796875 32.3125 \r\n",
|
|||
|
|
"Q 56.78125 27.484375 56.78125 20.515625 \r\n",
|
|||
|
|
"Q 56.78125 9.90625 50.3125 4.234375 \r\n",
|
|||
|
|
"Q 43.84375 -1.421875 31.78125 -1.421875 \r\n",
|
|||
|
|
"Q 19.734375 -1.421875 13.25 4.234375 \r\n",
|
|||
|
|
"Q 6.78125 9.90625 6.78125 20.515625 \r\n",
|
|||
|
|
"Q 6.78125 27.484375 10.78125 32.3125 \r\n",
|
|||
|
|
"Q 14.796875 37.15625 21.921875 38.8125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 18.3125 54.390625 \r\n",
|
|||
|
|
"Q 18.3125 48.734375 21.84375 45.5625 \r\n",
|
|||
|
|
"Q 25.390625 42.390625 31.78125 42.390625 \r\n",
|
|||
|
|
"Q 38.140625 42.390625 41.71875 45.5625 \r\n",
|
|||
|
|
"Q 45.3125 48.734375 45.3125 54.390625 \r\n",
|
|||
|
|
"Q 45.3125 60.0625 41.71875 63.234375 \r\n",
|
|||
|
|
"Q 38.140625 66.40625 31.78125 66.40625 \r\n",
|
|||
|
|
"Q 25.390625 66.40625 21.84375 63.234375 \r\n",
|
|||
|
|
"Q 18.3125 60.0625 18.3125 54.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-56\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(7.2 78.949219)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-56\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_11\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"30.103125\" xlink:href=\"#m5642b9b72d\" y=\"29.85\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_11\">\r\n",
|
|||
|
|
" <!-- 1.0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 12.40625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 63.921875 \r\n",
|
|||
|
|
"L 10.984375 60.40625 \r\n",
|
|||
|
|
"L 10.984375 69.390625 \r\n",
|
|||
|
|
"L 28.421875 72.90625 \r\n",
|
|||
|
|
"L 38.28125 72.90625 \r\n",
|
|||
|
|
"L 38.28125 8.296875 \r\n",
|
|||
|
|
"L 54.390625 8.296875 \r\n",
|
|||
|
|
"L 54.390625 0 \r\n",
|
|||
|
|
"L 12.40625 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(7.2 33.649219)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_12\">\r\n",
|
|||
|
|
" <path clip-path=\"url(#pb07addc0fc)\" d=\"M 47.85767 254.834069 \r\n",
|
|||
|
|
"L 60.348305 254.201068 \r\n",
|
|||
|
|
"L 71.054564 253.454536 \r\n",
|
|||
|
|
"L 79.976446 252.64102 \r\n",
|
|||
|
|
"L 88.898328 251.603789 \r\n",
|
|||
|
|
"L 96.035834 250.574081 \r\n",
|
|||
|
|
"L 103.17334 249.328049 \r\n",
|
|||
|
|
"L 110.310845 247.823594 \r\n",
|
|||
|
|
"L 115.663975 246.496613 \r\n",
|
|||
|
|
"L 121.017104 244.973889 \r\n",
|
|||
|
|
"L 126.370233 243.230098 \r\n",
|
|||
|
|
"L 131.723363 241.237785 \r\n",
|
|||
|
|
"L 137.076492 238.967578 \r\n",
|
|||
|
|
"L 142.429621 236.388536 \r\n",
|
|||
|
|
"L 147.78275 233.46871 \r\n",
|
|||
|
|
"L 153.13588 230.175916 \r\n",
|
|||
|
|
"L 156.704633 227.757951 \r\n",
|
|||
|
|
"L 160.273385 225.151402 \r\n",
|
|||
|
|
"L 163.842138 222.348056 \r\n",
|
|||
|
|
"L 167.410891 219.340549 \r\n",
|
|||
|
|
"L 170.979644 216.122616 \r\n",
|
|||
|
|
"L 174.548397 212.689355 \r\n",
|
|||
|
|
"L 178.11715 209.037503 \r\n",
|
|||
|
|
"L 181.685903 205.165711 \r\n",
|
|||
|
|
"L 187.039032 198.948117 \r\n",
|
|||
|
|
"L 192.392161 192.251387 \r\n",
|
|||
|
|
"L 197.74529 185.102567 \r\n",
|
|||
|
|
"L 203.09842 177.543346 \r\n",
|
|||
|
|
"L 208.451549 169.630092 \r\n",
|
|||
|
|
"L 215.589055 158.651259 \r\n",
|
|||
|
|
"L 226.295313 141.677336 \r\n",
|
|||
|
|
"L 237.001572 124.767101 \r\n",
|
|||
|
|
"L 244.139077 113.896882 \r\n",
|
|||
|
|
"L 249.492207 106.094497 \r\n",
|
|||
|
|
"L 254.845336 98.666528 \r\n",
|
|||
|
|
"L 260.198465 91.664506 \r\n",
|
|||
|
|
"L 265.551595 85.125188 \r\n",
|
|||
|
|
"L 270.904724 79.070899 \r\n",
|
|||
|
|
"L 274.473477 75.309115 \r\n",
|
|||
|
|
"L 278.04223 71.766853 \r\n",
|
|||
|
|
"L 281.610982 68.441773 \r\n",
|
|||
|
|
"L 285.179735 65.329757 \r\n",
|
|||
|
|
"L 288.748488 62.425189 \r\n",
|
|||
|
|
"L 292.317241 59.72122 \r\n",
|
|||
|
|
"L 295.885994 57.210033 \r\n",
|
|||
|
|
"L 299.454747 54.883078 \r\n",
|
|||
|
|
"L 304.807876 51.718157 \r\n",
|
|||
|
|
"L 310.161005 48.915509 \r\n",
|
|||
|
|
"L 315.514135 46.442926 \r\n",
|
|||
|
|
"L 320.867264 44.26872 \r\n",
|
|||
|
|
"L 326.220393 42.362423 \r\n",
|
|||
|
|
"L 331.573522 40.695269 \r\n",
|
|||
|
|
"L 336.926652 39.240498 \r\n",
|
|||
|
|
"L 342.279781 37.973518 \r\n",
|
|||
|
|
"L 349.417287 36.53797 \r\n",
|
|||
|
|
"L 356.554792 35.349717 \r\n",
|
|||
|
|
"L 363.692298 34.368241 \r\n",
|
|||
|
|
"L 372.61418 33.380037 \r\n",
|
|||
|
|
"L 381.536062 32.605285 \r\n",
|
|||
|
|
"L 392.242321 31.894564 \r\n",
|
|||
|
|
"L 402.94858 31.365931 \r\n",
|
|||
|
|
"L 402.94858 31.365931 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_3\">\r\n",
|
|||
|
|
" <path d=\"M 30.103125 279 \r\n",
|
|||
|
|
"L 30.103125 7.2 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_4\">\r\n",
|
|||
|
|
" <path d=\"M 420.703125 279 \r\n",
|
|||
|
|
"L 420.703125 7.2 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_5\">\r\n",
|
|||
|
|
" <path d=\"M 30.103125 279 \r\n",
|
|||
|
|
"L 420.703125 279 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_6\">\r\n",
|
|||
|
|
" <path d=\"M 30.103125 7.2 \r\n",
|
|||
|
|
"L 420.703125 7.2 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <clipPath id=\"pb07addc0fc\">\r\n",
|
|||
|
|
" <rect height=\"271.8\" width=\"390.6\" x=\"30.103125\" y=\"7.2\"/>\r\n",
|
|||
|
|
" </clipPath>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
"</svg>\r\n"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 504x360 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {
|
|||
|
|
"needs_background": "light"
|
|||
|
|
},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"plot_logistic()"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Funkcja logistyczna przekształca zbiór liczb rzeczywistych $\\mathbb{R}$ w przedział otwarty $(0, 1)$."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Funkcja regresji logistycznej dla pojedynczego przykładu o cechach wyrażonych wektorem $x$:\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$h_\\theta(x) = g(\\theta^T \\, x) = \\dfrac{1}{1 + e^{-\\theta^T x}}$$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "fragment"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Dla całej macierzy cech $X$:\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$h_\\theta(X) = g(X \\, \\theta) = \\dfrac{1}{1 + e^{-X \\theta}}$$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 11,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "skip"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Funkcja regresji logistcznej\n",
|
|||
|
|
"def h(theta, X):\n",
|
|||
|
|
" return 1.0/(1.0 + np.exp(-X * theta))"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Funkcja kosztu dla regresji logistycznej:\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$J(\\theta) = -\\dfrac{1}{m} \\left( \\sum_{i=1}^{m} y^{(i)} \\log h_\\theta( x^{(i)} ) + \\left( 1 - y^{(i)} \\right) \\log \\left( 1 - h_\\theta (x^{(i)}) \\right) \\right)$$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Gradient dla regresji logistycznej (wersja macierzowa):\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$\\nabla J(\\theta) = \\frac{1}{|\\vec y|} X^T \\left( h_\\theta(X) - \\vec y \\right)$$\n",
|
|||
|
|
"\n",
|
|||
|
|
"(Jedyna różnica między gradientem dla regresji logistycznej a gradientem dla regresji liniowej to postać $h_\\theta$)."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 12,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Funkcja kosztu dla regresji logistycznej\n",
|
|||
|
|
"def J(h, theta, X, y):\n",
|
|||
|
|
" m = len(y)\n",
|
|||
|
|
" h_val = h(theta, X)\n",
|
|||
|
|
" s1 = np.multiply(y, np.log(h_val))\n",
|
|||
|
|
" s2 = np.multiply((1 - y), np.log(1 - h_val))\n",
|
|||
|
|
" return -np.sum(s1 + s2, axis=0) / m"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 13,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "fragment"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Gradient dla regresji logistycznej\n",
|
|||
|
|
"def dJ(h, theta, X, y):\n",
|
|||
|
|
" return 1.0 / len(y) * (X.T * (h(theta, X) - y))"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 14,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Metoda gradientu prostego dla regresji logistycznej\n",
|
|||
|
|
"def GD(h, fJ, fdJ, theta, X, y, alpha=0.01, eps=10**-3, maxSteps=10000):\n",
|
|||
|
|
" errorCurr = fJ(h, theta, X, y)\n",
|
|||
|
|
" errors = [[errorCurr, theta]]\n",
|
|||
|
|
" while True:\n",
|
|||
|
|
" # oblicz nowe theta\n",
|
|||
|
|
" theta = theta - alpha * fdJ(h, theta, X, y)\n",
|
|||
|
|
" # raportuj poziom błędu\n",
|
|||
|
|
" errorCurr, errorPrev = fJ(h, theta, X, y), errorCurr\n",
|
|||
|
|
" # kryteria stopu\n",
|
|||
|
|
" if abs(errorPrev - errorCurr) <= eps:\n",
|
|||
|
|
" break\n",
|
|||
|
|
" if len(errors) > maxSteps:\n",
|
|||
|
|
" break\n",
|
|||
|
|
" errors.append([errorCurr, theta]) \n",
|
|||
|
|
" return theta, errors"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 15,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"error = [[0.05755617]]\n",
|
|||
|
|
"theta = [[ 5.02530461]\n",
|
|||
|
|
" [-1.99174803]]\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# Uruchomienie metody gradientu prostego dla regresji logistycznej\n",
|
|||
|
|
"thetaBest, errors = GD(h, J, dJ, thetaStartMx, XMx3, yMx3, \n",
|
|||
|
|
" alpha=0.1, eps=10**-7, maxSteps=1000)\n",
|
|||
|
|
"print(\"error =\", errors[-1][0])\n",
|
|||
|
|
"print(\"theta =\", thetaBest)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 16,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Funkcja regresji logistycznej (wersja skalarna)\n",
|
|||
|
|
"def scalar_logistic_regression_function(theta, x):\n",
|
|||
|
|
" return 1.0/(1.0 + np.exp(-(theta.item(0) + theta.item(1) * x)))\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Rysowanie progu\n",
|
|||
|
|
"def threshold_val(fig, x_thr):\n",
|
|||
|
|
" ax = fig.axes[0]\n",
|
|||
|
|
" ax.plot([x_thr, x_thr], [-1, 2],\n",
|
|||
|
|
" color='orange', linestyle='dashed',\n",
|
|||
|
|
" label=u'próg: $x={:.2F}$'.format(x_thr))\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Wykres krzywej regresji logistycznej\n",
|
|||
|
|
"def logistic_regline(fig, theta, X):\n",
|
|||
|
|
" ax = fig.axes[0]\n",
|
|||
|
|
" x0 = np.min(X[:, 1]) - 1.0\n",
|
|||
|
|
" x1 = np.max(X[:, 1]) + 1.0\n",
|
|||
|
|
" Arg = np.arange(x0, x1, 0.1)\n",
|
|||
|
|
" Val = scalar_logistic_regression_function(theta, Arg)\n",
|
|||
|
|
" ax.plot(Arg, Val, linewidth='2')"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 17,
|
|||
|
|
"metadata": {
|
|||
|
|
"scrolled": true,
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"image/svg+xml": [
|
|||
|
|
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n",
|
|||
|
|
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n",
|
|||
|
|
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n",
|
|||
|
|
"<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n",
|
|||
|
|
"<svg height=\"359.595469pt\" version=\"1.1\" viewBox=\"0 0 612.320937 359.595469\" width=\"612.320937pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <style type=\"text/css\">\r\n",
|
|||
|
|
"*{stroke-linecap:butt;stroke-linejoin:round;}\r\n",
|
|||
|
|
" </style>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g id=\"figure_1\">\r\n",
|
|||
|
|
" <g id=\"patch_1\">\r\n",
|
|||
|
|
" <path d=\"M 0 359.595469 \r\n",
|
|||
|
|
"L 612.320937 359.595469 \r\n",
|
|||
|
|
"L 612.320937 0 \r\n",
|
|||
|
|
"L 0 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:none;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"axes_1\">\r\n",
|
|||
|
|
" <g id=\"patch_2\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 605.120937 322.039219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"L 52.160938 10.999219 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" style=\"fill:#ffffff;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"PathCollection_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 3.535534 \r\n",
|
|||
|
|
"C 0.937635 3.535534 1.836992 3.163008 2.5 2.5 \r\n",
|
|||
|
|
"C 3.163008 1.836992 3.535534 0.937635 3.535534 0 \r\n",
|
|||
|
|
"C 3.535534 -0.937635 3.163008 -1.836992 2.5 -2.5 \r\n",
|
|||
|
|
"C 1.836992 -3.163008 0.937635 -3.535534 0 -3.535534 \r\n",
|
|||
|
|
"C -0.937635 -3.535534 -1.836992 -3.163008 -2.5 -2.5 \r\n",
|
|||
|
|
"C -3.163008 -1.836992 -3.535534 -0.937635 -3.535534 0 \r\n",
|
|||
|
|
"C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n",
|
|||
|
|
"C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"me8c38f96c6\" style=\"stroke:#ff0000;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g clip-path=\"url(#p79c0b3dce0)\">\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"297.143216\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"297.143216\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.151317\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"521.127013\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.154862\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"304.14271\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"311.142203\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"500.128532\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"185.151317\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"423.134102\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"423.134102\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"381.13714\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"353.139165\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"339.140178\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.144229\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"122.155874\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"388.136634\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"430.133596\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"353.139165\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"318.141697\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"479.130051\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"416.134608\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"493.129039\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"465.131064\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"409.135115\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"262.145748\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"472.130558\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"521.127013\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"416.134608\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"360.138659\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"367.138153\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"171.15233\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"444.132583\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"283.144229\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"402.135621\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"535.126001\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"346.139672\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"514.12752\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"164.152836\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"395.136127\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"143.154355\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"465.131064\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"472.130558\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"325.141191\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"332.140684\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"157.153343\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"374.137646\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"129.155368\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"437.133089\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"136.154862\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"150.153849\" xlink:href=\"#me8c38f96c6\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"458.13157\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"430.133596\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"451.132077\" xlink:href=\"#me8c38f96c6\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_1\">\r\n",
|
|||
|
|
" <g id=\"xtick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_1\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L 0 3.5 \r\n",
|
|||
|
|
"\" id=\"m3d201b8fea\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m3d201b8fea\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_1\">\r\n",
|
|||
|
|
" <!-- 0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 31.78125 66.40625 \r\n",
|
|||
|
|
"Q 24.171875 66.40625 20.328125 58.90625 \r\n",
|
|||
|
|
"Q 16.5 51.421875 16.5 36.375 \r\n",
|
|||
|
|
"Q 16.5 21.390625 20.328125 13.890625 \r\n",
|
|||
|
|
"Q 24.171875 6.390625 31.78125 6.390625 \r\n",
|
|||
|
|
"Q 39.453125 6.390625 43.28125 13.890625 \r\n",
|
|||
|
|
"Q 47.125 21.390625 47.125 36.375 \r\n",
|
|||
|
|
"Q 47.125 51.421875 43.28125 58.90625 \r\n",
|
|||
|
|
"Q 39.453125 66.40625 31.78125 66.40625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 31.78125 74.21875 \r\n",
|
|||
|
|
"Q 44.046875 74.21875 50.515625 64.515625 \r\n",
|
|||
|
|
"Q 56.984375 54.828125 56.984375 36.375 \r\n",
|
|||
|
|
"Q 56.984375 17.96875 50.515625 8.265625 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 31.78125 -1.421875 \r\n",
|
|||
|
|
"Q 19.53125 -1.421875 13.0625 8.265625 \r\n",
|
|||
|
|
"Q 6.59375 17.96875 6.59375 36.375 \r\n",
|
|||
|
|
"Q 6.59375 54.828125 13.0625 64.515625 \r\n",
|
|||
|
|
"Q 19.53125 74.21875 31.78125 74.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(48.979688 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_2\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"122.155874\" xlink:href=\"#m3d201b8fea\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_2\">\r\n",
|
|||
|
|
" <!-- 1 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 12.40625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 8.296875 \r\n",
|
|||
|
|
"L 28.515625 63.921875 \r\n",
|
|||
|
|
"L 10.984375 60.40625 \r\n",
|
|||
|
|
"L 10.984375 69.390625 \r\n",
|
|||
|
|
"L 28.421875 72.90625 \r\n",
|
|||
|
|
"L 38.28125 72.90625 \r\n",
|
|||
|
|
"L 38.28125 8.296875 \r\n",
|
|||
|
|
"L 54.390625 8.296875 \r\n",
|
|||
|
|
"L 54.390625 0 \r\n",
|
|||
|
|
"L 12.40625 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(118.974624 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_3\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"192.150811\" xlink:href=\"#m3d201b8fea\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_3\">\r\n",
|
|||
|
|
" <!-- 2 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 19.1875 8.296875 \r\n",
|
|||
|
|
"L 53.609375 8.296875 \r\n",
|
|||
|
|
"L 53.609375 0 \r\n",
|
|||
|
|
"L 7.328125 0 \r\n",
|
|||
|
|
"L 7.328125 8.296875 \r\n",
|
|||
|
|
"Q 12.9375 14.109375 22.625 23.890625 \r\n",
|
|||
|
|
"Q 32.328125 33.6875 34.8125 36.53125 \r\n",
|
|||
|
|
"Q 39.546875 41.84375 41.421875 45.53125 \r\n",
|
|||
|
|
"Q 43.3125 49.21875 43.3125 52.78125 \r\n",
|
|||
|
|
"Q 43.3125 58.59375 39.234375 62.25 \r\n",
|
|||
|
|
"Q 35.15625 65.921875 28.609375 65.921875 \r\n",
|
|||
|
|
"Q 23.96875 65.921875 18.8125 64.3125 \r\n",
|
|||
|
|
"Q 13.671875 62.703125 7.8125 59.421875 \r\n",
|
|||
|
|
"L 7.8125 69.390625 \r\n",
|
|||
|
|
"Q 13.765625 71.78125 18.9375 73 \r\n",
|
|||
|
|
"Q 24.125 74.21875 28.421875 74.21875 \r\n",
|
|||
|
|
"Q 39.75 74.21875 46.484375 68.546875 \r\n",
|
|||
|
|
"Q 53.21875 62.890625 53.21875 53.421875 \r\n",
|
|||
|
|
"Q 53.21875 48.921875 51.53125 44.890625 \r\n",
|
|||
|
|
"Q 49.859375 40.875 45.40625 35.40625 \r\n",
|
|||
|
|
"Q 44.1875 33.984375 37.640625 27.21875 \r\n",
|
|||
|
|
"Q 31.109375 20.453125 19.1875 8.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(188.969561 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_4\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"262.145748\" xlink:href=\"#m3d201b8fea\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_4\">\r\n",
|
|||
|
|
" <!-- 3 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 40.578125 39.3125 \r\n",
|
|||
|
|
"Q 47.65625 37.796875 51.625 33 \r\n",
|
|||
|
|
"Q 55.609375 28.21875 55.609375 21.1875 \r\n",
|
|||
|
|
"Q 55.609375 10.40625 48.1875 4.484375 \r\n",
|
|||
|
|
"Q 40.765625 -1.421875 27.09375 -1.421875 \r\n",
|
|||
|
|
"Q 22.515625 -1.421875 17.65625 -0.515625 \r\n",
|
|||
|
|
"Q 12.796875 0.390625 7.625 2.203125 \r\n",
|
|||
|
|
"L 7.625 11.71875 \r\n",
|
|||
|
|
"Q 11.71875 9.328125 16.59375 8.109375 \r\n",
|
|||
|
|
"Q 21.484375 6.890625 26.8125 6.890625 \r\n",
|
|||
|
|
"Q 36.078125 6.890625 40.9375 10.546875 \r\n",
|
|||
|
|
"Q 45.796875 14.203125 45.796875 21.1875 \r\n",
|
|||
|
|
"Q 45.796875 27.640625 41.28125 31.265625 \r\n",
|
|||
|
|
"Q 36.765625 34.90625 28.71875 34.90625 \r\n",
|
|||
|
|
"L 20.21875 34.90625 \r\n",
|
|||
|
|
"L 20.21875 43.015625 \r\n",
|
|||
|
|
"L 29.109375 43.015625 \r\n",
|
|||
|
|
"Q 36.375 43.015625 40.234375 45.921875 \r\n",
|
|||
|
|
"Q 44.09375 48.828125 44.09375 54.296875 \r\n",
|
|||
|
|
"Q 44.09375 59.90625 40.109375 62.90625 \r\n",
|
|||
|
|
"Q 36.140625 65.921875 28.71875 65.921875 \r\n",
|
|||
|
|
"Q 24.65625 65.921875 20.015625 65.03125 \r\n",
|
|||
|
|
"Q 15.375 64.15625 9.8125 62.3125 \r\n",
|
|||
|
|
"L 9.8125 71.09375 \r\n",
|
|||
|
|
"Q 15.4375 72.65625 20.34375 73.4375 \r\n",
|
|||
|
|
"Q 25.25 74.21875 29.59375 74.21875 \r\n",
|
|||
|
|
"Q 40.828125 74.21875 47.359375 69.109375 \r\n",
|
|||
|
|
"Q 53.90625 64.015625 53.90625 55.328125 \r\n",
|
|||
|
|
"Q 53.90625 49.265625 50.4375 45.09375 \r\n",
|
|||
|
|
"Q 46.96875 40.921875 40.578125 39.3125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-51\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(258.964498 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-51\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_5\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"332.140684\" xlink:href=\"#m3d201b8fea\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_5\">\r\n",
|
|||
|
|
" <!-- 4 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 37.796875 64.3125 \r\n",
|
|||
|
|
"L 12.890625 25.390625 \r\n",
|
|||
|
|
"L 37.796875 25.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 35.203125 72.90625 \r\n",
|
|||
|
|
"L 47.609375 72.90625 \r\n",
|
|||
|
|
"L 47.609375 25.390625 \r\n",
|
|||
|
|
"L 58.015625 25.390625 \r\n",
|
|||
|
|
"L 58.015625 17.1875 \r\n",
|
|||
|
|
"L 47.609375 17.1875 \r\n",
|
|||
|
|
"L 47.609375 0 \r\n",
|
|||
|
|
"L 37.796875 0 \r\n",
|
|||
|
|
"L 37.796875 17.1875 \r\n",
|
|||
|
|
"L 4.890625 17.1875 \r\n",
|
|||
|
|
"L 4.890625 26.703125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(328.959434 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-52\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_6\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"402.135621\" xlink:href=\"#m3d201b8fea\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_6\">\r\n",
|
|||
|
|
" <!-- 5 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.796875 72.90625 \r\n",
|
|||
|
|
"L 49.515625 72.90625 \r\n",
|
|||
|
|
"L 49.515625 64.59375 \r\n",
|
|||
|
|
"L 19.828125 64.59375 \r\n",
|
|||
|
|
"L 19.828125 46.734375 \r\n",
|
|||
|
|
"Q 21.96875 47.46875 24.109375 47.828125 \r\n",
|
|||
|
|
"Q 26.265625 48.1875 28.421875 48.1875 \r\n",
|
|||
|
|
"Q 40.625 48.1875 47.75 41.5 \r\n",
|
|||
|
|
"Q 54.890625 34.8125 54.890625 23.390625 \r\n",
|
|||
|
|
"Q 54.890625 11.625 47.5625 5.09375 \r\n",
|
|||
|
|
"Q 40.234375 -1.421875 26.90625 -1.421875 \r\n",
|
|||
|
|
"Q 22.3125 -1.421875 17.546875 -0.640625 \r\n",
|
|||
|
|
"Q 12.796875 0.140625 7.71875 1.703125 \r\n",
|
|||
|
|
"L 7.71875 11.625 \r\n",
|
|||
|
|
"Q 12.109375 9.234375 16.796875 8.0625 \r\n",
|
|||
|
|
"Q 21.484375 6.890625 26.703125 6.890625 \r\n",
|
|||
|
|
"Q 35.15625 6.890625 40.078125 11.328125 \r\n",
|
|||
|
|
"Q 45.015625 15.765625 45.015625 23.390625 \r\n",
|
|||
|
|
"Q 45.015625 31 40.078125 35.4375 \r\n",
|
|||
|
|
"Q 35.15625 39.890625 26.703125 39.890625 \r\n",
|
|||
|
|
"Q 22.75 39.890625 18.8125 39.015625 \r\n",
|
|||
|
|
"Q 14.890625 38.140625 10.796875 36.28125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(398.954371 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_7\">\r\n",
|
|||
|
|
" <g id=\"line2d_7\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"472.130558\" xlink:href=\"#m3d201b8fea\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_7\">\r\n",
|
|||
|
|
" <!-- 6 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 33.015625 40.375 \r\n",
|
|||
|
|
"Q 26.375 40.375 22.484375 35.828125 \r\n",
|
|||
|
|
"Q 18.609375 31.296875 18.609375 23.390625 \r\n",
|
|||
|
|
"Q 18.609375 15.53125 22.484375 10.953125 \r\n",
|
|||
|
|
"Q 26.375 6.390625 33.015625 6.390625 \r\n",
|
|||
|
|
"Q 39.65625 6.390625 43.53125 10.953125 \r\n",
|
|||
|
|
"Q 47.40625 15.53125 47.40625 23.390625 \r\n",
|
|||
|
|
"Q 47.40625 31.296875 43.53125 35.828125 \r\n",
|
|||
|
|
"Q 39.65625 40.375 33.015625 40.375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.59375 71.296875 \r\n",
|
|||
|
|
"L 52.59375 62.3125 \r\n",
|
|||
|
|
"Q 48.875 64.0625 45.09375 64.984375 \r\n",
|
|||
|
|
"Q 41.3125 65.921875 37.59375 65.921875 \r\n",
|
|||
|
|
"Q 27.828125 65.921875 22.671875 59.328125 \r\n",
|
|||
|
|
"Q 17.53125 52.734375 16.796875 39.40625 \r\n",
|
|||
|
|
"Q 19.671875 43.65625 24.015625 45.921875 \r\n",
|
|||
|
|
"Q 28.375 48.1875 33.59375 48.1875 \r\n",
|
|||
|
|
"Q 44.578125 48.1875 50.953125 41.515625 \r\n",
|
|||
|
|
"Q 57.328125 34.859375 57.328125 23.390625 \r\n",
|
|||
|
|
"Q 57.328125 12.15625 50.6875 5.359375 \r\n",
|
|||
|
|
"Q 44.046875 -1.421875 33.015625 -1.421875 \r\n",
|
|||
|
|
"Q 20.359375 -1.421875 13.671875 8.265625 \r\n",
|
|||
|
|
"Q 6.984375 17.96875 6.984375 36.375 \r\n",
|
|||
|
|
"Q 6.984375 53.65625 15.1875 63.9375 \r\n",
|
|||
|
|
"Q 23.390625 74.21875 37.203125 74.21875 \r\n",
|
|||
|
|
"Q 40.921875 74.21875 44.703125 73.484375 \r\n",
|
|||
|
|
"Q 48.484375 72.75 52.59375 71.296875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(468.949308 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-54\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"xtick_8\">\r\n",
|
|||
|
|
" <g id=\"line2d_8\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"542.125494\" xlink:href=\"#m3d201b8fea\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_8\">\r\n",
|
|||
|
|
" <!-- 7 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 8.203125 72.90625 \r\n",
|
|||
|
|
"L 55.078125 72.90625 \r\n",
|
|||
|
|
"L 55.078125 68.703125 \r\n",
|
|||
|
|
"L 28.609375 0 \r\n",
|
|||
|
|
"L 18.3125 0 \r\n",
|
|||
|
|
"L 43.21875 64.59375 \r\n",
|
|||
|
|
"L 8.203125 64.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-55\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(538.944244 336.637656)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-55\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_9\">\r\n",
|
|||
|
|
" <!-- x -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 54.890625 54.6875 \r\n",
|
|||
|
|
"L 35.109375 28.078125 \r\n",
|
|||
|
|
"L 55.90625 0 \r\n",
|
|||
|
|
"L 45.3125 0 \r\n",
|
|||
|
|
"L 29.390625 21.484375 \r\n",
|
|||
|
|
"L 13.484375 0 \r\n",
|
|||
|
|
"L 2.875 0 \r\n",
|
|||
|
|
"L 24.125 28.609375 \r\n",
|
|||
|
|
"L 4.6875 54.6875 \r\n",
|
|||
|
|
"L 15.28125 54.6875 \r\n",
|
|||
|
|
"L 29.78125 35.203125 \r\n",
|
|||
|
|
"L 44.28125 54.6875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-120\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(325.681562 350.315781)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-120\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"matplotlib.axis_2\">\r\n",
|
|||
|
|
" <g id=\"ytick_1\">\r\n",
|
|||
|
|
" <g id=\"line2d_9\">\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 0 0 \r\n",
|
|||
|
|
"L -3.5 0 \r\n",
|
|||
|
|
"\" id=\"m31f840000f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m31f840000f\" y=\"322.039219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_10\">\r\n",
|
|||
|
|
" <!-- −1.0 -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 10.59375 35.5 \r\n",
|
|||
|
|
"L 73.1875 35.5 \r\n",
|
|||
|
|
"L 73.1875 27.203125 \r\n",
|
|||
|
|
"L 10.59375 27.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <path d=\"M 10.6875 12.40625 \r\n",
|
|||
|
|
"L 21 12.40625 \r\n",
|
|||
|
|
"L 21 0 \r\n",
|
|||
|
|
"L 10.6875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-46\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(20.878125 325.838437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"179.199219\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_2\">\r\n",
|
|||
|
|
" <g id=\"line2d_10\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m31f840000f\" y=\"270.199219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_11\">\r\n",
|
|||
|
|
" <!-- −0.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(20.878125 273.998437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-8722\"/>\r\n",
|
|||
|
|
" <use x=\"83.789062\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"147.412109\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"179.199219\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_3\">\r\n",
|
|||
|
|
" <g id=\"line2d_11\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m31f840000f\" y=\"218.359219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_12\">\r\n",
|
|||
|
|
" <!-- 0.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 222.158437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_4\">\r\n",
|
|||
|
|
" <g id=\"line2d_12\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m31f840000f\" y=\"166.519219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_13\">\r\n",
|
|||
|
|
" <!-- 0.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 170.318437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_5\">\r\n",
|
|||
|
|
" <g id=\"line2d_13\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m31f840000f\" y=\"114.679219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_14\">\r\n",
|
|||
|
|
" <!-- 1.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 118.478437)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_6\">\r\n",
|
|||
|
|
" <g id=\"line2d_14\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m31f840000f\" y=\"62.839219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_15\">\r\n",
|
|||
|
|
" <!-- 1.5 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 66.638438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-49\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-53\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"ytick_7\">\r\n",
|
|||
|
|
" <g id=\"line2d_15\">\r\n",
|
|||
|
|
" <g>\r\n",
|
|||
|
|
" <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"52.160938\" xlink:href=\"#m31f840000f\" y=\"10.999219\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_16\">\r\n",
|
|||
|
|
" <!-- 2.0 -->\r\n",
|
|||
|
|
" <g transform=\"translate(29.257813 14.798438)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-50\"/>\r\n",
|
|||
|
|
" <use x=\"63.623047\" xlink:href=\"#DejaVuSans-46\"/>\r\n",
|
|||
|
|
" <use x=\"95.410156\" xlink:href=\"#DejaVuSans-48\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"text_17\">\r\n",
|
|||
|
|
" <!-- Iris setosa? -->\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <path d=\"M 9.8125 72.90625 \r\n",
|
|||
|
|
"L 19.671875 72.90625 \r\n",
|
|||
|
|
"L 19.671875 0 \r\n",
|
|||
|
|
"L 9.8125 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-73\"/>\r\n",
|
|||
|
|
" <path d=\"M 41.109375 46.296875 \r\n",
|
|||
|
|
"Q 39.59375 47.171875 37.8125 47.578125 \r\n",
|
|||
|
|
"Q 36.03125 48 33.890625 48 \r\n",
|
|||
|
|
"Q 26.265625 48 22.1875 43.046875 \r\n",
|
|||
|
|
"Q 18.109375 38.09375 18.109375 28.8125 \r\n",
|
|||
|
|
"L 18.109375 0 \r\n",
|
|||
|
|
"L 9.078125 0 \r\n",
|
|||
|
|
"L 9.078125 54.6875 \r\n",
|
|||
|
|
"L 18.109375 54.6875 \r\n",
|
|||
|
|
"L 18.109375 46.1875 \r\n",
|
|||
|
|
"Q 20.953125 51.171875 25.484375 53.578125 \r\n",
|
|||
|
|
"Q 30.03125 56 36.53125 56 \r\n",
|
|||
|
|
"Q 37.453125 56 38.578125 55.875 \r\n",
|
|||
|
|
"Q 39.703125 55.765625 41.0625 55.515625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <path d=\"M 9.421875 54.6875 \r\n",
|
|||
|
|
"L 18.40625 54.6875 \r\n",
|
|||
|
|
"L 18.40625 0 \r\n",
|
|||
|
|
"L 9.421875 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 9.421875 75.984375 \r\n",
|
|||
|
|
"L 18.40625 75.984375 \r\n",
|
|||
|
|
"L 18.40625 64.59375 \r\n",
|
|||
|
|
"L 9.421875 64.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-105\"/>\r\n",
|
|||
|
|
" <path d=\"M 44.28125 53.078125 \r\n",
|
|||
|
|
"L 44.28125 44.578125 \r\n",
|
|||
|
|
"Q 40.484375 46.53125 36.375 47.5 \r\n",
|
|||
|
|
"Q 32.28125 48.484375 27.875 48.484375 \r\n",
|
|||
|
|
"Q 21.1875 48.484375 17.84375 46.4375 \r\n",
|
|||
|
|
"Q 14.5 44.390625 14.5 40.28125 \r\n",
|
|||
|
|
"Q 14.5 37.15625 16.890625 35.375 \r\n",
|
|||
|
|
"Q 19.28125 33.59375 26.515625 31.984375 \r\n",
|
|||
|
|
"L 29.59375 31.296875 \r\n",
|
|||
|
|
"Q 39.15625 29.25 43.1875 25.515625 \r\n",
|
|||
|
|
"Q 47.21875 21.78125 47.21875 15.09375 \r\n",
|
|||
|
|
"Q 47.21875 7.46875 41.1875 3.015625 \r\n",
|
|||
|
|
"Q 35.15625 -1.421875 24.609375 -1.421875 \r\n",
|
|||
|
|
"Q 20.21875 -1.421875 15.453125 -0.5625 \r\n",
|
|||
|
|
"Q 10.6875 0.296875 5.421875 2 \r\n",
|
|||
|
|
"L 5.421875 11.28125 \r\n",
|
|||
|
|
"Q 10.40625 8.6875 15.234375 7.390625 \r\n",
|
|||
|
|
"Q 20.0625 6.109375 24.8125 6.109375 \r\n",
|
|||
|
|
"Q 31.15625 6.109375 34.5625 8.28125 \r\n",
|
|||
|
|
"Q 37.984375 10.453125 37.984375 14.40625 \r\n",
|
|||
|
|
"Q 37.984375 18.0625 35.515625 20.015625 \r\n",
|
|||
|
|
"Q 33.0625 21.96875 24.703125 23.78125 \r\n",
|
|||
|
|
"L 21.578125 24.515625 \r\n",
|
|||
|
|
"Q 13.234375 26.265625 9.515625 29.90625 \r\n",
|
|||
|
|
"Q 5.8125 33.546875 5.8125 39.890625 \r\n",
|
|||
|
|
"Q 5.8125 47.609375 11.28125 51.796875 \r\n",
|
|||
|
|
"Q 16.75 56 26.8125 56 \r\n",
|
|||
|
|
"Q 31.78125 56 36.171875 55.265625 \r\n",
|
|||
|
|
"Q 40.578125 54.546875 44.28125 53.078125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <path id=\"DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <path d=\"M 56.203125 29.59375 \r\n",
|
|||
|
|
"L 56.203125 25.203125 \r\n",
|
|||
|
|
"L 14.890625 25.203125 \r\n",
|
|||
|
|
"Q 15.484375 15.921875 20.484375 11.0625 \r\n",
|
|||
|
|
"Q 25.484375 6.203125 34.421875 6.203125 \r\n",
|
|||
|
|
"Q 39.59375 6.203125 44.453125 7.46875 \r\n",
|
|||
|
|
"Q 49.3125 8.734375 54.109375 11.28125 \r\n",
|
|||
|
|
"L 54.109375 2.78125 \r\n",
|
|||
|
|
"Q 49.265625 0.734375 44.1875 -0.34375 \r\n",
|
|||
|
|
"Q 39.109375 -1.421875 33.890625 -1.421875 \r\n",
|
|||
|
|
"Q 20.796875 -1.421875 13.15625 6.1875 \r\n",
|
|||
|
|
"Q 5.515625 13.8125 5.515625 26.8125 \r\n",
|
|||
|
|
"Q 5.515625 40.234375 12.765625 48.109375 \r\n",
|
|||
|
|
"Q 20.015625 56 32.328125 56 \r\n",
|
|||
|
|
"Q 43.359375 56 49.78125 48.890625 \r\n",
|
|||
|
|
"Q 56.203125 41.796875 56.203125 29.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 47.21875 32.234375 \r\n",
|
|||
|
|
"Q 47.125 39.59375 43.09375 43.984375 \r\n",
|
|||
|
|
"Q 39.0625 48.390625 32.421875 48.390625 \r\n",
|
|||
|
|
"Q 24.90625 48.390625 20.390625 44.140625 \r\n",
|
|||
|
|
"Q 15.875 39.890625 15.1875 32.171875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-101\"/>\r\n",
|
|||
|
|
" <path d=\"M 18.3125 70.21875 \r\n",
|
|||
|
|
"L 18.3125 54.6875 \r\n",
|
|||
|
|
"L 36.8125 54.6875 \r\n",
|
|||
|
|
"L 36.8125 47.703125 \r\n",
|
|||
|
|
"L 18.3125 47.703125 \r\n",
|
|||
|
|
"L 18.3125 18.015625 \r\n",
|
|||
|
|
"Q 18.3125 11.328125 20.140625 9.421875 \r\n",
|
|||
|
|
"Q 21.96875 7.515625 27.59375 7.515625 \r\n",
|
|||
|
|
"L 36.8125 7.515625 \r\n",
|
|||
|
|
"L 36.8125 0 \r\n",
|
|||
|
|
"L 27.59375 0 \r\n",
|
|||
|
|
"Q 17.1875 0 13.234375 3.875 \r\n",
|
|||
|
|
"Q 9.28125 7.765625 9.28125 18.015625 \r\n",
|
|||
|
|
"L 9.28125 47.703125 \r\n",
|
|||
|
|
"L 2.6875 47.703125 \r\n",
|
|||
|
|
"L 2.6875 54.6875 \r\n",
|
|||
|
|
"L 9.28125 54.6875 \r\n",
|
|||
|
|
"L 9.28125 70.21875 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-116\"/>\r\n",
|
|||
|
|
" <path d=\"M 30.609375 48.390625 \r\n",
|
|||
|
|
"Q 23.390625 48.390625 19.1875 42.75 \r\n",
|
|||
|
|
"Q 14.984375 37.109375 14.984375 27.296875 \r\n",
|
|||
|
|
"Q 14.984375 17.484375 19.15625 11.84375 \r\n",
|
|||
|
|
"Q 23.34375 6.203125 30.609375 6.203125 \r\n",
|
|||
|
|
"Q 37.796875 6.203125 41.984375 11.859375 \r\n",
|
|||
|
|
"Q 46.1875 17.53125 46.1875 27.296875 \r\n",
|
|||
|
|
"Q 46.1875 37.015625 41.984375 42.703125 \r\n",
|
|||
|
|
"Q 37.796875 48.390625 30.609375 48.390625 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 30.609375 56 \r\n",
|
|||
|
|
"Q 42.328125 56 49.015625 48.375 \r\n",
|
|||
|
|
"Q 55.71875 40.765625 55.71875 27.296875 \r\n",
|
|||
|
|
"Q 55.71875 13.875 49.015625 6.21875 \r\n",
|
|||
|
|
"Q 42.328125 -1.421875 30.609375 -1.421875 \r\n",
|
|||
|
|
"Q 18.84375 -1.421875 12.171875 6.21875 \r\n",
|
|||
|
|
"Q 5.515625 13.875 5.515625 27.296875 \r\n",
|
|||
|
|
"Q 5.515625 40.765625 12.171875 48.375 \r\n",
|
|||
|
|
"Q 18.84375 56 30.609375 56 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-111\"/>\r\n",
|
|||
|
|
" <path d=\"M 34.28125 27.484375 \r\n",
|
|||
|
|
"Q 23.390625 27.484375 19.1875 25 \r\n",
|
|||
|
|
"Q 14.984375 22.515625 14.984375 16.5 \r\n",
|
|||
|
|
"Q 14.984375 11.71875 18.140625 8.90625 \r\n",
|
|||
|
|
"Q 21.296875 6.109375 26.703125 6.109375 \r\n",
|
|||
|
|
"Q 34.1875 6.109375 38.703125 11.40625 \r\n",
|
|||
|
|
"Q 43.21875 16.703125 43.21875 25.484375 \r\n",
|
|||
|
|
"L 43.21875 27.484375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 52.203125 31.203125 \r\n",
|
|||
|
|
"L 52.203125 0 \r\n",
|
|||
|
|
"L 43.21875 0 \r\n",
|
|||
|
|
"L 43.21875 8.296875 \r\n",
|
|||
|
|
"Q 40.140625 3.328125 35.546875 0.953125 \r\n",
|
|||
|
|
"Q 30.953125 -1.421875 24.3125 -1.421875 \r\n",
|
|||
|
|
"Q 15.921875 -1.421875 10.953125 3.296875 \r\n",
|
|||
|
|
"Q 6 8.015625 6 15.921875 \r\n",
|
|||
|
|
"Q 6 25.140625 12.171875 29.828125 \r\n",
|
|||
|
|
"Q 18.359375 34.515625 30.609375 34.515625 \r\n",
|
|||
|
|
"L 43.21875 34.515625 \r\n",
|
|||
|
|
"L 43.21875 35.40625 \r\n",
|
|||
|
|
"Q 43.21875 41.609375 39.140625 45 \r\n",
|
|||
|
|
"Q 35.0625 48.390625 27.6875 48.390625 \r\n",
|
|||
|
|
"Q 23 48.390625 18.546875 47.265625 \r\n",
|
|||
|
|
"Q 14.109375 46.140625 10.015625 43.890625 \r\n",
|
|||
|
|
"L 10.015625 52.203125 \r\n",
|
|||
|
|
"Q 14.9375 54.109375 19.578125 55.046875 \r\n",
|
|||
|
|
"Q 24.21875 56 28.609375 56 \r\n",
|
|||
|
|
"Q 40.484375 56 46.34375 49.84375 \r\n",
|
|||
|
|
"Q 52.203125 43.703125 52.203125 31.203125 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <path d=\"M 19.09375 12.40625 \r\n",
|
|||
|
|
"L 29 12.40625 \r\n",
|
|||
|
|
"L 29 0 \r\n",
|
|||
|
|
"L 19.09375 0 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"M 28.71875 19.578125 \r\n",
|
|||
|
|
"L 19.390625 19.578125 \r\n",
|
|||
|
|
"L 19.390625 27.09375 \r\n",
|
|||
|
|
"Q 19.390625 32.03125 20.75 35.203125 \r\n",
|
|||
|
|
"Q 22.125 38.375 26.515625 42.578125 \r\n",
|
|||
|
|
"L 30.90625 46.921875 \r\n",
|
|||
|
|
"Q 33.6875 49.515625 34.9375 51.8125 \r\n",
|
|||
|
|
"Q 36.1875 54.109375 36.1875 56.5 \r\n",
|
|||
|
|
"Q 36.1875 60.84375 32.984375 63.53125 \r\n",
|
|||
|
|
"Q 29.78125 66.21875 24.515625 66.21875 \r\n",
|
|||
|
|
"Q 20.65625 66.21875 16.28125 64.5 \r\n",
|
|||
|
|
"Q 11.921875 62.796875 7.171875 59.515625 \r\n",
|
|||
|
|
"L 7.171875 68.703125 \r\n",
|
|||
|
|
"Q 11.765625 71.484375 16.46875 72.84375 \r\n",
|
|||
|
|
"Q 21.1875 74.21875 26.21875 74.21875 \r\n",
|
|||
|
|
"Q 35.203125 74.21875 40.640625 69.484375 \r\n",
|
|||
|
|
"Q 46.09375 64.75 46.09375 56.984375 \r\n",
|
|||
|
|
"Q 46.09375 53.265625 44.328125 49.921875 \r\n",
|
|||
|
|
"Q 42.578125 46.578125 38.1875 42.390625 \r\n",
|
|||
|
|
"L 33.890625 38.1875 \r\n",
|
|||
|
|
"Q 31.59375 35.890625 30.640625 34.59375 \r\n",
|
|||
|
|
"Q 29.6875 33.296875 29.296875 32.078125 \r\n",
|
|||
|
|
"Q 29 31.0625 28.859375 29.59375 \r\n",
|
|||
|
|
"Q 28.71875 28.125 28.71875 25.59375 \r\n",
|
|||
|
|
"z\r\n",
|
|||
|
|
"\" id=\"DejaVuSans-63\"/>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
" <g transform=\"translate(14.798438 194.655937)rotate(-90)scale(0.1 -0.1)\">\r\n",
|
|||
|
|
" <use xlink:href=\"#DejaVuSans-73\"/>\r\n",
|
|||
|
|
" <use x=\"29.492188\" xlink:href=\"#DejaVuSans-114\"/>\r\n",
|
|||
|
|
" <use x=\"70.605469\" xlink:href=\"#DejaVuSans-105\"/>\r\n",
|
|||
|
|
" <use x=\"98.388672\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"150.488281\" xlink:href=\"#DejaVuSans-32\"/>\r\n",
|
|||
|
|
" <use x=\"182.275391\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"234.375\" xlink:href=\"#DejaVuSans-101\"/>\r\n",
|
|||
|
|
" <use x=\"295.898438\" xlink:href=\"#DejaVuSans-116\"/>\r\n",
|
|||
|
|
" <use x=\"335.107422\" xlink:href=\"#DejaVuSans-111\"/>\r\n",
|
|||
|
|
" <use x=\"396.289062\" xlink:href=\"#DejaVuSans-115\"/>\r\n",
|
|||
|
|
" <use x=\"448.388672\" xlink:href=\"#DejaVuSans-97\"/>\r\n",
|
|||
|
|
" <use x=\"509.667969\" xlink:href=\"#DejaVuSans-63\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_16\">\r\n",
|
|||
|
|
" <path clip-path=\"url(#p79c0b3dce0)\" d=\"M 52.160938 115.355908 \r\n",
|
|||
|
|
"L 59.160431 115.503861 \r\n",
|
|||
|
|
"L 66.159925 115.683847 \r\n",
|
|||
|
|
"L 73.159419 115.902649 \r\n",
|
|||
|
|
"L 80.158912 116.168415 \r\n",
|
|||
|
|
"L 87.158406 116.490891 \r\n",
|
|||
|
|
"L 94.1579 116.881693 \r\n",
|
|||
|
|
"L 101.157393 117.354583 \r\n",
|
|||
|
|
"L 108.156887 117.925757 \r\n",
|
|||
|
|
"L 115.156381 118.614123 \r\n",
|
|||
|
|
"L 122.155874 119.441523 \r\n",
|
|||
|
|
"L 129.155368 120.432866 \r\n",
|
|||
|
|
"L 136.154862 121.6161 \r\n",
|
|||
|
|
"L 143.154355 123.021934 \r\n",
|
|||
|
|
"L 150.153849 124.683215 \r\n",
|
|||
|
|
"L 157.153343 126.633825 \r\n",
|
|||
|
|
"L 164.152836 128.907005 \r\n",
|
|||
|
|
"L 171.15233 131.533009 \r\n",
|
|||
|
|
"L 178.151824 134.536101 \r\n",
|
|||
|
|
"L 185.151317 137.931 \r\n",
|
|||
|
|
"L 192.150811 141.719085 \r\n",
|
|||
|
|
"L 199.150305 145.884864 \r\n",
|
|||
|
|
"L 206.149798 150.393356 \r\n",
|
|||
|
|
"L 213.149292 155.189132 \r\n",
|
|||
|
|
"L 220.148786 160.197602 \r\n",
|
|||
|
|
"L 227.148279 165.328805 \r\n",
|
|||
|
|
"L 234.147773 170.483452 \r\n",
|
|||
|
|
"L 241.147267 175.560437 \r\n",
|
|||
|
|
"L 248.14676 180.464632 \r\n",
|
|||
|
|
"L 255.146254 185.113739 \r\n",
|
|||
|
|
"L 262.145748 189.443178 \r\n",
|
|||
|
|
"L 269.145241 193.408533 \r\n",
|
|||
|
|
"L 276.144735 196.985563 \r\n",
|
|||
|
|
"L 283.144229 200.168266 \r\n",
|
|||
|
|
"L 290.143722 202.965677 \r\n",
|
|||
|
|
"L 297.143216 205.398123 \r\n",
|
|||
|
|
"L 304.14271 207.493505 \r\n",
|
|||
|
|
"L 311.142203 209.284021 \r\n",
|
|||
|
|
"L 318.141697 210.803505 \r\n",
|
|||
|
|
"L 325.141191 212.085449 \r\n",
|
|||
|
|
"L 332.140684 213.161652 \r\n",
|
|||
|
|
"L 339.140178 214.061388 \r\n",
|
|||
|
|
"L 346.139672 214.810985 \r\n",
|
|||
|
|
"L 353.139165 215.433692 \r\n",
|
|||
|
|
"L 360.138659 215.949744 \r\n",
|
|||
|
|
"L 367.138153 216.376558 \r\n",
|
|||
|
|
"L 374.137646 216.728984 \r\n",
|
|||
|
|
"L 381.13714 217.019589 \r\n",
|
|||
|
|
"L 388.136634 217.25895 \r\n",
|
|||
|
|
"L 395.136127 217.45592 \r\n",
|
|||
|
|
"L 402.135621 217.617883 \r\n",
|
|||
|
|
"L 409.135115 217.750978 \r\n",
|
|||
|
|
"L 416.134608 217.860294 \r\n",
|
|||
|
|
"L 423.134102 217.950041 \r\n",
|
|||
|
|
"L 430.133596 218.023696 \r\n",
|
|||
|
|
"L 437.133089 218.084129 \r\n",
|
|||
|
|
"L 444.132583 218.1337 \r\n",
|
|||
|
|
"L 451.132077 218.174355 \r\n",
|
|||
|
|
"L 458.13157 218.207691 \r\n",
|
|||
|
|
"L 465.131064 218.235023 \r\n",
|
|||
|
|
"L 472.130558 218.25743 \r\n",
|
|||
|
|
"L 479.130051 218.275798 \r\n",
|
|||
|
|
"L 486.129545 218.290853 \r\n",
|
|||
|
|
"L 493.129039 218.303193 \r\n",
|
|||
|
|
"L 500.128532 218.313306 \r\n",
|
|||
|
|
"L 507.128026 218.321595 \r\n",
|
|||
|
|
"L 514.12752 218.328387 \r\n",
|
|||
|
|
"L 521.127013 218.333954 \r\n",
|
|||
|
|
"L 528.126507 218.338516 \r\n",
|
|||
|
|
"L 535.126001 218.342254 \r\n",
|
|||
|
|
"L 542.125494 218.345317 \r\n",
|
|||
|
|
"L 549.124988 218.347827 \r\n",
|
|||
|
|
"L 556.124482 218.349884 \r\n",
|
|||
|
|
"L 563.123975 218.35157 \r\n",
|
|||
|
|
"L 570.123469 218.352951 \r\n",
|
|||
|
|
"L 577.122963 218.354083 \r\n",
|
|||
|
|
"L 584.122456 218.355011 \r\n",
|
|||
|
|
"L 591.12195 218.35577 \r\n",
|
|||
|
|
"L 598.121444 218.356393 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"line2d_17\">\r\n",
|
|||
|
|
" <path clip-path=\"url(#p79c0b3dce0)\" d=\"M 227.148279 322.039219 \r\n",
|
|||
|
|
"L 227.148279 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#ffa500;stroke-dasharray:5.55,2.4;stroke-dashoffset:0;stroke-width:1.5;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_3\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 52.160938 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_4\">\r\n",
|
|||
|
|
" <path d=\"M 605.120937 322.039219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_5\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 322.039219 \r\n",
|
|||
|
|
"L 605.120937 322.039219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <g id=\"patch_6\">\r\n",
|
|||
|
|
" <path d=\"M 52.160938 10.999219 \r\n",
|
|||
|
|
"L 605.120937 10.999219 \r\n",
|
|||
|
|
"\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" </g>\r\n",
|
|||
|
|
" <defs>\r\n",
|
|||
|
|
" <clipPath id=\"p79c0b3dce0\">\r\n",
|
|||
|
|
" <rect height=\"311.04\" width=\"552.96\" x=\"52.160938\" y=\"10.999219\"/>\r\n",
|
|||
|
|
" </clipPath>\r\n",
|
|||
|
|
" </defs>\r\n",
|
|||
|
|
"</svg>\r\n"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
"<Figure size 691.2x388.8 with 1 Axes>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {
|
|||
|
|
"needs_background": "light"
|
|||
|
|
},
|
|||
|
|
"output_type": "display_data"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"fig = regdotsMx(XMx3, yMx3, xlabel='x', ylabel='Iris setosa?')\n",
|
|||
|
|
"logistic_regline(fig, thetaBest, XMx3)\n",
|
|||
|
|
"threshold_val(fig, 2.5)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Traktujemy wartość $h_\\theta(x)$ jako prawdopodobieństwo, że cecha przyjmie wartość pozytywną:\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$ h_\\theta(x) = P(y = 1 \\, | \\, x; \\theta) $$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "fragment"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Jeżeli $h_\\theta(x) > 0.5$, to dla takiego $x$ będziemy przewidywać wartość $y = 1$.\n",
|
|||
|
|
"W przeciwnym wypadku uprzewidzimy $y = 0$."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Dlaczego możemy traktować wartość funkcji regresji logistycznej jako prawdopodobieństwo?\n",
|
|||
|
|
"\n",
|
|||
|
|
"Można o tym poczytać w zewnętrznych źródłach, np. https://towardsdatascience.com/logit-of-logistic-regression-understanding-the-fundamentals-f384152a33d1"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "slide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"### Dwuklasowa regresja logistyczna: więcej cech"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Jak postąpić, jeżeli będziemy mieli więcej niż jedną cechę $x$?\n",
|
|||
|
|
"\n",
|
|||
|
|
"Weźmy teraz wszystkie cechy występujące w zbiorze *Iris*."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 18,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
" dł. płatków szer. płatków dł. dz. k. szer. dz. k. Iris setosa?\n",
|
|||
|
|
"0 1.4 0.2 5.2 3.4 1\n",
|
|||
|
|
"1 1.5 0.4 5.1 3.7 1\n",
|
|||
|
|
"2 5.6 2.4 6.7 3.1 0\n",
|
|||
|
|
"3 5.1 2.0 6.5 3.2 0\n",
|
|||
|
|
"4 4.5 1.7 4.9 2.5 0\n",
|
|||
|
|
"5 5.1 1.6 6.0 2.7 0\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"data_iris_setosa_multi = pandas.DataFrame()\n",
|
|||
|
|
"data_iris_setosa_multi['dł. płatków'] = data_iris['pl'] # \"pl\" oznacza \"petal length\" (długość płatków)\n",
|
|||
|
|
"data_iris_setosa_multi['szer. płatków'] = data_iris['pw'] # \"pw\" oznacza \"petal width\" (szerokość płatków)\n",
|
|||
|
|
"data_iris_setosa_multi['dł. dz. k.'] = data_iris['sl'] # \"sl\" oznacza \"sepal length\" (długość działek kielicha)\n",
|
|||
|
|
"data_iris_setosa_multi['szer. dz. k.'] = data_iris['sw'] # \"sw\" oznacza \"sepal width\" (szerokość działek kielicha)\n",
|
|||
|
|
"data_iris_setosa_multi['Iris setosa?'] = data_iris['Gatunek'].apply(lambda x: 1 if x=='Iris-setosa' else 0)\n",
|
|||
|
|
"print(data_iris_setosa_multi[:6])"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 19,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"%matplotlib inline\n",
|
|||
|
|
"\n",
|
|||
|
|
"import matplotlib.pyplot as plt\n",
|
|||
|
|
"import seaborn"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 20,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"[[1. 1.4 0.2 5.2 3.4]\n",
|
|||
|
|
" [1. 1.5 0.4 5.1 3.7]\n",
|
|||
|
|
" [1. 5.6 2.4 6.7 3.1]\n",
|
|||
|
|
" [1. 5.1 2. 6.5 3.2]\n",
|
|||
|
|
" [1. 4.5 1.7 4.9 2.5]\n",
|
|||
|
|
" [1. 5.1 1.6 6. 2.7]]\n",
|
|||
|
|
"[[1.]\n",
|
|||
|
|
" [1.]\n",
|
|||
|
|
" [0.]\n",
|
|||
|
|
" [0.]\n",
|
|||
|
|
" [0.]\n",
|
|||
|
|
" [0.]]\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# Przygotowanie danych\n",
|
|||
|
|
"m, n_plus_1 = data_iris_setosa_multi.values.shape\n",
|
|||
|
|
"n = n_plus_1 - 1\n",
|
|||
|
|
"Xn = data_iris_setosa_multi.values[:, 0:n].reshape(m, n)\n",
|
|||
|
|
"\n",
|
|||
|
|
"XMx4 = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n",
|
|||
|
|
"yMx4 = np.matrix(data_iris_setosa_multi.values[:, n]).reshape(m, 1)\n",
|
|||
|
|
"\n",
|
|||
|
|
"print(XMx4[:6])\n",
|
|||
|
|
"print(yMx4[:6])"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 21,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Podział danych na zbiór trenujący i testowy\n",
|
|||
|
|
"XTrain, XTest = XMx4[:100], XMx4[100:]\n",
|
|||
|
|
"yTrain, yTest = yMx4[:100], yMx4[100:]\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Macierz parametrów początkowych\n",
|
|||
|
|
"thetaTemp = np.ones(5).reshape(5,1)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 22,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"error = [[0.006797]]\n",
|
|||
|
|
"theta = [[ 1.11414027]\n",
|
|||
|
|
" [-2.89324615]\n",
|
|||
|
|
" [-0.66543637]\n",
|
|||
|
|
" [ 0.14887292]\n",
|
|||
|
|
" [ 2.13284493]]\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"thetaBest, errors = GD(h, J, dJ, thetaTemp, XTrain, yTrain, \n",
|
|||
|
|
" alpha=0.1, eps=10**-7, maxSteps=1000)\n",
|
|||
|
|
"print(\"error =\", errors[-1][0])\n",
|
|||
|
|
"print(\"theta =\", thetaBest)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "slide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"### Funkcja decyzyjna regresji logistycznej\n",
|
|||
|
|
"\n",
|
|||
|
|
"Funkcja decyzyjna mówi o tym, kiedy nasz algorytm będzie przewidywał $y = 1$, a kiedy $y = 0$\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$ c = \\left\\{ \n",
|
|||
|
|
"\\begin{array}{ll}\n",
|
|||
|
|
"1, & \\mbox{gdy } P(y=1 \\, | \\, x; \\theta) > 0.5 \\\\\n",
|
|||
|
|
"0 & \\mbox{w przeciwnym przypadku}\n",
|
|||
|
|
"\\end{array}\\right.\n",
|
|||
|
|
"$$\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$ P(y=1 \\,| \\, x; \\theta) = h_\\theta(x) $$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 23,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"theta = [[ 1.11414027]\n",
|
|||
|
|
" [-2.89324615]\n",
|
|||
|
|
" [-0.66543637]\n",
|
|||
|
|
" [ 0.14887292]\n",
|
|||
|
|
" [ 2.13284493]]\n",
|
|||
|
|
"x0 = [[1. 6.3 1.8 7.3 2.9]]\n",
|
|||
|
|
"h(x0) = 1.6061436959824898e-05\n",
|
|||
|
|
"c(x0) = (0, 1.6061436959824898e-05) \n",
|
|||
|
|
"\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"def classifyBi(theta, X):\n",
|
|||
|
|
" prob = h(theta, X).item()\n",
|
|||
|
|
" return (1, prob) if prob > 0.5 else (0, prob)\n",
|
|||
|
|
"\n",
|
|||
|
|
"print(\"theta =\", thetaBest)\n",
|
|||
|
|
"print(\"x0 =\", XTest[0])\n",
|
|||
|
|
"print(\"h(x0) =\", h(thetaBest, XTest[0]).item())\n",
|
|||
|
|
"print(\"c(x0) =\", classifyBi(thetaBest, XTest[0]), \"\\n\")"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Obliczmy teraz skuteczność modelu (więcej na ten temat na następnym wykładzie, poświęconym metodom ewaluacji)."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 24,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"0 <=> 0 -- prob: 0.0\n",
|
|||
|
|
"1 <=> 1 -- prob: 0.9816\n",
|
|||
|
|
"0 <=> 0 -- prob: 0.0001\n",
|
|||
|
|
"0 <=> 0 -- prob: 0.0005\n",
|
|||
|
|
"0 <=> 0 -- prob: 0.0001\n",
|
|||
|
|
"1 <=> 1 -- prob: 0.9936\n",
|
|||
|
|
"0 <=> 0 -- prob: 0.0059\n",
|
|||
|
|
"0 <=> 0 -- prob: 0.0992\n",
|
|||
|
|
"0 <=> 0 -- prob: 0.0001\n",
|
|||
|
|
"0 <=> 0 -- prob: 0.0001\n",
|
|||
|
|
"\n",
|
|||
|
|
"Accuracy: 1.0\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"acc = 0.0\n",
|
|||
|
|
"for i, rest in enumerate(yTest):\n",
|
|||
|
|
" cls, prob = classifyBi(thetaBest, XTest[i])\n",
|
|||
|
|
" if i < 10:\n",
|
|||
|
|
" print(int(yTest[i].item()), \"<=>\", cls, \"-- prob:\", round(prob, 4))\n",
|
|||
|
|
" acc += cls == yTest[i].item()\n",
|
|||
|
|
"\n",
|
|||
|
|
"print(\"\\nAccuracy:\", acc / len(XTest))"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "slide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"## 3.2. Wieloklasowa regresja logistyczna"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Przykład: wszystkie cechy ze zbioru *Iris*, wszystkie 3 klasy ze zbioru *Iris*."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 25,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "fragment"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"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>sl</th>\n",
|
|||
|
|
" <th>sw</th>\n",
|
|||
|
|
" <th>pl</th>\n",
|
|||
|
|
" <th>pw</th>\n",
|
|||
|
|
" <th>Gatunek</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>0</th>\n",
|
|||
|
|
" <td>5.2</td>\n",
|
|||
|
|
" <td>3.4</td>\n",
|
|||
|
|
" <td>1.4</td>\n",
|
|||
|
|
" <td>0.2</td>\n",
|
|||
|
|
" <td>Iris-setosa</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1</th>\n",
|
|||
|
|
" <td>5.1</td>\n",
|
|||
|
|
" <td>3.7</td>\n",
|
|||
|
|
" <td>1.5</td>\n",
|
|||
|
|
" <td>0.4</td>\n",
|
|||
|
|
" <td>Iris-setosa</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>2</th>\n",
|
|||
|
|
" <td>6.7</td>\n",
|
|||
|
|
" <td>3.1</td>\n",
|
|||
|
|
" <td>5.6</td>\n",
|
|||
|
|
" <td>2.4</td>\n",
|
|||
|
|
" <td>Iris-virginica</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>3</th>\n",
|
|||
|
|
" <td>6.5</td>\n",
|
|||
|
|
" <td>3.2</td>\n",
|
|||
|
|
" <td>5.1</td>\n",
|
|||
|
|
" <td>2.0</td>\n",
|
|||
|
|
" <td>Iris-virginica</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>4</th>\n",
|
|||
|
|
" <td>4.9</td>\n",
|
|||
|
|
" <td>2.5</td>\n",
|
|||
|
|
" <td>4.5</td>\n",
|
|||
|
|
" <td>1.7</td>\n",
|
|||
|
|
" <td>Iris-virginica</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>5</th>\n",
|
|||
|
|
" <td>6.0</td>\n",
|
|||
|
|
" <td>2.7</td>\n",
|
|||
|
|
" <td>5.1</td>\n",
|
|||
|
|
" <td>1.6</td>\n",
|
|||
|
|
" <td>Iris-versicolor</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" sl sw pl pw Gatunek\n",
|
|||
|
|
"0 5.2 3.4 1.4 0.2 Iris-setosa\n",
|
|||
|
|
"1 5.1 3.7 1.5 0.4 Iris-setosa\n",
|
|||
|
|
"2 6.7 3.1 5.6 2.4 Iris-virginica\n",
|
|||
|
|
"3 6.5 3.2 5.1 2.0 Iris-virginica\n",
|
|||
|
|
"4 4.9 2.5 4.5 1.7 Iris-virginica\n",
|
|||
|
|
"5 6.0 2.7 5.1 1.6 Iris-versicolor"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 25,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"import pandas\n",
|
|||
|
|
"data_iris = pandas.read_csv('iris.csv')\n",
|
|||
|
|
"data_iris[:6]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 26,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"X = [[1. 5.2 3.4 1.4 0.2]\n",
|
|||
|
|
" [1. 5.1 3.7 1.5 0.4]\n",
|
|||
|
|
" [1. 6.7 3.1 5.6 2.4]\n",
|
|||
|
|
" [1. 6.5 3.2 5.1 2. ]]\n",
|
|||
|
|
"y = [['Iris-setosa']\n",
|
|||
|
|
" ['Iris-setosa']\n",
|
|||
|
|
" ['Iris-virginica']\n",
|
|||
|
|
" ['Iris-virginica']]\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# Przygotowanie danych\n",
|
|||
|
|
"\n",
|
|||
|
|
"import numpy as np\n",
|
|||
|
|
"\n",
|
|||
|
|
"features = ['sl', 'sw', 'pl', 'pw']\n",
|
|||
|
|
"m = len(data_iris)\n",
|
|||
|
|
"X = np.matrix(data_iris[features])\n",
|
|||
|
|
"X0 = np.ones(m).reshape(m, 1)\n",
|
|||
|
|
"X = np.hstack((X0, X))\n",
|
|||
|
|
"y = np.matrix(data_iris[[\"Gatunek\"]]).reshape(m, 1)\n",
|
|||
|
|
"\n",
|
|||
|
|
"print(\"X = \", X[:4])\n",
|
|||
|
|
"print(\"y = \", y[:4])"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Zamieńmy etykiety tekstowe w tablicy $y$ na wektory jednostkowe (*one-hot vectors*):\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$\n",
|
|||
|
|
"\\begin{array}{ccc}\n",
|
|||
|
|
"\\mbox{\"Iris-setosa\"} & \\mapsto & \\left[ \\begin{array}{ccc} 1 & 0 & 0 \\\\ \\end{array} \\right] \\\\\n",
|
|||
|
|
"\\mbox{\"Iris-virginica\"} & \\mapsto & \\left[ \\begin{array}{ccc} 0 & 1 & 0 \\\\ \\end{array} \\right] \\\\\n",
|
|||
|
|
"\\mbox{\"Iris-versicolor\"} & \\mapsto & \\left[ \\begin{array}{ccc} 0 & 0 & 1 \\\\ \\end{array} \\right] \\\\\n",
|
|||
|
|
"\\end{array}\n",
|
|||
|
|
"$$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Wówczas zamiast wektora $y$ otrzymamy macierz $Y$:\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$\n",
|
|||
|
|
"y \\; = \\;\n",
|
|||
|
|
"\\left[\n",
|
|||
|
|
"\\begin{array}{c}\n",
|
|||
|
|
"y^{(1)} \\\\\n",
|
|||
|
|
"y^{(2)} \\\\\n",
|
|||
|
|
"y^{(3)} \\\\\n",
|
|||
|
|
"y^{(4)} \\\\\n",
|
|||
|
|
"y^{(5)} \\\\\n",
|
|||
|
|
"\\vdots \\\\\n",
|
|||
|
|
"\\end{array}\n",
|
|||
|
|
"\\right]\n",
|
|||
|
|
"\\; = \\;\n",
|
|||
|
|
"\\left[\n",
|
|||
|
|
"\\begin{array}{c}\n",
|
|||
|
|
"\\mbox{\"Iris-setosa\"} \\\\\n",
|
|||
|
|
"\\mbox{\"Iris-setosa\"} \\\\\n",
|
|||
|
|
"\\mbox{\"Iris-virginica\"} \\\\\n",
|
|||
|
|
"\\mbox{\"Iris-versicolor\"} \\\\\n",
|
|||
|
|
"\\mbox{\"Iris-virginica\"} \\\\\n",
|
|||
|
|
"\\vdots \\\\\n",
|
|||
|
|
"\\end{array}\n",
|
|||
|
|
"\\right]\n",
|
|||
|
|
"\\quad \\mapsto \\quad\n",
|
|||
|
|
"Y \\; = \\;\n",
|
|||
|
|
"\\left[\n",
|
|||
|
|
"\\begin{array}{ccc}\n",
|
|||
|
|
"1 & 0 & 0 \\\\\n",
|
|||
|
|
"1 & 0 & 0 \\\\\n",
|
|||
|
|
"0 & 1 & 0 \\\\\n",
|
|||
|
|
"0 & 0 & 1 \\\\\n",
|
|||
|
|
"0 & 1 & 0 \\\\\n",
|
|||
|
|
"\\vdots & \\vdots & \\vdots \\\\\n",
|
|||
|
|
"\\end{array}\n",
|
|||
|
|
"\\right]\n",
|
|||
|
|
"$$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 27,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"def mapY(y, cls):\n",
|
|||
|
|
" m = len(y)\n",
|
|||
|
|
" yBi = np.matrix(np.zeros(m)).reshape(m, 1)\n",
|
|||
|
|
" yBi[y == cls] = 1.\n",
|
|||
|
|
" return yBi\n",
|
|||
|
|
"\n",
|
|||
|
|
"def indicatorMatrix(y):\n",
|
|||
|
|
" classes = np.unique(y.tolist())\n",
|
|||
|
|
" m = len(y)\n",
|
|||
|
|
" k = len(classes)\n",
|
|||
|
|
" Y = np.matrix(np.zeros((m, k)))\n",
|
|||
|
|
" for i, cls in enumerate(classes):\n",
|
|||
|
|
" Y[:, i] = mapY(y, cls)\n",
|
|||
|
|
" return Y\n",
|
|||
|
|
"\n",
|
|||
|
|
"# one-hot matrix\n",
|
|||
|
|
"Y = indicatorMatrix(y)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 28,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Podział danych na zbiór trenujący i testowy\n",
|
|||
|
|
"XTrain, XTest = X[:100], X[100:]\n",
|
|||
|
|
"YTrain, YTest = Y[:100], Y[100:]\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Macierz parametrów początkowych - niech skłąda się z samych jedynek\n",
|
|||
|
|
"thetaTemp = np.ones(5).reshape(5,1)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "slide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"### Od regresji logistycznej dwuklasowej do wieloklasowej\n",
|
|||
|
|
"\n",
|
|||
|
|
"* Irysy są przydzielone do trzech klas: _Iris-setosa_ (0), _Iris-versicolor_ (1), _Iris-virginica_ (2).\n",
|
|||
|
|
"* Wiemy, jak stworzyć klasyfikatory dwuklasowe typu _Iris-setosa_ vs. _Nie-Iris-setosa_ (tzw. *one-vs-all*).\n",
|
|||
|
|
"* Możemy stworzyć trzy klasyfikatory $h_{\\theta_1}, h_{\\theta_2}, h_{\\theta_3}$ (otrzymując trzy zestawy parametrów $\\theta$) i wybrać klasę o najwyższym prawdopodobieństwie."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "notes"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Pomoże nam w tym funkcja *softmax*, która jest uogólnieniem funkcji logistycznej na większą liczbę wymiarów."
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"### Funkcja _softmax_\n",
|
|||
|
|
"\n",
|
|||
|
|
"Odpowiednikiem funkcji logistycznej dla wieloklasowej regresji logistycznej jest funkcja $\\mathrm{softmax}$:\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$ \\textrm{softmax} \\colon \\mathbb{R}^k \\to [0,1]^k $$\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$ \\textrm{softmax}(z_1,z_2,\\dots,z_k) = \\left( \\dfrac{e^{z_1}}{\\sum_{i=1}^{k}e^{z_i}}, \\dfrac{e^{z_2}}{\\sum_{i=1}^{k}e^{z_i}}, \\ldots, \\dfrac{e^{z_k}}{\\sum_{i=1}^{k}e^{z_i}} \\right) $$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"$$ \\textrm{softmax}( \\left[ \\begin{array}{c} \\theta_1^T x \\\\ \\theta_2^T x \\\\ \\vdots \\\\ \\theta_k^T x \\end{array} \\right] ) = \\left[ \\begin{array}{c} P(y=1 \\, | \\, x;\\theta_1,\\ldots,\\theta_k) \\\\ P(y=2 \\, | \\, x;\\theta_1,\\ldots,\\theta_k) \\\\ \\vdots \\\\ P(y=k \\, | \\, x;\\theta_1,\\ldots,\\theta_k) \\end{array} \\right] $$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 29,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [],
|
|||
|
|
"source": [
|
|||
|
|
"# Zapis macierzowy funkcji softmax\n",
|
|||
|
|
"def softmax(X):\n",
|
|||
|
|
" return np.exp(X) / np.sum(np.exp(X))"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"Wartości funkcji $\\mathrm{softmax}$ sumują się do 1:"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 30,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "fragment"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"0.9999999999999999\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"Z = np.matrix([[2.1, 0.5, 0.8, 0.9, 3.2]])\n",
|
|||
|
|
"P = softmax(Z)\n",
|
|||
|
|
"print(np.sum(P)) "
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 31,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"Otrzymana macierz parametrów theta dla klasy 0:\n",
|
|||
|
|
" [[ 0.68590262]\n",
|
|||
|
|
" [ 0.39948964]\n",
|
|||
|
|
" [ 1.13312933]\n",
|
|||
|
|
" [-2.17550597]\n",
|
|||
|
|
" [-0.53088875]] \n",
|
|||
|
|
"\n",
|
|||
|
|
"Otrzymana macierz parametrów theta dla klasy 1:\n",
|
|||
|
|
" [[ 0.95431453]\n",
|
|||
|
|
" [ 0.07249434]\n",
|
|||
|
|
" [-1.07233395]\n",
|
|||
|
|
" [ 0.53801787]\n",
|
|||
|
|
" [-0.65001214]] \n",
|
|||
|
|
"\n",
|
|||
|
|
"Otrzymana macierz parametrów theta dla klasy 2:\n",
|
|||
|
|
" [[-0.66101185]\n",
|
|||
|
|
" [-1.40133883]\n",
|
|||
|
|
" [-2.01776182]\n",
|
|||
|
|
" [ 2.18505283]\n",
|
|||
|
|
" [ 2.74690482]] \n",
|
|||
|
|
"\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"# Dla każdej klasy wytrenujmy osobny klasyfikator dwuklasowy.\n",
|
|||
|
|
"\n",
|
|||
|
|
"def trainMaxEnt(X, Y):\n",
|
|||
|
|
" n = X.shape[1]\n",
|
|||
|
|
" thetas = []\n",
|
|||
|
|
" for c in range(Y.shape[1]):\n",
|
|||
|
|
" YBi = Y[:,c]\n",
|
|||
|
|
" theta = np.matrix(np.random.random(n)).reshape(n,1)\n",
|
|||
|
|
" # Macierz parametrów theta obliczona dla każdej klasy osobno.\n",
|
|||
|
|
" thetaBest, errors = GD(h, J, dJ, theta, \n",
|
|||
|
|
" X, YBi, alpha=0.1, eps=10**-4)\n",
|
|||
|
|
" thetas.append(thetaBest)\n",
|
|||
|
|
" return thetas\n",
|
|||
|
|
"\n",
|
|||
|
|
"# Macierze theta dla każdej klasy\n",
|
|||
|
|
"thetas = trainMaxEnt(XTrain, YTrain);\n",
|
|||
|
|
"for c, theta in enumerate(thetas):\n",
|
|||
|
|
" print(f\"Otrzymana macierz parametrów theta dla klasy {c}:\\n\", theta, \"\\n\")"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "markdown",
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"source": [
|
|||
|
|
"### Funkcja decyzyjna wieloklasowej regresji logistycznej\n",
|
|||
|
|
"\n",
|
|||
|
|
"$$ c = \\mathop{\\textrm{arg}\\,\\textrm{max}}_{i \\in \\{1, \\ldots ,k\\}} P(y=i|x;\\theta_1,\\ldots,\\theta_k) $$"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 32,
|
|||
|
|
"metadata": {
|
|||
|
|
"slideshow": {
|
|||
|
|
"slide_type": "subslide"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"name": "stdout",
|
|||
|
|
"output_type": "stream",
|
|||
|
|
"text": [
|
|||
|
|
"Dla x = [[1. 7.3 2.9 6.3 1.8]]:\n",
|
|||
|
|
"Po zastosowaniu regresji: [-7.77303536 0.59324542 1.96796697]\n",
|
|||
|
|
"Otrzymane prawdopodobieństwa: [0. 0.202 0.798]\n",
|
|||
|
|
"Wybrana klasa: 2\n",
|
|||
|
|
"Obliczone y = 2\n",
|
|||
|
|
"Oczekiwane y = 2\n",
|
|||
|
|
"\n",
|
|||
|
|
"Dla x = [[1. 4.8 3. 1.4 0.3]]:\n",
|
|||
|
|
"Po zastosowaniu regresji: [ 2.79786587 -1.35649314 -9.55757825]\n",
|
|||
|
|
"Otrzymane prawdopodobieństwa: [0.985 0.015 0. ]\n",
|
|||
|
|
"Wybrana klasa: 0\n",
|
|||
|
|
"Obliczone y = 0\n",
|
|||
|
|
"Oczekiwane y = 0\n",
|
|||
|
|
"\n",
|
|||
|
|
"Dla x = [[1. 7.1 3. 5.9 2.1]]:\n",
|
|||
|
|
"Po zastosowaniu regresji: [-7.02868459 0.06130237 1.99650886]\n",
|
|||
|
|
"Otrzymane prawdopodobieństwa: [0. 0.126 0.874]\n",
|
|||
|
|
"Wybrana klasa: 2\n",
|
|||
|
|
"Obliczone y = 2\n",
|
|||
|
|
"Oczekiwane y = 2\n",
|
|||
|
|
"\n",
|
|||
|
|
"Dla x = [[1. 5.9 3. 5.1 1.8]]:\n",
|
|||
|
|
"Po zastosowaniu regresji: [-5.60840075 -0.26110148 1.10600174]\n",
|
|||
|
|
"Otrzymane prawdopodobieństwa: [0.001 0.203 0.796]\n",
|
|||
|
|
"Wybrana klasa: 2\n",
|
|||
|
|
"Obliczone y = 2\n",
|
|||
|
|
"Oczekiwane y = 2\n",
|
|||
|
|
"\n",
|
|||
|
|
"Dla x = [[1. 6.1 2.6 5.6 1.4]]:\n",
|
|||
|
|
"Po zastosowaniu regresji: [-6.85715204 0.71134476 1.62660319]\n",
|
|||
|
|
"Otrzymane prawdopodobieństwa: [0. 0.286 0.714]\n",
|
|||
|
|
"Wybrana klasa: 2\n",
|
|||
|
|
"Obliczone y = 2\n",
|
|||
|
|
"Oczekiwane y = 2\n",
|
|||
|
|
"\n"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"def classify(thetas, X, debug=False):\n",
|
|||
|
|
" regs = np.array([(X*theta).item() for theta in thetas])\n",
|
|||
|
|
" if debug:\n",
|
|||
|
|
" print(\"Po zastosowaniu regresji: \", regs)\n",
|
|||
|
|
" probs = softmax(regs)\n",
|
|||
|
|
" if debug:\n",
|
|||
|
|
" print(\"Otrzymane prawdopodobieństwa: \", np.around(probs,decimals=3))\n",
|
|||
|
|
" result = np.argmax(probs)\n",
|
|||
|
|
" if debug:\n",
|
|||
|
|
" print(\"Wybrana klasa: \", result)\n",
|
|||
|
|
" return result\n",
|
|||
|
|
"\n",
|
|||
|
|
"for i in range(5):\n",
|
|||
|
|
" print(f\"Dla x = {XTest[i]}:\")\n",
|
|||
|
|
" YPredicted = classify(thetas, XTest[i], debug=True)\n",
|
|||
|
|
" print(f\"Obliczone y = {YPredicted}\")\n",
|
|||
|
|
" print(f\"Oczekiwane y = {np.argmax(YTest[i])}\")\n",
|
|||
|
|
" print()"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"celltoolbar": "Slideshow",
|
|||
|
|
"kernelspec": {
|
|||
|
|
"display_name": "Python 3",
|
|||
|
|
"language": "python",
|
|||
|
|
"name": "python3"
|
|||
|
|
},
|
|||
|
|
"language_info": {
|
|||
|
|
"codemirror_mode": {
|
|||
|
|
"name": "ipython",
|
|||
|
|
"version": 3
|
|||
|
|
},
|
|||
|
|
"file_extension": ".py",
|
|||
|
|
"mimetype": "text/x-python",
|
|||
|
|
"name": "python",
|
|||
|
|
"nbconvert_exporter": "python",
|
|||
|
|
"pygments_lexer": "ipython3",
|
|||
|
|
"version": "3.8.3"
|
|||
|
|
},
|
|||
|
|
"livereveal": {
|
|||
|
|
"start_slideshow_at": "selected",
|
|||
|
|
"theme": "white"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 4
|
|||
|
|
}
|