forked from pms/uczenie-maszynowe
6386 lines
269 KiB
Plaintext
6386 lines
269 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "slide"
|
||
}
|
||
},
|
||
"source": [
|
||
"### Uczenie maszynowe\n",
|
||
"# 4. 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": [
|
||
"## 4.1. 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": 147,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "notes"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Przydatne importy\n",
|
||
"\n",
|
||
"import numpy as np\n",
|
||
"import matplotlib\n",
|
||
"import matplotlib.pyplot as plt\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",
|
||
"def LatexMatrix(matrix):\n",
|
||
" \"\"\"Wyświetlanie macierzy w LaTeX-u\"\"\"\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",
|
||
"def h(theta, X):\n",
|
||
" \"\"\"Hipoteza (wersja macierzowa)\"\"\"\n",
|
||
" return X * theta\n",
|
||
"\n",
|
||
"def regdots(X, y, xlabel, ylabel):\n",
|
||
" \"\"\"Wykres danych (wersja macierzowa)\"\"\"\n",
|
||
" fig = plt.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",
|
||
" plt.ylim(y.min() - 1, y.max() + 1)\n",
|
||
" plt.xlim(np.min(X[:, 1]) - 1, np.max(X[:, 1]) + 1)\n",
|
||
" return fig\n",
|
||
"\n",
|
||
"def regline(fig, fun, theta, X):\n",
|
||
" \"\"\"Wykres krzywej regresji (wersja macierzowa)\"\"\"\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",
|
||
"def legend(fig):\n",
|
||
" \"\"\"Legenda wykresu\"\"\"\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",
|
||
"def J(theta,X,y):\n",
|
||
" \"\"\"Wersja macierzowa funkcji kosztu\"\"\"\n",
|
||
" m = len(y)\n",
|
||
" J = 1.0 / (2.0 * m) * ((X * theta - y).T * ( X * theta - y))\n",
|
||
" return J.item()\n",
|
||
"\n",
|
||
"def dJ(theta,X,y):\n",
|
||
" \"\"\"Wersja macierzowa gradientu funkcji kosztu\"\"\"\n",
|
||
" return 1.0 / len(y) * (X.T * (X * theta - y)) \n",
|
||
"\n",
|
||
"def GD(fJ, fdJ, theta, X, y, alpha=0.1, eps=10**-3):\n",
|
||
" \"\"\"Implementacja algorytmu gradientu prostego za pomocą numpy i macierzy\"\"\"\n",
|
||
" current_cost = fJ(theta, X, y)\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",
|
||
" return theta\n",
|
||
"\n",
|
||
"theta_start = np.matrix([0, 0]).reshape(2, 1)\n",
|
||
"\n",
|
||
"def threshold(fig, theta):\n",
|
||
" \"\"\"Funkcja, która rysuje próg\"\"\"\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": 148,
|
||
"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])\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 149,
|
||
"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(\n",
|
||
" lambda x: 1 if x == \"Iris-setosa\" else 0\n",
|
||
")\n",
|
||
"print(data_iris_setosa[:6])\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 150,
|
||
"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",
|
||
"X = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n",
|
||
"y = np.matrix(data_iris_setosa.values[:, 1]).reshape(m, 1)\n",
|
||
"\n",
|
||
"# Regresja liniowa\n",
|
||
"theta_lin = GD(J, dJ, theta_start, X, y, alpha=0.03, eps=0.000001)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 151,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/svg+xml": [
|
||
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
|
||
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
|
||
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
|
||
"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"673.940937pt\" height=\"360.619219pt\" viewBox=\"0 0 673.940937 360.619219\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
|
||
" <metadata>\n",
|
||
" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
|
||
" <cc:Work>\n",
|
||
" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
|
||
" <dc:date>2022-11-03T15:23:33.850909</dc:date>\n",
|
||
" <dc:format>image/svg+xml</dc:format>\n",
|
||
" <dc:creator>\n",
|
||
" <cc:Agent>\n",
|
||
" <dc:title>Matplotlib v3.6.1, https://matplotlib.org/</dc:title>\n",
|
||
" </cc:Agent>\n",
|
||
" </dc:creator>\n",
|
||
" </cc:Work>\n",
|
||
" </rdf:RDF>\n",
|
||
" </metadata>\n",
|
||
" <defs>\n",
|
||
" <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
|
||
" </defs>\n",
|
||
" <g id=\"figure_1\">\n",
|
||
" <g id=\"patch_1\">\n",
|
||
" <path d=\"M 0 360.619219 \n",
|
||
"L 673.940937 360.619219 \n",
|
||
"L 673.940937 0 \n",
|
||
"L 0 0 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"axes_1\">\n",
|
||
" <g id=\"patch_2\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 605.120937 322.039219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"L 52.160938 10.999219 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"PathCollection_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"mee0d9ecbeb\" d=\"M 0 3.535534 \n",
|
||
"C 0.937635 3.535534 1.836992 3.163008 2.5 2.5 \n",
|
||
"C 3.163008 1.836992 3.535534 0.937635 3.535534 0 \n",
|
||
"C 3.535534 -0.937635 3.163008 -1.836992 2.5 -2.5 \n",
|
||
"C 1.836992 -3.163008 0.937635 -3.535534 0 -3.535534 \n",
|
||
"C -0.937635 -3.535534 -1.836992 -3.163008 -2.5 -2.5 \n",
|
||
"C -3.163008 -1.836992 -3.535534 -0.937635 -3.535534 0 \n",
|
||
"C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \n",
|
||
"C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \n",
|
||
"z\n",
|
||
"\" style=\"stroke: #ff0000\"/>\n",
|
||
" </defs>\n",
|
||
" <g clip-path=\"url(#p04408d3520)\">\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"297.143216\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"297.143216\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"185.151317\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"521.127013\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"136.154862\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"304.14271\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"311.142203\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"500.128532\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"185.151317\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"423.134102\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"423.134102\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"353.139165\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"283.144229\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"122.155874\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"430.133596\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"353.139165\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"318.141697\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"416.134608\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"493.129039\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"465.131064\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"262.145748\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"472.130558\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"521.127013\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"416.134608\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"283.144229\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"535.126001\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"514.12752\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"465.131064\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"472.130558\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"129.155368\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"136.154862\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"430.133596\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_1\">\n",
|
||
" <g id=\"xtick_1\">\n",
|
||
" <g id=\"line2d_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m0e44fa57db\" d=\"M 0 0 \n",
|
||
"L 0 3.5 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m0e44fa57db\" x=\"52.160938\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_1\">\n",
|
||
" <!-- 0 -->\n",
|
||
" <g transform=\"translate(48.979688 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
|
||
"Q 1547 4250 1301 3770 \n",
|
||
"Q 1056 3291 1056 2328 \n",
|
||
"Q 1056 1369 1301 889 \n",
|
||
"Q 1547 409 2034 409 \n",
|
||
"Q 2525 409 2770 889 \n",
|
||
"Q 3016 1369 3016 2328 \n",
|
||
"Q 3016 3291 2770 3770 \n",
|
||
"Q 2525 4250 2034 4250 \n",
|
||
"z\n",
|
||
"M 2034 4750 \n",
|
||
"Q 2819 4750 3233 4129 \n",
|
||
"Q 3647 3509 3647 2328 \n",
|
||
"Q 3647 1150 3233 529 \n",
|
||
"Q 2819 -91 2034 -91 \n",
|
||
"Q 1250 -91 836 529 \n",
|
||
"Q 422 1150 422 2328 \n",
|
||
"Q 422 3509 836 4129 \n",
|
||
"Q 1250 4750 2034 4750 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_2\">\n",
|
||
" <g id=\"line2d_2\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m0e44fa57db\" x=\"122.155874\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_2\">\n",
|
||
" <!-- 1 -->\n",
|
||
" <g transform=\"translate(118.974624 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
|
||
"L 1825 531 \n",
|
||
"L 1825 4091 \n",
|
||
"L 703 3866 \n",
|
||
"L 703 4441 \n",
|
||
"L 1819 4666 \n",
|
||
"L 2450 4666 \n",
|
||
"L 2450 531 \n",
|
||
"L 3481 531 \n",
|
||
"L 3481 0 \n",
|
||
"L 794 0 \n",
|
||
"L 794 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_3\">\n",
|
||
" <g id=\"line2d_3\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m0e44fa57db\" x=\"192.150811\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_3\">\n",
|
||
" <!-- 2 -->\n",
|
||
" <g transform=\"translate(188.969561 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
|
||
"L 3431 531 \n",
|
||
"L 3431 0 \n",
|
||
"L 469 0 \n",
|
||
"L 469 531 \n",
|
||
"Q 828 903 1448 1529 \n",
|
||
"Q 2069 2156 2228 2338 \n",
|
||
"Q 2531 2678 2651 2914 \n",
|
||
"Q 2772 3150 2772 3378 \n",
|
||
"Q 2772 3750 2511 3984 \n",
|
||
"Q 2250 4219 1831 4219 \n",
|
||
"Q 1534 4219 1204 4116 \n",
|
||
"Q 875 4013 500 3803 \n",
|
||
"L 500 4441 \n",
|
||
"Q 881 4594 1212 4672 \n",
|
||
"Q 1544 4750 1819 4750 \n",
|
||
"Q 2544 4750 2975 4387 \n",
|
||
"Q 3406 4025 3406 3419 \n",
|
||
"Q 3406 3131 3298 2873 \n",
|
||
"Q 3191 2616 2906 2266 \n",
|
||
"Q 2828 2175 2409 1742 \n",
|
||
"Q 1991 1309 1228 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_4\">\n",
|
||
" <g id=\"line2d_4\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m0e44fa57db\" x=\"262.145748\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_4\">\n",
|
||
" <!-- 3 -->\n",
|
||
" <g transform=\"translate(258.964498 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
|
||
"Q 3050 2419 3304 2112 \n",
|
||
"Q 3559 1806 3559 1356 \n",
|
||
"Q 3559 666 3084 287 \n",
|
||
"Q 2609 -91 1734 -91 \n",
|
||
"Q 1441 -91 1130 -33 \n",
|
||
"Q 819 25 488 141 \n",
|
||
"L 488 750 \n",
|
||
"Q 750 597 1062 519 \n",
|
||
"Q 1375 441 1716 441 \n",
|
||
"Q 2309 441 2620 675 \n",
|
||
"Q 2931 909 2931 1356 \n",
|
||
"Q 2931 1769 2642 2001 \n",
|
||
"Q 2353 2234 1838 2234 \n",
|
||
"L 1294 2234 \n",
|
||
"L 1294 2753 \n",
|
||
"L 1863 2753 \n",
|
||
"Q 2328 2753 2575 2939 \n",
|
||
"Q 2822 3125 2822 3475 \n",
|
||
"Q 2822 3834 2567 4026 \n",
|
||
"Q 2313 4219 1838 4219 \n",
|
||
"Q 1578 4219 1281 4162 \n",
|
||
"Q 984 4106 628 3988 \n",
|
||
"L 628 4550 \n",
|
||
"Q 988 4650 1302 4700 \n",
|
||
"Q 1616 4750 1894 4750 \n",
|
||
"Q 2613 4750 3031 4423 \n",
|
||
"Q 3450 4097 3450 3541 \n",
|
||
"Q 3450 3153 3228 2886 \n",
|
||
"Q 3006 2619 2597 2516 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-33\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_5\">\n",
|
||
" <g id=\"line2d_5\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m0e44fa57db\" x=\"332.140684\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_5\">\n",
|
||
" <!-- 4 -->\n",
|
||
" <g transform=\"translate(328.959434 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
|
||
"L 825 1625 \n",
|
||
"L 2419 1625 \n",
|
||
"L 2419 4116 \n",
|
||
"z\n",
|
||
"M 2253 4666 \n",
|
||
"L 3047 4666 \n",
|
||
"L 3047 1625 \n",
|
||
"L 3713 1625 \n",
|
||
"L 3713 1100 \n",
|
||
"L 3047 1100 \n",
|
||
"L 3047 0 \n",
|
||
"L 2419 0 \n",
|
||
"L 2419 1100 \n",
|
||
"L 313 1100 \n",
|
||
"L 313 1709 \n",
|
||
"L 2253 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_6\">\n",
|
||
" <g id=\"line2d_6\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m0e44fa57db\" x=\"402.135621\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_6\">\n",
|
||
" <!-- 5 -->\n",
|
||
" <g transform=\"translate(398.954371 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
|
||
"L 3169 4666 \n",
|
||
"L 3169 4134 \n",
|
||
"L 1269 4134 \n",
|
||
"L 1269 2991 \n",
|
||
"Q 1406 3038 1543 3061 \n",
|
||
"Q 1681 3084 1819 3084 \n",
|
||
"Q 2600 3084 3056 2656 \n",
|
||
"Q 3513 2228 3513 1497 \n",
|
||
"Q 3513 744 3044 326 \n",
|
||
"Q 2575 -91 1722 -91 \n",
|
||
"Q 1428 -91 1123 -41 \n",
|
||
"Q 819 9 494 109 \n",
|
||
"L 494 744 \n",
|
||
"Q 775 591 1075 516 \n",
|
||
"Q 1375 441 1709 441 \n",
|
||
"Q 2250 441 2565 725 \n",
|
||
"Q 2881 1009 2881 1497 \n",
|
||
"Q 2881 1984 2565 2268 \n",
|
||
"Q 2250 2553 1709 2553 \n",
|
||
"Q 1456 2553 1204 2497 \n",
|
||
"Q 953 2441 691 2322 \n",
|
||
"L 691 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_7\">\n",
|
||
" <g id=\"line2d_7\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m0e44fa57db\" x=\"472.130558\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_7\">\n",
|
||
" <!-- 6 -->\n",
|
||
" <g transform=\"translate(468.949308 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
|
||
"Q 1688 2584 1439 2293 \n",
|
||
"Q 1191 2003 1191 1497 \n",
|
||
"Q 1191 994 1439 701 \n",
|
||
"Q 1688 409 2113 409 \n",
|
||
"Q 2538 409 2786 701 \n",
|
||
"Q 3034 994 3034 1497 \n",
|
||
"Q 3034 2003 2786 2293 \n",
|
||
"Q 2538 2584 2113 2584 \n",
|
||
"z\n",
|
||
"M 3366 4563 \n",
|
||
"L 3366 3988 \n",
|
||
"Q 3128 4100 2886 4159 \n",
|
||
"Q 2644 4219 2406 4219 \n",
|
||
"Q 1781 4219 1451 3797 \n",
|
||
"Q 1122 3375 1075 2522 \n",
|
||
"Q 1259 2794 1537 2939 \n",
|
||
"Q 1816 3084 2150 3084 \n",
|
||
"Q 2853 3084 3261 2657 \n",
|
||
"Q 3669 2231 3669 1497 \n",
|
||
"Q 3669 778 3244 343 \n",
|
||
"Q 2819 -91 2113 -91 \n",
|
||
"Q 1303 -91 875 529 \n",
|
||
"Q 447 1150 447 2328 \n",
|
||
"Q 447 3434 972 4092 \n",
|
||
"Q 1497 4750 2381 4750 \n",
|
||
"Q 2619 4750 2861 4703 \n",
|
||
"Q 3103 4656 3366 4563 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-36\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_8\">\n",
|
||
" <g id=\"line2d_8\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m0e44fa57db\" x=\"542.125494\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_8\">\n",
|
||
" <!-- 7 -->\n",
|
||
" <g transform=\"translate(538.944244 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
|
||
"L 3525 4666 \n",
|
||
"L 3525 4397 \n",
|
||
"L 1831 0 \n",
|
||
"L 1172 0 \n",
|
||
"L 2766 4134 \n",
|
||
"L 525 4134 \n",
|
||
"L 525 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-37\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_9\">\n",
|
||
" <!-- x -->\n",
|
||
" <g transform=\"translate(325.681562 350.315781) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
|
||
"L 2247 1797 \n",
|
||
"L 3578 0 \n",
|
||
"L 2900 0 \n",
|
||
"L 1881 1375 \n",
|
||
"L 863 0 \n",
|
||
"L 184 0 \n",
|
||
"L 1544 1831 \n",
|
||
"L 300 3500 \n",
|
||
"L 978 3500 \n",
|
||
"L 1906 2253 \n",
|
||
"L 2834 3500 \n",
|
||
"L 3513 3500 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-78\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_2\">\n",
|
||
" <g id=\"ytick_1\">\n",
|
||
" <g id=\"line2d_9\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"mc97f1282ed\" d=\"M 0 0 \n",
|
||
"L -3.5 0 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#mc97f1282ed\" x=\"52.160938\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_10\">\n",
|
||
" <!-- −1.0 -->\n",
|
||
" <g transform=\"translate(20.878125 325.838437) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
|
||
"L 4684 2272 \n",
|
||
"L 4684 1741 \n",
|
||
"L 678 1741 \n",
|
||
"L 678 2272 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
|
||
"L 1344 794 \n",
|
||
"L 1344 0 \n",
|
||
"L 684 0 \n",
|
||
"L 684 794 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_2\">\n",
|
||
" <g id=\"line2d_10\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#mc97f1282ed\" x=\"52.160938\" y=\"270.199219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_11\">\n",
|
||
" <!-- −0.5 -->\n",
|
||
" <g transform=\"translate(20.878125 273.998437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_3\">\n",
|
||
" <g id=\"line2d_11\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#mc97f1282ed\" x=\"52.160938\" y=\"218.359219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_12\">\n",
|
||
" <!-- 0.0 -->\n",
|
||
" <g transform=\"translate(29.257813 222.158437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_4\">\n",
|
||
" <g id=\"line2d_12\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#mc97f1282ed\" x=\"52.160938\" y=\"166.519219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_13\">\n",
|
||
" <!-- 0.5 -->\n",
|
||
" <g transform=\"translate(29.257813 170.318437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_5\">\n",
|
||
" <g id=\"line2d_13\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#mc97f1282ed\" x=\"52.160938\" y=\"114.679219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_14\">\n",
|
||
" <!-- 1.0 -->\n",
|
||
" <g transform=\"translate(29.257813 118.478438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_6\">\n",
|
||
" <g id=\"line2d_14\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#mc97f1282ed\" x=\"52.160938\" y=\"62.839219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_15\">\n",
|
||
" <!-- 1.5 -->\n",
|
||
" <g transform=\"translate(29.257813 66.638438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_7\">\n",
|
||
" <g id=\"line2d_15\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#mc97f1282ed\" x=\"52.160938\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_16\">\n",
|
||
" <!-- 2.0 -->\n",
|
||
" <g transform=\"translate(29.257813 14.798438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_17\">\n",
|
||
" <!-- Iris setosa? -->\n",
|
||
" <g transform=\"translate(14.798438 194.655937) rotate(-90) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
|
||
"L 1259 4666 \n",
|
||
"L 1259 0 \n",
|
||
"L 628 0 \n",
|
||
"L 628 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
|
||
"Q 2534 3019 2420 3045 \n",
|
||
"Q 2306 3072 2169 3072 \n",
|
||
"Q 1681 3072 1420 2755 \n",
|
||
"Q 1159 2438 1159 1844 \n",
|
||
"L 1159 0 \n",
|
||
"L 581 0 \n",
|
||
"L 581 3500 \n",
|
||
"L 1159 3500 \n",
|
||
"L 1159 2956 \n",
|
||
"Q 1341 3275 1631 3429 \n",
|
||
"Q 1922 3584 2338 3584 \n",
|
||
"Q 2397 3584 2469 3576 \n",
|
||
"Q 2541 3569 2628 3553 \n",
|
||
"L 2631 2963 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
|
||
"L 1178 3500 \n",
|
||
"L 1178 0 \n",
|
||
"L 603 0 \n",
|
||
"L 603 3500 \n",
|
||
"z\n",
|
||
"M 603 4863 \n",
|
||
"L 1178 4863 \n",
|
||
"L 1178 4134 \n",
|
||
"L 603 4134 \n",
|
||
"L 603 4863 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
|
||
"L 2834 2853 \n",
|
||
"Q 2591 2978 2328 3040 \n",
|
||
"Q 2066 3103 1784 3103 \n",
|
||
"Q 1356 3103 1142 2972 \n",
|
||
"Q 928 2841 928 2578 \n",
|
||
"Q 928 2378 1081 2264 \n",
|
||
"Q 1234 2150 1697 2047 \n",
|
||
"L 1894 2003 \n",
|
||
"Q 2506 1872 2764 1633 \n",
|
||
"Q 3022 1394 3022 966 \n",
|
||
"Q 3022 478 2636 193 \n",
|
||
"Q 2250 -91 1575 -91 \n",
|
||
"Q 1294 -91 989 -36 \n",
|
||
"Q 684 19 347 128 \n",
|
||
"L 347 722 \n",
|
||
"Q 666 556 975 473 \n",
|
||
"Q 1284 391 1588 391 \n",
|
||
"Q 1994 391 2212 530 \n",
|
||
"Q 2431 669 2431 922 \n",
|
||
"Q 2431 1156 2273 1281 \n",
|
||
"Q 2116 1406 1581 1522 \n",
|
||
"L 1381 1569 \n",
|
||
"Q 847 1681 609 1914 \n",
|
||
"Q 372 2147 372 2553 \n",
|
||
"Q 372 3047 722 3315 \n",
|
||
"Q 1072 3584 1716 3584 \n",
|
||
"Q 2034 3584 2315 3537 \n",
|
||
"Q 2597 3491 2834 3397 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
|
||
"L 3597 1613 \n",
|
||
"L 953 1613 \n",
|
||
"Q 991 1019 1311 708 \n",
|
||
"Q 1631 397 2203 397 \n",
|
||
"Q 2534 397 2845 478 \n",
|
||
"Q 3156 559 3463 722 \n",
|
||
"L 3463 178 \n",
|
||
"Q 3153 47 2828 -22 \n",
|
||
"Q 2503 -91 2169 -91 \n",
|
||
"Q 1331 -91 842 396 \n",
|
||
"Q 353 884 353 1716 \n",
|
||
"Q 353 2575 817 3079 \n",
|
||
"Q 1281 3584 2069 3584 \n",
|
||
"Q 2775 3584 3186 3129 \n",
|
||
"Q 3597 2675 3597 1894 \n",
|
||
"z\n",
|
||
"M 3022 2063 \n",
|
||
"Q 3016 2534 2758 2815 \n",
|
||
"Q 2500 3097 2075 3097 \n",
|
||
"Q 1594 3097 1305 2825 \n",
|
||
"Q 1016 2553 972 2059 \n",
|
||
"L 3022 2063 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
|
||
"L 1172 3500 \n",
|
||
"L 2356 3500 \n",
|
||
"L 2356 3053 \n",
|
||
"L 1172 3053 \n",
|
||
"L 1172 1153 \n",
|
||
"Q 1172 725 1289 603 \n",
|
||
"Q 1406 481 1766 481 \n",
|
||
"L 2356 481 \n",
|
||
"L 2356 0 \n",
|
||
"L 1766 0 \n",
|
||
"Q 1100 0 847 248 \n",
|
||
"Q 594 497 594 1153 \n",
|
||
"L 594 3053 \n",
|
||
"L 172 3053 \n",
|
||
"L 172 3500 \n",
|
||
"L 594 3500 \n",
|
||
"L 594 4494 \n",
|
||
"L 1172 4494 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
|
||
"Q 1497 3097 1228 2736 \n",
|
||
"Q 959 2375 959 1747 \n",
|
||
"Q 959 1119 1226 758 \n",
|
||
"Q 1494 397 1959 397 \n",
|
||
"Q 2419 397 2687 759 \n",
|
||
"Q 2956 1122 2956 1747 \n",
|
||
"Q 2956 2369 2687 2733 \n",
|
||
"Q 2419 3097 1959 3097 \n",
|
||
"z\n",
|
||
"M 1959 3584 \n",
|
||
"Q 2709 3584 3137 3096 \n",
|
||
"Q 3566 2609 3566 1747 \n",
|
||
"Q 3566 888 3137 398 \n",
|
||
"Q 2709 -91 1959 -91 \n",
|
||
"Q 1206 -91 779 398 \n",
|
||
"Q 353 888 353 1747 \n",
|
||
"Q 353 2609 779 3096 \n",
|
||
"Q 1206 3584 1959 3584 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
|
||
"Q 1497 1759 1228 1600 \n",
|
||
"Q 959 1441 959 1056 \n",
|
||
"Q 959 750 1161 570 \n",
|
||
"Q 1363 391 1709 391 \n",
|
||
"Q 2188 391 2477 730 \n",
|
||
"Q 2766 1069 2766 1631 \n",
|
||
"L 2766 1759 \n",
|
||
"L 2194 1759 \n",
|
||
"z\n",
|
||
"M 3341 1997 \n",
|
||
"L 3341 0 \n",
|
||
"L 2766 0 \n",
|
||
"L 2766 531 \n",
|
||
"Q 2569 213 2275 61 \n",
|
||
"Q 1981 -91 1556 -91 \n",
|
||
"Q 1019 -91 701 211 \n",
|
||
"Q 384 513 384 1019 \n",
|
||
"Q 384 1609 779 1909 \n",
|
||
"Q 1175 2209 1959 2209 \n",
|
||
"L 2766 2209 \n",
|
||
"L 2766 2266 \n",
|
||
"Q 2766 2663 2505 2880 \n",
|
||
"Q 2244 3097 1772 3097 \n",
|
||
"Q 1472 3097 1187 3025 \n",
|
||
"Q 903 2953 641 2809 \n",
|
||
"L 641 3341 \n",
|
||
"Q 956 3463 1253 3523 \n",
|
||
"Q 1550 3584 1831 3584 \n",
|
||
"Q 2591 3584 2966 3190 \n",
|
||
"Q 3341 2797 3341 1997 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-3f\" d=\"M 1222 794 \n",
|
||
"L 1856 794 \n",
|
||
"L 1856 0 \n",
|
||
"L 1222 0 \n",
|
||
"L 1222 794 \n",
|
||
"z\n",
|
||
"M 1838 1253 \n",
|
||
"L 1241 1253 \n",
|
||
"L 1241 1734 \n",
|
||
"Q 1241 2050 1328 2253 \n",
|
||
"Q 1416 2456 1697 2725 \n",
|
||
"L 1978 3003 \n",
|
||
"Q 2156 3169 2236 3316 \n",
|
||
"Q 2316 3463 2316 3616 \n",
|
||
"Q 2316 3894 2111 4066 \n",
|
||
"Q 1906 4238 1569 4238 \n",
|
||
"Q 1322 4238 1042 4128 \n",
|
||
"Q 763 4019 459 3809 \n",
|
||
"L 459 4397 \n",
|
||
"Q 753 4575 1054 4662 \n",
|
||
"Q 1356 4750 1678 4750 \n",
|
||
"Q 2253 4750 2601 4447 \n",
|
||
"Q 2950 4144 2950 3647 \n",
|
||
"Q 2950 3409 2837 3195 \n",
|
||
"Q 2725 2981 2444 2713 \n",
|
||
"L 2169 2444 \n",
|
||
"Q 2022 2297 1961 2214 \n",
|
||
"Q 1900 2131 1875 2053 \n",
|
||
"Q 1856 1988 1847 1894 \n",
|
||
"Q 1838 1800 1838 1638 \n",
|
||
"L 1838 1253 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-49\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-72\" x=\"29.492188\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-69\" x=\"70.605469\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"98.388672\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-20\" x=\"150.488281\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"182.275391\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-65\" x=\"234.375\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-74\" x=\"295.898438\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-6f\" x=\"335.107422\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"396.289062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-61\" x=\"448.388672\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-3f\" x=\"509.667969\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_3\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 52.160938 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_4\">\n",
|
||
" <path d=\"M 605.120937 322.039219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_5\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 605.120937 322.039219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_6\">\n",
|
||
" <path d=\"M 52.160938 10.999219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"legend_1\">\n",
|
||
" <g id=\"patch_7\">\n",
|
||
" <path d=\"M 575.962812 353.119219 \n",
|
||
"L 663.440937 353.119219 \n",
|
||
"Q 666.440937 353.119219 666.440937 350.119219 \n",
|
||
"L 666.440937 329.602031 \n",
|
||
"Q 666.440937 326.602031 663.440937 326.602031 \n",
|
||
"L 575.962812 326.602031 \n",
|
||
"Q 572.962812 326.602031 572.962812 329.602031 \n",
|
||
"L 572.962812 350.119219 \n",
|
||
"Q 572.962812 353.119219 575.962812 353.119219 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"PathCollection_2\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#mee0d9ecbeb\" x=\"593.962812\" y=\"340.062187\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_18\">\n",
|
||
" <!-- Dane -->\n",
|
||
" <g transform=\"translate(620.962812 343.999687) scale(0.15 -0.15)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
|
||
"L 1259 519 \n",
|
||
"L 2022 519 \n",
|
||
"Q 2988 519 3436 956 \n",
|
||
"Q 3884 1394 3884 2338 \n",
|
||
"Q 3884 3275 3436 3711 \n",
|
||
"Q 2988 4147 2022 4147 \n",
|
||
"L 1259 4147 \n",
|
||
"z\n",
|
||
"M 628 4666 \n",
|
||
"L 1925 4666 \n",
|
||
"Q 3281 4666 3915 4102 \n",
|
||
"Q 4550 3538 4550 2338 \n",
|
||
"Q 4550 1131 3912 565 \n",
|
||
"Q 3275 0 1925 0 \n",
|
||
"L 628 0 \n",
|
||
"L 628 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
|
||
"L 3513 0 \n",
|
||
"L 2938 0 \n",
|
||
"L 2938 2094 \n",
|
||
"Q 2938 2591 2744 2837 \n",
|
||
"Q 2550 3084 2163 3084 \n",
|
||
"Q 1697 3084 1428 2787 \n",
|
||
"Q 1159 2491 1159 1978 \n",
|
||
"L 1159 0 \n",
|
||
"L 581 0 \n",
|
||
"L 581 3500 \n",
|
||
"L 1159 3500 \n",
|
||
"L 1159 2956 \n",
|
||
"Q 1366 3272 1645 3428 \n",
|
||
"Q 1925 3584 2291 3584 \n",
|
||
"Q 2894 3584 3203 3211 \n",
|
||
"Q 3513 2838 3513 2113 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-44\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-6e\" x=\"138.28125\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-65\" x=\"201.660156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <defs>\n",
|
||
" <clipPath id=\"p04408d3520\">\n",
|
||
" <rect x=\"52.160938\" y=\"10.999219\" width=\"552.96\" height=\"311.04\"/>\n",
|
||
" </clipPath>\n",
|
||
" </defs>\n",
|
||
"</svg>\n"
|
||
],
|
||
"text/plain": [
|
||
"<Figure size 960x540 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = regdots(X, y, \"x\", \"Iris setosa?\")\n",
|
||
"legend(fig)\n"
|
||
]
|
||
},
|
||
{
|
||
"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": 152,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/svg+xml": [
|
||
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
|
||
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
|
||
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
|
||
"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"673.940937pt\" height=\"360.619219pt\" viewBox=\"0 0 673.940937 360.619219\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
|
||
" <metadata>\n",
|
||
" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
|
||
" <cc:Work>\n",
|
||
" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
|
||
" <dc:date>2022-11-03T15:23:34.362318</dc:date>\n",
|
||
" <dc:format>image/svg+xml</dc:format>\n",
|
||
" <dc:creator>\n",
|
||
" <cc:Agent>\n",
|
||
" <dc:title>Matplotlib v3.6.1, https://matplotlib.org/</dc:title>\n",
|
||
" </cc:Agent>\n",
|
||
" </dc:creator>\n",
|
||
" </cc:Work>\n",
|
||
" </rdf:RDF>\n",
|
||
" </metadata>\n",
|
||
" <defs>\n",
|
||
" <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
|
||
" </defs>\n",
|
||
" <g id=\"figure_1\">\n",
|
||
" <g id=\"patch_1\">\n",
|
||
" <path d=\"M 0 360.619219 \n",
|
||
"L 673.940937 360.619219 \n",
|
||
"L 673.940937 0 \n",
|
||
"L 0 0 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"axes_1\">\n",
|
||
" <g id=\"patch_2\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 605.120937 322.039219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"L 52.160938 10.999219 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"PathCollection_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m942accbd7d\" d=\"M 0 3.535534 \n",
|
||
"C 0.937635 3.535534 1.836992 3.163008 2.5 2.5 \n",
|
||
"C 3.163008 1.836992 3.535534 0.937635 3.535534 0 \n",
|
||
"C 3.535534 -0.937635 3.163008 -1.836992 2.5 -2.5 \n",
|
||
"C 1.836992 -3.163008 0.937635 -3.535534 0 -3.535534 \n",
|
||
"C -0.937635 -3.535534 -1.836992 -3.163008 -2.5 -2.5 \n",
|
||
"C -3.163008 -1.836992 -3.535534 -0.937635 -3.535534 0 \n",
|
||
"C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \n",
|
||
"C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \n",
|
||
"z\n",
|
||
"\" style=\"stroke: #ff0000\"/>\n",
|
||
" </defs>\n",
|
||
" <g clip-path=\"url(#p9e41b11e4b)\">\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"297.143216\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"297.143216\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"185.151317\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"521.127013\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"136.154862\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"304.14271\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"311.142203\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"500.128532\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"185.151317\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"423.134102\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"423.134102\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"353.139165\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"283.144229\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"122.155874\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"430.133596\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"353.139165\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"318.141697\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"416.134608\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"493.129039\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"465.131064\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"262.145748\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"472.130558\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"521.127013\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"416.134608\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"283.144229\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"535.126001\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"514.12752\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"465.131064\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"472.130558\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"129.155368\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"136.154862\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"430.133596\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_1\">\n",
|
||
" <g id=\"xtick_1\">\n",
|
||
" <g id=\"line2d_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m2a54480172\" d=\"M 0 0 \n",
|
||
"L 0 3.5 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2a54480172\" x=\"52.160938\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_1\">\n",
|
||
" <!-- 0 -->\n",
|
||
" <g transform=\"translate(48.979688 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
|
||
"Q 1547 4250 1301 3770 \n",
|
||
"Q 1056 3291 1056 2328 \n",
|
||
"Q 1056 1369 1301 889 \n",
|
||
"Q 1547 409 2034 409 \n",
|
||
"Q 2525 409 2770 889 \n",
|
||
"Q 3016 1369 3016 2328 \n",
|
||
"Q 3016 3291 2770 3770 \n",
|
||
"Q 2525 4250 2034 4250 \n",
|
||
"z\n",
|
||
"M 2034 4750 \n",
|
||
"Q 2819 4750 3233 4129 \n",
|
||
"Q 3647 3509 3647 2328 \n",
|
||
"Q 3647 1150 3233 529 \n",
|
||
"Q 2819 -91 2034 -91 \n",
|
||
"Q 1250 -91 836 529 \n",
|
||
"Q 422 1150 422 2328 \n",
|
||
"Q 422 3509 836 4129 \n",
|
||
"Q 1250 4750 2034 4750 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_2\">\n",
|
||
" <g id=\"line2d_2\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2a54480172\" x=\"122.155874\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_2\">\n",
|
||
" <!-- 1 -->\n",
|
||
" <g transform=\"translate(118.974624 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
|
||
"L 1825 531 \n",
|
||
"L 1825 4091 \n",
|
||
"L 703 3866 \n",
|
||
"L 703 4441 \n",
|
||
"L 1819 4666 \n",
|
||
"L 2450 4666 \n",
|
||
"L 2450 531 \n",
|
||
"L 3481 531 \n",
|
||
"L 3481 0 \n",
|
||
"L 794 0 \n",
|
||
"L 794 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_3\">\n",
|
||
" <g id=\"line2d_3\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2a54480172\" x=\"192.150811\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_3\">\n",
|
||
" <!-- 2 -->\n",
|
||
" <g transform=\"translate(188.969561 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
|
||
"L 3431 531 \n",
|
||
"L 3431 0 \n",
|
||
"L 469 0 \n",
|
||
"L 469 531 \n",
|
||
"Q 828 903 1448 1529 \n",
|
||
"Q 2069 2156 2228 2338 \n",
|
||
"Q 2531 2678 2651 2914 \n",
|
||
"Q 2772 3150 2772 3378 \n",
|
||
"Q 2772 3750 2511 3984 \n",
|
||
"Q 2250 4219 1831 4219 \n",
|
||
"Q 1534 4219 1204 4116 \n",
|
||
"Q 875 4013 500 3803 \n",
|
||
"L 500 4441 \n",
|
||
"Q 881 4594 1212 4672 \n",
|
||
"Q 1544 4750 1819 4750 \n",
|
||
"Q 2544 4750 2975 4387 \n",
|
||
"Q 3406 4025 3406 3419 \n",
|
||
"Q 3406 3131 3298 2873 \n",
|
||
"Q 3191 2616 2906 2266 \n",
|
||
"Q 2828 2175 2409 1742 \n",
|
||
"Q 1991 1309 1228 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_4\">\n",
|
||
" <g id=\"line2d_4\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2a54480172\" x=\"262.145748\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_4\">\n",
|
||
" <!-- 3 -->\n",
|
||
" <g transform=\"translate(258.964498 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
|
||
"Q 3050 2419 3304 2112 \n",
|
||
"Q 3559 1806 3559 1356 \n",
|
||
"Q 3559 666 3084 287 \n",
|
||
"Q 2609 -91 1734 -91 \n",
|
||
"Q 1441 -91 1130 -33 \n",
|
||
"Q 819 25 488 141 \n",
|
||
"L 488 750 \n",
|
||
"Q 750 597 1062 519 \n",
|
||
"Q 1375 441 1716 441 \n",
|
||
"Q 2309 441 2620 675 \n",
|
||
"Q 2931 909 2931 1356 \n",
|
||
"Q 2931 1769 2642 2001 \n",
|
||
"Q 2353 2234 1838 2234 \n",
|
||
"L 1294 2234 \n",
|
||
"L 1294 2753 \n",
|
||
"L 1863 2753 \n",
|
||
"Q 2328 2753 2575 2939 \n",
|
||
"Q 2822 3125 2822 3475 \n",
|
||
"Q 2822 3834 2567 4026 \n",
|
||
"Q 2313 4219 1838 4219 \n",
|
||
"Q 1578 4219 1281 4162 \n",
|
||
"Q 984 4106 628 3988 \n",
|
||
"L 628 4550 \n",
|
||
"Q 988 4650 1302 4700 \n",
|
||
"Q 1616 4750 1894 4750 \n",
|
||
"Q 2613 4750 3031 4423 \n",
|
||
"Q 3450 4097 3450 3541 \n",
|
||
"Q 3450 3153 3228 2886 \n",
|
||
"Q 3006 2619 2597 2516 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-33\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_5\">\n",
|
||
" <g id=\"line2d_5\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2a54480172\" x=\"332.140684\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_5\">\n",
|
||
" <!-- 4 -->\n",
|
||
" <g transform=\"translate(328.959434 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
|
||
"L 825 1625 \n",
|
||
"L 2419 1625 \n",
|
||
"L 2419 4116 \n",
|
||
"z\n",
|
||
"M 2253 4666 \n",
|
||
"L 3047 4666 \n",
|
||
"L 3047 1625 \n",
|
||
"L 3713 1625 \n",
|
||
"L 3713 1100 \n",
|
||
"L 3047 1100 \n",
|
||
"L 3047 0 \n",
|
||
"L 2419 0 \n",
|
||
"L 2419 1100 \n",
|
||
"L 313 1100 \n",
|
||
"L 313 1709 \n",
|
||
"L 2253 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_6\">\n",
|
||
" <g id=\"line2d_6\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2a54480172\" x=\"402.135621\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_6\">\n",
|
||
" <!-- 5 -->\n",
|
||
" <g transform=\"translate(398.954371 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
|
||
"L 3169 4666 \n",
|
||
"L 3169 4134 \n",
|
||
"L 1269 4134 \n",
|
||
"L 1269 2991 \n",
|
||
"Q 1406 3038 1543 3061 \n",
|
||
"Q 1681 3084 1819 3084 \n",
|
||
"Q 2600 3084 3056 2656 \n",
|
||
"Q 3513 2228 3513 1497 \n",
|
||
"Q 3513 744 3044 326 \n",
|
||
"Q 2575 -91 1722 -91 \n",
|
||
"Q 1428 -91 1123 -41 \n",
|
||
"Q 819 9 494 109 \n",
|
||
"L 494 744 \n",
|
||
"Q 775 591 1075 516 \n",
|
||
"Q 1375 441 1709 441 \n",
|
||
"Q 2250 441 2565 725 \n",
|
||
"Q 2881 1009 2881 1497 \n",
|
||
"Q 2881 1984 2565 2268 \n",
|
||
"Q 2250 2553 1709 2553 \n",
|
||
"Q 1456 2553 1204 2497 \n",
|
||
"Q 953 2441 691 2322 \n",
|
||
"L 691 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_7\">\n",
|
||
" <g id=\"line2d_7\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2a54480172\" x=\"472.130558\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_7\">\n",
|
||
" <!-- 6 -->\n",
|
||
" <g transform=\"translate(468.949308 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
|
||
"Q 1688 2584 1439 2293 \n",
|
||
"Q 1191 2003 1191 1497 \n",
|
||
"Q 1191 994 1439 701 \n",
|
||
"Q 1688 409 2113 409 \n",
|
||
"Q 2538 409 2786 701 \n",
|
||
"Q 3034 994 3034 1497 \n",
|
||
"Q 3034 2003 2786 2293 \n",
|
||
"Q 2538 2584 2113 2584 \n",
|
||
"z\n",
|
||
"M 3366 4563 \n",
|
||
"L 3366 3988 \n",
|
||
"Q 3128 4100 2886 4159 \n",
|
||
"Q 2644 4219 2406 4219 \n",
|
||
"Q 1781 4219 1451 3797 \n",
|
||
"Q 1122 3375 1075 2522 \n",
|
||
"Q 1259 2794 1537 2939 \n",
|
||
"Q 1816 3084 2150 3084 \n",
|
||
"Q 2853 3084 3261 2657 \n",
|
||
"Q 3669 2231 3669 1497 \n",
|
||
"Q 3669 778 3244 343 \n",
|
||
"Q 2819 -91 2113 -91 \n",
|
||
"Q 1303 -91 875 529 \n",
|
||
"Q 447 1150 447 2328 \n",
|
||
"Q 447 3434 972 4092 \n",
|
||
"Q 1497 4750 2381 4750 \n",
|
||
"Q 2619 4750 2861 4703 \n",
|
||
"Q 3103 4656 3366 4563 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-36\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_8\">\n",
|
||
" <g id=\"line2d_8\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2a54480172\" x=\"542.125494\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_8\">\n",
|
||
" <!-- 7 -->\n",
|
||
" <g transform=\"translate(538.944244 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
|
||
"L 3525 4666 \n",
|
||
"L 3525 4397 \n",
|
||
"L 1831 0 \n",
|
||
"L 1172 0 \n",
|
||
"L 2766 4134 \n",
|
||
"L 525 4134 \n",
|
||
"L 525 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-37\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_9\">\n",
|
||
" <!-- x -->\n",
|
||
" <g transform=\"translate(325.681562 350.315781) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
|
||
"L 2247 1797 \n",
|
||
"L 3578 0 \n",
|
||
"L 2900 0 \n",
|
||
"L 1881 1375 \n",
|
||
"L 863 0 \n",
|
||
"L 184 0 \n",
|
||
"L 1544 1831 \n",
|
||
"L 300 3500 \n",
|
||
"L 978 3500 \n",
|
||
"L 1906 2253 \n",
|
||
"L 2834 3500 \n",
|
||
"L 3513 3500 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-78\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_2\">\n",
|
||
" <g id=\"ytick_1\">\n",
|
||
" <g id=\"line2d_9\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m59e8439963\" d=\"M 0 0 \n",
|
||
"L -3.5 0 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m59e8439963\" x=\"52.160938\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_10\">\n",
|
||
" <!-- −1.0 -->\n",
|
||
" <g transform=\"translate(20.878125 325.838437) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
|
||
"L 4684 2272 \n",
|
||
"L 4684 1741 \n",
|
||
"L 678 1741 \n",
|
||
"L 678 2272 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
|
||
"L 1344 794 \n",
|
||
"L 1344 0 \n",
|
||
"L 684 0 \n",
|
||
"L 684 794 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_2\">\n",
|
||
" <g id=\"line2d_10\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m59e8439963\" x=\"52.160938\" y=\"270.199219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_11\">\n",
|
||
" <!-- −0.5 -->\n",
|
||
" <g transform=\"translate(20.878125 273.998437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_3\">\n",
|
||
" <g id=\"line2d_11\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m59e8439963\" x=\"52.160938\" y=\"218.359219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_12\">\n",
|
||
" <!-- 0.0 -->\n",
|
||
" <g transform=\"translate(29.257813 222.158437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_4\">\n",
|
||
" <g id=\"line2d_12\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m59e8439963\" x=\"52.160938\" y=\"166.519219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_13\">\n",
|
||
" <!-- 0.5 -->\n",
|
||
" <g transform=\"translate(29.257813 170.318437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_5\">\n",
|
||
" <g id=\"line2d_13\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m59e8439963\" x=\"52.160938\" y=\"114.679219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_14\">\n",
|
||
" <!-- 1.0 -->\n",
|
||
" <g transform=\"translate(29.257813 118.478438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_6\">\n",
|
||
" <g id=\"line2d_14\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m59e8439963\" x=\"52.160938\" y=\"62.839219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_15\">\n",
|
||
" <!-- 1.5 -->\n",
|
||
" <g transform=\"translate(29.257813 66.638438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_7\">\n",
|
||
" <g id=\"line2d_15\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m59e8439963\" x=\"52.160938\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_16\">\n",
|
||
" <!-- 2.0 -->\n",
|
||
" <g transform=\"translate(29.257813 14.798438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_17\">\n",
|
||
" <!-- Iris setosa? -->\n",
|
||
" <g transform=\"translate(14.798438 194.655937) rotate(-90) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
|
||
"L 1259 4666 \n",
|
||
"L 1259 0 \n",
|
||
"L 628 0 \n",
|
||
"L 628 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
|
||
"Q 2534 3019 2420 3045 \n",
|
||
"Q 2306 3072 2169 3072 \n",
|
||
"Q 1681 3072 1420 2755 \n",
|
||
"Q 1159 2438 1159 1844 \n",
|
||
"L 1159 0 \n",
|
||
"L 581 0 \n",
|
||
"L 581 3500 \n",
|
||
"L 1159 3500 \n",
|
||
"L 1159 2956 \n",
|
||
"Q 1341 3275 1631 3429 \n",
|
||
"Q 1922 3584 2338 3584 \n",
|
||
"Q 2397 3584 2469 3576 \n",
|
||
"Q 2541 3569 2628 3553 \n",
|
||
"L 2631 2963 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
|
||
"L 1178 3500 \n",
|
||
"L 1178 0 \n",
|
||
"L 603 0 \n",
|
||
"L 603 3500 \n",
|
||
"z\n",
|
||
"M 603 4863 \n",
|
||
"L 1178 4863 \n",
|
||
"L 1178 4134 \n",
|
||
"L 603 4134 \n",
|
||
"L 603 4863 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
|
||
"L 2834 2853 \n",
|
||
"Q 2591 2978 2328 3040 \n",
|
||
"Q 2066 3103 1784 3103 \n",
|
||
"Q 1356 3103 1142 2972 \n",
|
||
"Q 928 2841 928 2578 \n",
|
||
"Q 928 2378 1081 2264 \n",
|
||
"Q 1234 2150 1697 2047 \n",
|
||
"L 1894 2003 \n",
|
||
"Q 2506 1872 2764 1633 \n",
|
||
"Q 3022 1394 3022 966 \n",
|
||
"Q 3022 478 2636 193 \n",
|
||
"Q 2250 -91 1575 -91 \n",
|
||
"Q 1294 -91 989 -36 \n",
|
||
"Q 684 19 347 128 \n",
|
||
"L 347 722 \n",
|
||
"Q 666 556 975 473 \n",
|
||
"Q 1284 391 1588 391 \n",
|
||
"Q 1994 391 2212 530 \n",
|
||
"Q 2431 669 2431 922 \n",
|
||
"Q 2431 1156 2273 1281 \n",
|
||
"Q 2116 1406 1581 1522 \n",
|
||
"L 1381 1569 \n",
|
||
"Q 847 1681 609 1914 \n",
|
||
"Q 372 2147 372 2553 \n",
|
||
"Q 372 3047 722 3315 \n",
|
||
"Q 1072 3584 1716 3584 \n",
|
||
"Q 2034 3584 2315 3537 \n",
|
||
"Q 2597 3491 2834 3397 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
|
||
"L 3597 1613 \n",
|
||
"L 953 1613 \n",
|
||
"Q 991 1019 1311 708 \n",
|
||
"Q 1631 397 2203 397 \n",
|
||
"Q 2534 397 2845 478 \n",
|
||
"Q 3156 559 3463 722 \n",
|
||
"L 3463 178 \n",
|
||
"Q 3153 47 2828 -22 \n",
|
||
"Q 2503 -91 2169 -91 \n",
|
||
"Q 1331 -91 842 396 \n",
|
||
"Q 353 884 353 1716 \n",
|
||
"Q 353 2575 817 3079 \n",
|
||
"Q 1281 3584 2069 3584 \n",
|
||
"Q 2775 3584 3186 3129 \n",
|
||
"Q 3597 2675 3597 1894 \n",
|
||
"z\n",
|
||
"M 3022 2063 \n",
|
||
"Q 3016 2534 2758 2815 \n",
|
||
"Q 2500 3097 2075 3097 \n",
|
||
"Q 1594 3097 1305 2825 \n",
|
||
"Q 1016 2553 972 2059 \n",
|
||
"L 3022 2063 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
|
||
"L 1172 3500 \n",
|
||
"L 2356 3500 \n",
|
||
"L 2356 3053 \n",
|
||
"L 1172 3053 \n",
|
||
"L 1172 1153 \n",
|
||
"Q 1172 725 1289 603 \n",
|
||
"Q 1406 481 1766 481 \n",
|
||
"L 2356 481 \n",
|
||
"L 2356 0 \n",
|
||
"L 1766 0 \n",
|
||
"Q 1100 0 847 248 \n",
|
||
"Q 594 497 594 1153 \n",
|
||
"L 594 3053 \n",
|
||
"L 172 3053 \n",
|
||
"L 172 3500 \n",
|
||
"L 594 3500 \n",
|
||
"L 594 4494 \n",
|
||
"L 1172 4494 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
|
||
"Q 1497 3097 1228 2736 \n",
|
||
"Q 959 2375 959 1747 \n",
|
||
"Q 959 1119 1226 758 \n",
|
||
"Q 1494 397 1959 397 \n",
|
||
"Q 2419 397 2687 759 \n",
|
||
"Q 2956 1122 2956 1747 \n",
|
||
"Q 2956 2369 2687 2733 \n",
|
||
"Q 2419 3097 1959 3097 \n",
|
||
"z\n",
|
||
"M 1959 3584 \n",
|
||
"Q 2709 3584 3137 3096 \n",
|
||
"Q 3566 2609 3566 1747 \n",
|
||
"Q 3566 888 3137 398 \n",
|
||
"Q 2709 -91 1959 -91 \n",
|
||
"Q 1206 -91 779 398 \n",
|
||
"Q 353 888 353 1747 \n",
|
||
"Q 353 2609 779 3096 \n",
|
||
"Q 1206 3584 1959 3584 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
|
||
"Q 1497 1759 1228 1600 \n",
|
||
"Q 959 1441 959 1056 \n",
|
||
"Q 959 750 1161 570 \n",
|
||
"Q 1363 391 1709 391 \n",
|
||
"Q 2188 391 2477 730 \n",
|
||
"Q 2766 1069 2766 1631 \n",
|
||
"L 2766 1759 \n",
|
||
"L 2194 1759 \n",
|
||
"z\n",
|
||
"M 3341 1997 \n",
|
||
"L 3341 0 \n",
|
||
"L 2766 0 \n",
|
||
"L 2766 531 \n",
|
||
"Q 2569 213 2275 61 \n",
|
||
"Q 1981 -91 1556 -91 \n",
|
||
"Q 1019 -91 701 211 \n",
|
||
"Q 384 513 384 1019 \n",
|
||
"Q 384 1609 779 1909 \n",
|
||
"Q 1175 2209 1959 2209 \n",
|
||
"L 2766 2209 \n",
|
||
"L 2766 2266 \n",
|
||
"Q 2766 2663 2505 2880 \n",
|
||
"Q 2244 3097 1772 3097 \n",
|
||
"Q 1472 3097 1187 3025 \n",
|
||
"Q 903 2953 641 2809 \n",
|
||
"L 641 3341 \n",
|
||
"Q 956 3463 1253 3523 \n",
|
||
"Q 1550 3584 1831 3584 \n",
|
||
"Q 2591 3584 2966 3190 \n",
|
||
"Q 3341 2797 3341 1997 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-3f\" d=\"M 1222 794 \n",
|
||
"L 1856 794 \n",
|
||
"L 1856 0 \n",
|
||
"L 1222 0 \n",
|
||
"L 1222 794 \n",
|
||
"z\n",
|
||
"M 1838 1253 \n",
|
||
"L 1241 1253 \n",
|
||
"L 1241 1734 \n",
|
||
"Q 1241 2050 1328 2253 \n",
|
||
"Q 1416 2456 1697 2725 \n",
|
||
"L 1978 3003 \n",
|
||
"Q 2156 3169 2236 3316 \n",
|
||
"Q 2316 3463 2316 3616 \n",
|
||
"Q 2316 3894 2111 4066 \n",
|
||
"Q 1906 4238 1569 4238 \n",
|
||
"Q 1322 4238 1042 4128 \n",
|
||
"Q 763 4019 459 3809 \n",
|
||
"L 459 4397 \n",
|
||
"Q 753 4575 1054 4662 \n",
|
||
"Q 1356 4750 1678 4750 \n",
|
||
"Q 2253 4750 2601 4447 \n",
|
||
"Q 2950 4144 2950 3647 \n",
|
||
"Q 2950 3409 2837 3195 \n",
|
||
"Q 2725 2981 2444 2713 \n",
|
||
"L 2169 2444 \n",
|
||
"Q 2022 2297 1961 2214 \n",
|
||
"Q 1900 2131 1875 2053 \n",
|
||
"Q 1856 1988 1847 1894 \n",
|
||
"Q 1838 1800 1838 1638 \n",
|
||
"L 1838 1253 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-49\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-72\" x=\"29.492188\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-69\" x=\"70.605469\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"98.388672\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-20\" x=\"150.488281\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"182.275391\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-65\" x=\"234.375\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-74\" x=\"295.898438\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-6f\" x=\"335.107422\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"396.289062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-61\" x=\"448.388672\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-3f\" x=\"509.667969\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_16\">\n",
|
||
" <path d=\"M 52.160938 90.800709 \n",
|
||
"L 605.120937 287.486853 \n",
|
||
"\" clip-path=\"url(#p9e41b11e4b)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 2; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_3\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 52.160938 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_4\">\n",
|
||
" <path d=\"M 605.120937 322.039219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_5\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 605.120937 322.039219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_6\">\n",
|
||
" <path d=\"M 52.160938 10.999219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"legend_1\">\n",
|
||
" <g id=\"patch_7\">\n",
|
||
" <path d=\"M 505.190937 353.119219 \n",
|
||
"L 663.440937 353.119219 \n",
|
||
"Q 666.440937 353.119219 666.440937 350.119219 \n",
|
||
"L 666.440937 307.554375 \n",
|
||
"Q 666.440937 304.554375 663.440937 304.554375 \n",
|
||
"L 505.190937 304.554375 \n",
|
||
"Q 502.190937 304.554375 502.190937 307.554375 \n",
|
||
"L 502.190937 350.119219 \n",
|
||
"Q 502.190937 353.119219 505.190937 353.119219 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"PathCollection_2\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m942accbd7d\" x=\"523.190937\" y=\"318.014531\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_18\">\n",
|
||
" <!-- Dane -->\n",
|
||
" <g transform=\"translate(550.190937 321.952031) scale(0.15 -0.15)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
|
||
"L 1259 519 \n",
|
||
"L 2022 519 \n",
|
||
"Q 2988 519 3436 956 \n",
|
||
"Q 3884 1394 3884 2338 \n",
|
||
"Q 3884 3275 3436 3711 \n",
|
||
"Q 2988 4147 2022 4147 \n",
|
||
"L 1259 4147 \n",
|
||
"z\n",
|
||
"M 628 4666 \n",
|
||
"L 1925 4666 \n",
|
||
"Q 3281 4666 3915 4102 \n",
|
||
"Q 4550 3538 4550 2338 \n",
|
||
"Q 4550 1131 3912 565 \n",
|
||
"Q 3275 0 1925 0 \n",
|
||
"L 628 0 \n",
|
||
"L 628 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
|
||
"L 3513 0 \n",
|
||
"L 2938 0 \n",
|
||
"L 2938 2094 \n",
|
||
"Q 2938 2591 2744 2837 \n",
|
||
"Q 2550 3084 2163 3084 \n",
|
||
"Q 1697 3084 1428 2787 \n",
|
||
"Q 1159 2491 1159 1978 \n",
|
||
"L 1159 0 \n",
|
||
"L 581 0 \n",
|
||
"L 581 3500 \n",
|
||
"L 1159 3500 \n",
|
||
"L 1159 2956 \n",
|
||
"Q 1366 3272 1645 3428 \n",
|
||
"Q 1925 3584 2291 3584 \n",
|
||
"Q 2894 3584 3203 3211 \n",
|
||
"Q 3513 2838 3513 2113 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-44\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-6e\" x=\"138.28125\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-65\" x=\"201.660156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_17\">\n",
|
||
" <path d=\"M 508.190937 338.719219 \n",
|
||
"L 523.190937 338.719219 \n",
|
||
"L 538.190937 338.719219 \n",
|
||
"\" style=\"fill: none; stroke: #1f77b4; stroke-width: 2; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_19\">\n",
|
||
" <!-- $y=1.2-0.24x$ -->\n",
|
||
" <g transform=\"translate(550.190937 343.969219) scale(0.15 -0.15)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-Oblique-79\" d=\"M 1588 -325 \n",
|
||
"Q 1188 -997 936 -1164 \n",
|
||
"Q 684 -1331 294 -1331 \n",
|
||
"L -159 -1331 \n",
|
||
"L -63 -850 \n",
|
||
"L 269 -850 \n",
|
||
"Q 509 -850 678 -719 \n",
|
||
"Q 847 -588 1056 -206 \n",
|
||
"L 1234 128 \n",
|
||
"L 459 3500 \n",
|
||
"L 1069 3500 \n",
|
||
"L 1650 819 \n",
|
||
"L 3256 3500 \n",
|
||
"L 3859 3500 \n",
|
||
"L 1588 -325 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-3d\" d=\"M 678 2906 \n",
|
||
"L 4684 2906 \n",
|
||
"L 4684 2381 \n",
|
||
"L 678 2381 \n",
|
||
"L 678 2906 \n",
|
||
"z\n",
|
||
"M 678 1631 \n",
|
||
"L 4684 1631 \n",
|
||
"L 4684 1100 \n",
|
||
"L 678 1100 \n",
|
||
"L 678 1631 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-Oblique-78\" d=\"M 3841 3500 \n",
|
||
"L 2234 1784 \n",
|
||
"L 3219 0 \n",
|
||
"L 2559 0 \n",
|
||
"L 1819 1388 \n",
|
||
"L 531 0 \n",
|
||
"L -166 0 \n",
|
||
"L 1556 1844 \n",
|
||
"L 641 3500 \n",
|
||
"L 1300 3500 \n",
|
||
"L 1972 2234 \n",
|
||
"L 3144 3500 \n",
|
||
"L 3841 3500 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-Oblique-79\" transform=\"translate(0 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-3d\" transform=\"translate(78.662109 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(181.933594 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(245.556641 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(271.84375 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\" transform=\"translate(354.949219 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(458.220703 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(521.84375 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(548.130859 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(611.753906 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-Oblique-78\" transform=\"translate(675.376953 0.78125)\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <defs>\n",
|
||
" <clipPath id=\"p9e41b11e4b\">\n",
|
||
" <rect x=\"52.160938\" y=\"10.999219\" width=\"552.96\" height=\"311.04\"/>\n",
|
||
" </clipPath>\n",
|
||
" </defs>\n",
|
||
"</svg>\n"
|
||
],
|
||
"text/plain": [
|
||
"<Figure size 960x540 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = regdots(X, y, \"x\", \"Iris setosa?\")\n",
|
||
"regline(fig, h, theta_lin, X)\n",
|
||
"legend(fig)\n"
|
||
]
|
||
},
|
||
{
|
||
"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": 153,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/svg+xml": [
|
||
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
|
||
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
|
||
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
|
||
"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"673.940937pt\" height=\"360.619219pt\" viewBox=\"0 0 673.940937 360.619219\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
|
||
" <metadata>\n",
|
||
" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
|
||
" <cc:Work>\n",
|
||
" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
|
||
" <dc:date>2022-11-03T15:23:35.035715</dc:date>\n",
|
||
" <dc:format>image/svg+xml</dc:format>\n",
|
||
" <dc:creator>\n",
|
||
" <cc:Agent>\n",
|
||
" <dc:title>Matplotlib v3.6.1, https://matplotlib.org/</dc:title>\n",
|
||
" </cc:Agent>\n",
|
||
" </dc:creator>\n",
|
||
" </cc:Work>\n",
|
||
" </rdf:RDF>\n",
|
||
" </metadata>\n",
|
||
" <defs>\n",
|
||
" <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
|
||
" </defs>\n",
|
||
" <g id=\"figure_1\">\n",
|
||
" <g id=\"patch_1\">\n",
|
||
" <path d=\"M 0 360.619219 \n",
|
||
"L 673.940937 360.619219 \n",
|
||
"L 673.940937 0 \n",
|
||
"L 0 0 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"axes_1\">\n",
|
||
" <g id=\"patch_2\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 605.120937 322.039219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"L 52.160938 10.999219 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"PathCollection_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m157bc0fcb7\" d=\"M 0 3.535534 \n",
|
||
"C 0.937635 3.535534 1.836992 3.163008 2.5 2.5 \n",
|
||
"C 3.163008 1.836992 3.535534 0.937635 3.535534 0 \n",
|
||
"C 3.535534 -0.937635 3.163008 -1.836992 2.5 -2.5 \n",
|
||
"C 1.836992 -3.163008 0.937635 -3.535534 0 -3.535534 \n",
|
||
"C -0.937635 -3.535534 -1.836992 -3.163008 -2.5 -2.5 \n",
|
||
"C -3.163008 -1.836992 -3.535534 -0.937635 -3.535534 0 \n",
|
||
"C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \n",
|
||
"C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \n",
|
||
"z\n",
|
||
"\" style=\"stroke: #ff0000\"/>\n",
|
||
" </defs>\n",
|
||
" <g clip-path=\"url(#p49dc3d98f2)\">\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"297.143216\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"297.143216\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"185.151317\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"521.127013\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"136.154862\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"304.14271\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"311.142203\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"500.128532\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"185.151317\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"423.134102\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"423.134102\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"353.139165\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"283.144229\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"122.155874\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"430.133596\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"353.139165\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"318.141697\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"416.134608\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"493.129039\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"465.131064\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"262.145748\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"472.130558\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"521.127013\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"416.134608\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"283.144229\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"535.126001\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"514.12752\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"465.131064\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"472.130558\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"129.155368\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"136.154862\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"430.133596\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_1\">\n",
|
||
" <g id=\"xtick_1\">\n",
|
||
" <g id=\"line2d_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"md6feb5c53b\" d=\"M 0 0 \n",
|
||
"L 0 3.5 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#md6feb5c53b\" x=\"52.160938\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_1\">\n",
|
||
" <!-- 0 -->\n",
|
||
" <g transform=\"translate(48.979688 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
|
||
"Q 1547 4250 1301 3770 \n",
|
||
"Q 1056 3291 1056 2328 \n",
|
||
"Q 1056 1369 1301 889 \n",
|
||
"Q 1547 409 2034 409 \n",
|
||
"Q 2525 409 2770 889 \n",
|
||
"Q 3016 1369 3016 2328 \n",
|
||
"Q 3016 3291 2770 3770 \n",
|
||
"Q 2525 4250 2034 4250 \n",
|
||
"z\n",
|
||
"M 2034 4750 \n",
|
||
"Q 2819 4750 3233 4129 \n",
|
||
"Q 3647 3509 3647 2328 \n",
|
||
"Q 3647 1150 3233 529 \n",
|
||
"Q 2819 -91 2034 -91 \n",
|
||
"Q 1250 -91 836 529 \n",
|
||
"Q 422 1150 422 2328 \n",
|
||
"Q 422 3509 836 4129 \n",
|
||
"Q 1250 4750 2034 4750 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_2\">\n",
|
||
" <g id=\"line2d_2\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#md6feb5c53b\" x=\"122.155874\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_2\">\n",
|
||
" <!-- 1 -->\n",
|
||
" <g transform=\"translate(118.974624 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
|
||
"L 1825 531 \n",
|
||
"L 1825 4091 \n",
|
||
"L 703 3866 \n",
|
||
"L 703 4441 \n",
|
||
"L 1819 4666 \n",
|
||
"L 2450 4666 \n",
|
||
"L 2450 531 \n",
|
||
"L 3481 531 \n",
|
||
"L 3481 0 \n",
|
||
"L 794 0 \n",
|
||
"L 794 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_3\">\n",
|
||
" <g id=\"line2d_3\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#md6feb5c53b\" x=\"192.150811\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_3\">\n",
|
||
" <!-- 2 -->\n",
|
||
" <g transform=\"translate(188.969561 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
|
||
"L 3431 531 \n",
|
||
"L 3431 0 \n",
|
||
"L 469 0 \n",
|
||
"L 469 531 \n",
|
||
"Q 828 903 1448 1529 \n",
|
||
"Q 2069 2156 2228 2338 \n",
|
||
"Q 2531 2678 2651 2914 \n",
|
||
"Q 2772 3150 2772 3378 \n",
|
||
"Q 2772 3750 2511 3984 \n",
|
||
"Q 2250 4219 1831 4219 \n",
|
||
"Q 1534 4219 1204 4116 \n",
|
||
"Q 875 4013 500 3803 \n",
|
||
"L 500 4441 \n",
|
||
"Q 881 4594 1212 4672 \n",
|
||
"Q 1544 4750 1819 4750 \n",
|
||
"Q 2544 4750 2975 4387 \n",
|
||
"Q 3406 4025 3406 3419 \n",
|
||
"Q 3406 3131 3298 2873 \n",
|
||
"Q 3191 2616 2906 2266 \n",
|
||
"Q 2828 2175 2409 1742 \n",
|
||
"Q 1991 1309 1228 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_4\">\n",
|
||
" <g id=\"line2d_4\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#md6feb5c53b\" x=\"262.145748\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_4\">\n",
|
||
" <!-- 3 -->\n",
|
||
" <g transform=\"translate(258.964498 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
|
||
"Q 3050 2419 3304 2112 \n",
|
||
"Q 3559 1806 3559 1356 \n",
|
||
"Q 3559 666 3084 287 \n",
|
||
"Q 2609 -91 1734 -91 \n",
|
||
"Q 1441 -91 1130 -33 \n",
|
||
"Q 819 25 488 141 \n",
|
||
"L 488 750 \n",
|
||
"Q 750 597 1062 519 \n",
|
||
"Q 1375 441 1716 441 \n",
|
||
"Q 2309 441 2620 675 \n",
|
||
"Q 2931 909 2931 1356 \n",
|
||
"Q 2931 1769 2642 2001 \n",
|
||
"Q 2353 2234 1838 2234 \n",
|
||
"L 1294 2234 \n",
|
||
"L 1294 2753 \n",
|
||
"L 1863 2753 \n",
|
||
"Q 2328 2753 2575 2939 \n",
|
||
"Q 2822 3125 2822 3475 \n",
|
||
"Q 2822 3834 2567 4026 \n",
|
||
"Q 2313 4219 1838 4219 \n",
|
||
"Q 1578 4219 1281 4162 \n",
|
||
"Q 984 4106 628 3988 \n",
|
||
"L 628 4550 \n",
|
||
"Q 988 4650 1302 4700 \n",
|
||
"Q 1616 4750 1894 4750 \n",
|
||
"Q 2613 4750 3031 4423 \n",
|
||
"Q 3450 4097 3450 3541 \n",
|
||
"Q 3450 3153 3228 2886 \n",
|
||
"Q 3006 2619 2597 2516 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-33\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_5\">\n",
|
||
" <g id=\"line2d_5\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#md6feb5c53b\" x=\"332.140684\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_5\">\n",
|
||
" <!-- 4 -->\n",
|
||
" <g transform=\"translate(328.959434 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
|
||
"L 825 1625 \n",
|
||
"L 2419 1625 \n",
|
||
"L 2419 4116 \n",
|
||
"z\n",
|
||
"M 2253 4666 \n",
|
||
"L 3047 4666 \n",
|
||
"L 3047 1625 \n",
|
||
"L 3713 1625 \n",
|
||
"L 3713 1100 \n",
|
||
"L 3047 1100 \n",
|
||
"L 3047 0 \n",
|
||
"L 2419 0 \n",
|
||
"L 2419 1100 \n",
|
||
"L 313 1100 \n",
|
||
"L 313 1709 \n",
|
||
"L 2253 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_6\">\n",
|
||
" <g id=\"line2d_6\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#md6feb5c53b\" x=\"402.135621\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_6\">\n",
|
||
" <!-- 5 -->\n",
|
||
" <g transform=\"translate(398.954371 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
|
||
"L 3169 4666 \n",
|
||
"L 3169 4134 \n",
|
||
"L 1269 4134 \n",
|
||
"L 1269 2991 \n",
|
||
"Q 1406 3038 1543 3061 \n",
|
||
"Q 1681 3084 1819 3084 \n",
|
||
"Q 2600 3084 3056 2656 \n",
|
||
"Q 3513 2228 3513 1497 \n",
|
||
"Q 3513 744 3044 326 \n",
|
||
"Q 2575 -91 1722 -91 \n",
|
||
"Q 1428 -91 1123 -41 \n",
|
||
"Q 819 9 494 109 \n",
|
||
"L 494 744 \n",
|
||
"Q 775 591 1075 516 \n",
|
||
"Q 1375 441 1709 441 \n",
|
||
"Q 2250 441 2565 725 \n",
|
||
"Q 2881 1009 2881 1497 \n",
|
||
"Q 2881 1984 2565 2268 \n",
|
||
"Q 2250 2553 1709 2553 \n",
|
||
"Q 1456 2553 1204 2497 \n",
|
||
"Q 953 2441 691 2322 \n",
|
||
"L 691 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_7\">\n",
|
||
" <g id=\"line2d_7\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#md6feb5c53b\" x=\"472.130558\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_7\">\n",
|
||
" <!-- 6 -->\n",
|
||
" <g transform=\"translate(468.949308 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
|
||
"Q 1688 2584 1439 2293 \n",
|
||
"Q 1191 2003 1191 1497 \n",
|
||
"Q 1191 994 1439 701 \n",
|
||
"Q 1688 409 2113 409 \n",
|
||
"Q 2538 409 2786 701 \n",
|
||
"Q 3034 994 3034 1497 \n",
|
||
"Q 3034 2003 2786 2293 \n",
|
||
"Q 2538 2584 2113 2584 \n",
|
||
"z\n",
|
||
"M 3366 4563 \n",
|
||
"L 3366 3988 \n",
|
||
"Q 3128 4100 2886 4159 \n",
|
||
"Q 2644 4219 2406 4219 \n",
|
||
"Q 1781 4219 1451 3797 \n",
|
||
"Q 1122 3375 1075 2522 \n",
|
||
"Q 1259 2794 1537 2939 \n",
|
||
"Q 1816 3084 2150 3084 \n",
|
||
"Q 2853 3084 3261 2657 \n",
|
||
"Q 3669 2231 3669 1497 \n",
|
||
"Q 3669 778 3244 343 \n",
|
||
"Q 2819 -91 2113 -91 \n",
|
||
"Q 1303 -91 875 529 \n",
|
||
"Q 447 1150 447 2328 \n",
|
||
"Q 447 3434 972 4092 \n",
|
||
"Q 1497 4750 2381 4750 \n",
|
||
"Q 2619 4750 2861 4703 \n",
|
||
"Q 3103 4656 3366 4563 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-36\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_8\">\n",
|
||
" <g id=\"line2d_8\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#md6feb5c53b\" x=\"542.125494\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_8\">\n",
|
||
" <!-- 7 -->\n",
|
||
" <g transform=\"translate(538.944244 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
|
||
"L 3525 4666 \n",
|
||
"L 3525 4397 \n",
|
||
"L 1831 0 \n",
|
||
"L 1172 0 \n",
|
||
"L 2766 4134 \n",
|
||
"L 525 4134 \n",
|
||
"L 525 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-37\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_9\">\n",
|
||
" <!-- x -->\n",
|
||
" <g transform=\"translate(325.681562 350.315781) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
|
||
"L 2247 1797 \n",
|
||
"L 3578 0 \n",
|
||
"L 2900 0 \n",
|
||
"L 1881 1375 \n",
|
||
"L 863 0 \n",
|
||
"L 184 0 \n",
|
||
"L 1544 1831 \n",
|
||
"L 300 3500 \n",
|
||
"L 978 3500 \n",
|
||
"L 1906 2253 \n",
|
||
"L 2834 3500 \n",
|
||
"L 3513 3500 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-78\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_2\">\n",
|
||
" <g id=\"ytick_1\">\n",
|
||
" <g id=\"line2d_9\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m247bff980c\" d=\"M 0 0 \n",
|
||
"L -3.5 0 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m247bff980c\" x=\"52.160938\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_10\">\n",
|
||
" <!-- −1.0 -->\n",
|
||
" <g transform=\"translate(20.878125 325.838437) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
|
||
"L 4684 2272 \n",
|
||
"L 4684 1741 \n",
|
||
"L 678 1741 \n",
|
||
"L 678 2272 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
|
||
"L 1344 794 \n",
|
||
"L 1344 0 \n",
|
||
"L 684 0 \n",
|
||
"L 684 794 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_2\">\n",
|
||
" <g id=\"line2d_10\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m247bff980c\" x=\"52.160938\" y=\"270.199219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_11\">\n",
|
||
" <!-- −0.5 -->\n",
|
||
" <g transform=\"translate(20.878125 273.998437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_3\">\n",
|
||
" <g id=\"line2d_11\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m247bff980c\" x=\"52.160938\" y=\"218.359219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_12\">\n",
|
||
" <!-- 0.0 -->\n",
|
||
" <g transform=\"translate(29.257813 222.158437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_4\">\n",
|
||
" <g id=\"line2d_12\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m247bff980c\" x=\"52.160938\" y=\"166.519219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_13\">\n",
|
||
" <!-- 0.5 -->\n",
|
||
" <g transform=\"translate(29.257813 170.318437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_5\">\n",
|
||
" <g id=\"line2d_13\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m247bff980c\" x=\"52.160938\" y=\"114.679219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_14\">\n",
|
||
" <!-- 1.0 -->\n",
|
||
" <g transform=\"translate(29.257813 118.478438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_6\">\n",
|
||
" <g id=\"line2d_14\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m247bff980c\" x=\"52.160938\" y=\"62.839219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_15\">\n",
|
||
" <!-- 1.5 -->\n",
|
||
" <g transform=\"translate(29.257813 66.638438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_7\">\n",
|
||
" <g id=\"line2d_15\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m247bff980c\" x=\"52.160938\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_16\">\n",
|
||
" <!-- 2.0 -->\n",
|
||
" <g transform=\"translate(29.257813 14.798438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_17\">\n",
|
||
" <!-- Iris setosa? -->\n",
|
||
" <g transform=\"translate(14.798438 194.655937) rotate(-90) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
|
||
"L 1259 4666 \n",
|
||
"L 1259 0 \n",
|
||
"L 628 0 \n",
|
||
"L 628 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
|
||
"Q 2534 3019 2420 3045 \n",
|
||
"Q 2306 3072 2169 3072 \n",
|
||
"Q 1681 3072 1420 2755 \n",
|
||
"Q 1159 2438 1159 1844 \n",
|
||
"L 1159 0 \n",
|
||
"L 581 0 \n",
|
||
"L 581 3500 \n",
|
||
"L 1159 3500 \n",
|
||
"L 1159 2956 \n",
|
||
"Q 1341 3275 1631 3429 \n",
|
||
"Q 1922 3584 2338 3584 \n",
|
||
"Q 2397 3584 2469 3576 \n",
|
||
"Q 2541 3569 2628 3553 \n",
|
||
"L 2631 2963 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
|
||
"L 1178 3500 \n",
|
||
"L 1178 0 \n",
|
||
"L 603 0 \n",
|
||
"L 603 3500 \n",
|
||
"z\n",
|
||
"M 603 4863 \n",
|
||
"L 1178 4863 \n",
|
||
"L 1178 4134 \n",
|
||
"L 603 4134 \n",
|
||
"L 603 4863 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
|
||
"L 2834 2853 \n",
|
||
"Q 2591 2978 2328 3040 \n",
|
||
"Q 2066 3103 1784 3103 \n",
|
||
"Q 1356 3103 1142 2972 \n",
|
||
"Q 928 2841 928 2578 \n",
|
||
"Q 928 2378 1081 2264 \n",
|
||
"Q 1234 2150 1697 2047 \n",
|
||
"L 1894 2003 \n",
|
||
"Q 2506 1872 2764 1633 \n",
|
||
"Q 3022 1394 3022 966 \n",
|
||
"Q 3022 478 2636 193 \n",
|
||
"Q 2250 -91 1575 -91 \n",
|
||
"Q 1294 -91 989 -36 \n",
|
||
"Q 684 19 347 128 \n",
|
||
"L 347 722 \n",
|
||
"Q 666 556 975 473 \n",
|
||
"Q 1284 391 1588 391 \n",
|
||
"Q 1994 391 2212 530 \n",
|
||
"Q 2431 669 2431 922 \n",
|
||
"Q 2431 1156 2273 1281 \n",
|
||
"Q 2116 1406 1581 1522 \n",
|
||
"L 1381 1569 \n",
|
||
"Q 847 1681 609 1914 \n",
|
||
"Q 372 2147 372 2553 \n",
|
||
"Q 372 3047 722 3315 \n",
|
||
"Q 1072 3584 1716 3584 \n",
|
||
"Q 2034 3584 2315 3537 \n",
|
||
"Q 2597 3491 2834 3397 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
|
||
"L 3597 1613 \n",
|
||
"L 953 1613 \n",
|
||
"Q 991 1019 1311 708 \n",
|
||
"Q 1631 397 2203 397 \n",
|
||
"Q 2534 397 2845 478 \n",
|
||
"Q 3156 559 3463 722 \n",
|
||
"L 3463 178 \n",
|
||
"Q 3153 47 2828 -22 \n",
|
||
"Q 2503 -91 2169 -91 \n",
|
||
"Q 1331 -91 842 396 \n",
|
||
"Q 353 884 353 1716 \n",
|
||
"Q 353 2575 817 3079 \n",
|
||
"Q 1281 3584 2069 3584 \n",
|
||
"Q 2775 3584 3186 3129 \n",
|
||
"Q 3597 2675 3597 1894 \n",
|
||
"z\n",
|
||
"M 3022 2063 \n",
|
||
"Q 3016 2534 2758 2815 \n",
|
||
"Q 2500 3097 2075 3097 \n",
|
||
"Q 1594 3097 1305 2825 \n",
|
||
"Q 1016 2553 972 2059 \n",
|
||
"L 3022 2063 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
|
||
"L 1172 3500 \n",
|
||
"L 2356 3500 \n",
|
||
"L 2356 3053 \n",
|
||
"L 1172 3053 \n",
|
||
"L 1172 1153 \n",
|
||
"Q 1172 725 1289 603 \n",
|
||
"Q 1406 481 1766 481 \n",
|
||
"L 2356 481 \n",
|
||
"L 2356 0 \n",
|
||
"L 1766 0 \n",
|
||
"Q 1100 0 847 248 \n",
|
||
"Q 594 497 594 1153 \n",
|
||
"L 594 3053 \n",
|
||
"L 172 3053 \n",
|
||
"L 172 3500 \n",
|
||
"L 594 3500 \n",
|
||
"L 594 4494 \n",
|
||
"L 1172 4494 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
|
||
"Q 1497 3097 1228 2736 \n",
|
||
"Q 959 2375 959 1747 \n",
|
||
"Q 959 1119 1226 758 \n",
|
||
"Q 1494 397 1959 397 \n",
|
||
"Q 2419 397 2687 759 \n",
|
||
"Q 2956 1122 2956 1747 \n",
|
||
"Q 2956 2369 2687 2733 \n",
|
||
"Q 2419 3097 1959 3097 \n",
|
||
"z\n",
|
||
"M 1959 3584 \n",
|
||
"Q 2709 3584 3137 3096 \n",
|
||
"Q 3566 2609 3566 1747 \n",
|
||
"Q 3566 888 3137 398 \n",
|
||
"Q 2709 -91 1959 -91 \n",
|
||
"Q 1206 -91 779 398 \n",
|
||
"Q 353 888 353 1747 \n",
|
||
"Q 353 2609 779 3096 \n",
|
||
"Q 1206 3584 1959 3584 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
|
||
"Q 1497 1759 1228 1600 \n",
|
||
"Q 959 1441 959 1056 \n",
|
||
"Q 959 750 1161 570 \n",
|
||
"Q 1363 391 1709 391 \n",
|
||
"Q 2188 391 2477 730 \n",
|
||
"Q 2766 1069 2766 1631 \n",
|
||
"L 2766 1759 \n",
|
||
"L 2194 1759 \n",
|
||
"z\n",
|
||
"M 3341 1997 \n",
|
||
"L 3341 0 \n",
|
||
"L 2766 0 \n",
|
||
"L 2766 531 \n",
|
||
"Q 2569 213 2275 61 \n",
|
||
"Q 1981 -91 1556 -91 \n",
|
||
"Q 1019 -91 701 211 \n",
|
||
"Q 384 513 384 1019 \n",
|
||
"Q 384 1609 779 1909 \n",
|
||
"Q 1175 2209 1959 2209 \n",
|
||
"L 2766 2209 \n",
|
||
"L 2766 2266 \n",
|
||
"Q 2766 2663 2505 2880 \n",
|
||
"Q 2244 3097 1772 3097 \n",
|
||
"Q 1472 3097 1187 3025 \n",
|
||
"Q 903 2953 641 2809 \n",
|
||
"L 641 3341 \n",
|
||
"Q 956 3463 1253 3523 \n",
|
||
"Q 1550 3584 1831 3584 \n",
|
||
"Q 2591 3584 2966 3190 \n",
|
||
"Q 3341 2797 3341 1997 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-3f\" d=\"M 1222 794 \n",
|
||
"L 1856 794 \n",
|
||
"L 1856 0 \n",
|
||
"L 1222 0 \n",
|
||
"L 1222 794 \n",
|
||
"z\n",
|
||
"M 1838 1253 \n",
|
||
"L 1241 1253 \n",
|
||
"L 1241 1734 \n",
|
||
"Q 1241 2050 1328 2253 \n",
|
||
"Q 1416 2456 1697 2725 \n",
|
||
"L 1978 3003 \n",
|
||
"Q 2156 3169 2236 3316 \n",
|
||
"Q 2316 3463 2316 3616 \n",
|
||
"Q 2316 3894 2111 4066 \n",
|
||
"Q 1906 4238 1569 4238 \n",
|
||
"Q 1322 4238 1042 4128 \n",
|
||
"Q 763 4019 459 3809 \n",
|
||
"L 459 4397 \n",
|
||
"Q 753 4575 1054 4662 \n",
|
||
"Q 1356 4750 1678 4750 \n",
|
||
"Q 2253 4750 2601 4447 \n",
|
||
"Q 2950 4144 2950 3647 \n",
|
||
"Q 2950 3409 2837 3195 \n",
|
||
"Q 2725 2981 2444 2713 \n",
|
||
"L 2169 2444 \n",
|
||
"Q 2022 2297 1961 2214 \n",
|
||
"Q 1900 2131 1875 2053 \n",
|
||
"Q 1856 1988 1847 1894 \n",
|
||
"Q 1838 1800 1838 1638 \n",
|
||
"L 1838 1253 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-49\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-72\" x=\"29.492188\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-69\" x=\"70.605469\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"98.388672\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-20\" x=\"150.488281\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"182.275391\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-65\" x=\"234.375\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-74\" x=\"295.898438\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-6f\" x=\"335.107422\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"396.289062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-61\" x=\"448.388672\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-3f\" x=\"509.667969\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_16\">\n",
|
||
" <path d=\"M 52.160938 90.800709 \n",
|
||
"L 605.120937 287.486853 \n",
|
||
"\" clip-path=\"url(#p49dc3d98f2)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 2; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_17\">\n",
|
||
" <path d=\"M 265.034637 322.039219 \n",
|
||
"L 265.034637 10.999219 \n",
|
||
"\" clip-path=\"url(#p49dc3d98f2)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ffa500; stroke-width: 1.5\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_3\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 52.160938 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_4\">\n",
|
||
" <path d=\"M 605.120937 322.039219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_5\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 605.120937 322.039219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_6\">\n",
|
||
" <path d=\"M 52.160938 10.999219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"legend_1\">\n",
|
||
" <g id=\"patch_7\">\n",
|
||
" <path d=\"M 505.190937 353.119219 \n",
|
||
"L 663.440937 353.119219 \n",
|
||
"Q 666.440937 353.119219 666.440937 350.119219 \n",
|
||
"L 666.440937 284.904375 \n",
|
||
"Q 666.440937 281.904375 663.440937 281.904375 \n",
|
||
"L 505.190937 281.904375 \n",
|
||
"Q 502.190937 281.904375 502.190937 284.904375 \n",
|
||
"L 502.190937 350.119219 \n",
|
||
"Q 502.190937 353.119219 505.190937 353.119219 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"PathCollection_2\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m157bc0fcb7\" x=\"523.190937\" y=\"295.364531\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_18\">\n",
|
||
" <!-- Dane -->\n",
|
||
" <g transform=\"translate(550.190937 299.302031) scale(0.15 -0.15)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
|
||
"L 1259 519 \n",
|
||
"L 2022 519 \n",
|
||
"Q 2988 519 3436 956 \n",
|
||
"Q 3884 1394 3884 2338 \n",
|
||
"Q 3884 3275 3436 3711 \n",
|
||
"Q 2988 4147 2022 4147 \n",
|
||
"L 1259 4147 \n",
|
||
"z\n",
|
||
"M 628 4666 \n",
|
||
"L 1925 4666 \n",
|
||
"Q 3281 4666 3915 4102 \n",
|
||
"Q 4550 3538 4550 2338 \n",
|
||
"Q 4550 1131 3912 565 \n",
|
||
"Q 3275 0 1925 0 \n",
|
||
"L 628 0 \n",
|
||
"L 628 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
|
||
"L 3513 0 \n",
|
||
"L 2938 0 \n",
|
||
"L 2938 2094 \n",
|
||
"Q 2938 2591 2744 2837 \n",
|
||
"Q 2550 3084 2163 3084 \n",
|
||
"Q 1697 3084 1428 2787 \n",
|
||
"Q 1159 2491 1159 1978 \n",
|
||
"L 1159 0 \n",
|
||
"L 581 0 \n",
|
||
"L 581 3500 \n",
|
||
"L 1159 3500 \n",
|
||
"L 1159 2956 \n",
|
||
"Q 1366 3272 1645 3428 \n",
|
||
"Q 1925 3584 2291 3584 \n",
|
||
"Q 2894 3584 3203 3211 \n",
|
||
"Q 3513 2838 3513 2113 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-44\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-6e\" x=\"138.28125\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-65\" x=\"201.660156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_18\">\n",
|
||
" <path d=\"M 508.190937 316.069219 \n",
|
||
"L 523.190937 316.069219 \n",
|
||
"L 538.190937 316.069219 \n",
|
||
"\" style=\"fill: none; stroke: #1f77b4; stroke-width: 2; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_19\">\n",
|
||
" <!-- $y=1.2-0.24x$ -->\n",
|
||
" <g transform=\"translate(550.190937 321.319219) scale(0.15 -0.15)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-Oblique-79\" d=\"M 1588 -325 \n",
|
||
"Q 1188 -997 936 -1164 \n",
|
||
"Q 684 -1331 294 -1331 \n",
|
||
"L -159 -1331 \n",
|
||
"L -63 -850 \n",
|
||
"L 269 -850 \n",
|
||
"Q 509 -850 678 -719 \n",
|
||
"Q 847 -588 1056 -206 \n",
|
||
"L 1234 128 \n",
|
||
"L 459 3500 \n",
|
||
"L 1069 3500 \n",
|
||
"L 1650 819 \n",
|
||
"L 3256 3500 \n",
|
||
"L 3859 3500 \n",
|
||
"L 1588 -325 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-3d\" d=\"M 678 2906 \n",
|
||
"L 4684 2906 \n",
|
||
"L 4684 2381 \n",
|
||
"L 678 2381 \n",
|
||
"L 678 2906 \n",
|
||
"z\n",
|
||
"M 678 1631 \n",
|
||
"L 4684 1631 \n",
|
||
"L 4684 1100 \n",
|
||
"L 678 1100 \n",
|
||
"L 678 1631 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-Oblique-78\" d=\"M 3841 3500 \n",
|
||
"L 2234 1784 \n",
|
||
"L 3219 0 \n",
|
||
"L 2559 0 \n",
|
||
"L 1819 1388 \n",
|
||
"L 531 0 \n",
|
||
"L -166 0 \n",
|
||
"L 1556 1844 \n",
|
||
"L 641 3500 \n",
|
||
"L 1300 3500 \n",
|
||
"L 1972 2234 \n",
|
||
"L 3144 3500 \n",
|
||
"L 3841 3500 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-Oblique-79\" transform=\"translate(0 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-3d\" transform=\"translate(78.662109 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(181.933594 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(245.556641 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(271.84375 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\" transform=\"translate(354.949219 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(458.220703 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(521.84375 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\" transform=\"translate(548.130859 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(611.753906 0.78125)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-Oblique-78\" transform=\"translate(675.376953 0.78125)\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_19\">\n",
|
||
" <path d=\"M 508.190937 338.719219 \n",
|
||
"L 523.190937 338.719219 \n",
|
||
"L 538.190937 338.719219 \n",
|
||
"\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ffa500; stroke-width: 1.5\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_20\">\n",
|
||
" <!-- próg: $x=3.04$ -->\n",
|
||
" <g transform=\"translate(550.190937 343.969219) scale(0.15 -0.15)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
|
||
"L 1159 -1331 \n",
|
||
"L 581 -1331 \n",
|
||
"L 581 3500 \n",
|
||
"L 1159 3500 \n",
|
||
"L 1159 2969 \n",
|
||
"Q 1341 3281 1617 3432 \n",
|
||
"Q 1894 3584 2278 3584 \n",
|
||
"Q 2916 3584 3314 3078 \n",
|
||
"Q 3713 2572 3713 1747 \n",
|
||
"Q 3713 922 3314 415 \n",
|
||
"Q 2916 -91 2278 -91 \n",
|
||
"Q 1894 -91 1617 61 \n",
|
||
"Q 1341 213 1159 525 \n",
|
||
"z\n",
|
||
"M 3116 1747 \n",
|
||
"Q 3116 2381 2855 2742 \n",
|
||
"Q 2594 3103 2138 3103 \n",
|
||
"Q 1681 3103 1420 2742 \n",
|
||
"Q 1159 2381 1159 1747 \n",
|
||
"Q 1159 1113 1420 752 \n",
|
||
"Q 1681 391 2138 391 \n",
|
||
"Q 2594 391 2855 752 \n",
|
||
"Q 3116 1113 3116 1747 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-f3\" d=\"M 1959 3097 \n",
|
||
"Q 1497 3097 1228 2736 \n",
|
||
"Q 959 2375 959 1747 \n",
|
||
"Q 959 1119 1226 758 \n",
|
||
"Q 1494 397 1959 397 \n",
|
||
"Q 2419 397 2687 759 \n",
|
||
"Q 2956 1122 2956 1747 \n",
|
||
"Q 2956 2369 2687 2733 \n",
|
||
"Q 2419 3097 1959 3097 \n",
|
||
"z\n",
|
||
"M 1959 3584 \n",
|
||
"Q 2709 3584 3137 3096 \n",
|
||
"Q 3566 2609 3566 1747 \n",
|
||
"Q 3566 888 3137 398 \n",
|
||
"Q 2709 -91 1959 -91 \n",
|
||
"Q 1206 -91 779 398 \n",
|
||
"Q 353 888 353 1747 \n",
|
||
"Q 353 2609 779 3096 \n",
|
||
"Q 1206 3584 1959 3584 \n",
|
||
"z\n",
|
||
"M 2394 5119 \n",
|
||
"L 3016 5119 \n",
|
||
"L 1998 3944 \n",
|
||
"L 1519 3944 \n",
|
||
"L 2394 5119 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
|
||
"Q 2906 2416 2648 2759 \n",
|
||
"Q 2391 3103 1925 3103 \n",
|
||
"Q 1463 3103 1205 2759 \n",
|
||
"Q 947 2416 947 1791 \n",
|
||
"Q 947 1169 1205 825 \n",
|
||
"Q 1463 481 1925 481 \n",
|
||
"Q 2391 481 2648 825 \n",
|
||
"Q 2906 1169 2906 1791 \n",
|
||
"z\n",
|
||
"M 3481 434 \n",
|
||
"Q 3481 -459 3084 -895 \n",
|
||
"Q 2688 -1331 1869 -1331 \n",
|
||
"Q 1566 -1331 1297 -1286 \n",
|
||
"Q 1028 -1241 775 -1147 \n",
|
||
"L 775 -588 \n",
|
||
"Q 1028 -725 1275 -790 \n",
|
||
"Q 1522 -856 1778 -856 \n",
|
||
"Q 2344 -856 2625 -561 \n",
|
||
"Q 2906 -266 2906 331 \n",
|
||
"L 2906 616 \n",
|
||
"Q 2728 306 2450 153 \n",
|
||
"Q 2172 0 1784 0 \n",
|
||
"Q 1141 0 747 490 \n",
|
||
"Q 353 981 353 1791 \n",
|
||
"Q 353 2603 747 3093 \n",
|
||
"Q 1141 3584 1784 3584 \n",
|
||
"Q 2172 3584 2450 3431 \n",
|
||
"Q 2728 3278 2906 2969 \n",
|
||
"L 2906 3500 \n",
|
||
"L 3481 3500 \n",
|
||
"L 3481 434 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-3a\" d=\"M 750 794 \n",
|
||
"L 1409 794 \n",
|
||
"L 1409 0 \n",
|
||
"L 750 0 \n",
|
||
"L 750 794 \n",
|
||
"z\n",
|
||
"M 750 3309 \n",
|
||
"L 1409 3309 \n",
|
||
"L 1409 2516 \n",
|
||
"L 750 2516 \n",
|
||
"L 750 3309 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-70\" transform=\"translate(0 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-72\" transform=\"translate(63.476562 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-f3\" transform=\"translate(104.589844 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-67\" transform=\"translate(165.771484 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-3a\" transform=\"translate(229.248047 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-20\" transform=\"translate(262.939453 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-Oblique-78\" transform=\"translate(294.726562 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-3d\" transform=\"translate(373.388672 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-33\" transform=\"translate(476.660156 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(540.283203 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(572.070312 0.015625)\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\" transform=\"translate(635.693359 0.015625)\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <defs>\n",
|
||
" <clipPath id=\"p49dc3d98f2\">\n",
|
||
" <rect x=\"52.160938\" y=\"10.999219\" width=\"552.96\" height=\"311.04\"/>\n",
|
||
" </clipPath>\n",
|
||
" </defs>\n",
|
||
"</svg>\n"
|
||
],
|
||
"text/plain": [
|
||
"<Figure size 960x540 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = regdots(X, y, \"x\", \"Iris setosa?\")\n",
|
||
"theta_lin = GD(J, dJ, theta_start, X, y, alpha=0.03, eps=0.000001)\n",
|
||
"regline(fig, h, theta_lin, X)\n",
|
||
"threshold(\n",
|
||
" fig, theta_lin\n",
|
||
") # pomarańczowa linia oznacza granicę między klasą \"1\" a klasą \"0\" wyznaczoną przez próg \"h(x) = 0.5\"\n",
|
||
"legend(fig)\n"
|
||
]
|
||
},
|
||
{
|
||
"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": 154,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "fragment"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def logistic(x):\n",
|
||
" \"\"\"Funkcja logistyczna\"\"\"\n",
|
||
" return 1.0 / (1.0 + np.exp(-x))\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 155,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "notes"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"\n",
|
||
"def plot_logistic():\n",
|
||
" \"\"\"Wykres funkcji logistycznej\"\"\"\n",
|
||
" x = np.linspace(-5, 5, 200)\n",
|
||
" y = logistic(x)\n",
|
||
" fig = plt.figure(figsize=(7, 5))\n",
|
||
" ax = fig.add_subplot(111)\n",
|
||
" plt.ylim(-0.1, 1.1)\n",
|
||
" ax.plot(x, y, linewidth=\"2\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"source": [
|
||
"Wykres funkcji logistycznej $g(x) = \\dfrac{1}{1+e^{-x}}$:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 156,
|
||
"metadata": {
|
||
"scrolled": true,
|
||
"slideshow": {
|
||
"slide_type": "fragment"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/svg+xml": [
|
||
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
|
||
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
|
||
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
|
||
"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"427.903125pt\" height=\"308.278125pt\" viewBox=\"0 0 427.903125 308.278125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
|
||
" <metadata>\n",
|
||
" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
|
||
" <cc:Work>\n",
|
||
" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
|
||
" <dc:date>2022-11-03T15:23:35.446636</dc:date>\n",
|
||
" <dc:format>image/svg+xml</dc:format>\n",
|
||
" <dc:creator>\n",
|
||
" <cc:Agent>\n",
|
||
" <dc:title>Matplotlib v3.6.1, https://matplotlib.org/</dc:title>\n",
|
||
" </cc:Agent>\n",
|
||
" </dc:creator>\n",
|
||
" </cc:Work>\n",
|
||
" </rdf:RDF>\n",
|
||
" </metadata>\n",
|
||
" <defs>\n",
|
||
" <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
|
||
" </defs>\n",
|
||
" <g id=\"figure_1\">\n",
|
||
" <g id=\"patch_1\">\n",
|
||
" <path d=\"M 0 308.278125 \n",
|
||
"L 427.903125 308.278125 \n",
|
||
"L 427.903125 0 \n",
|
||
"L 0 0 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"axes_1\">\n",
|
||
" <g id=\"patch_2\">\n",
|
||
" <path d=\"M 30.103125 284.4 \n",
|
||
"L 420.703125 284.4 \n",
|
||
"L 420.703125 7.2 \n",
|
||
"L 30.103125 7.2 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_1\">\n",
|
||
" <g id=\"xtick_1\">\n",
|
||
" <g id=\"line2d_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m25ab07bfe9\" d=\"M 0 0 \n",
|
||
"L 0 3.5 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m25ab07bfe9\" x=\"83.366761\" y=\"284.4\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_1\">\n",
|
||
" <!-- −4 -->\n",
|
||
" <g transform=\"translate(75.995668 298.998438) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
|
||
"L 4684 2272 \n",
|
||
"L 4684 1741 \n",
|
||
"L 678 1741 \n",
|
||
"L 678 2272 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
|
||
"L 825 1625 \n",
|
||
"L 2419 1625 \n",
|
||
"L 2419 4116 \n",
|
||
"z\n",
|
||
"M 2253 4666 \n",
|
||
"L 3047 4666 \n",
|
||
"L 3047 1625 \n",
|
||
"L 3713 1625 \n",
|
||
"L 3713 1100 \n",
|
||
"L 3047 1100 \n",
|
||
"L 3047 0 \n",
|
||
"L 2419 0 \n",
|
||
"L 2419 1100 \n",
|
||
"L 313 1100 \n",
|
||
"L 313 1709 \n",
|
||
"L 2253 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\" x=\"83.789062\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_2\">\n",
|
||
" <g id=\"line2d_2\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m25ab07bfe9\" x=\"154.384943\" y=\"284.4\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_2\">\n",
|
||
" <!-- −2 -->\n",
|
||
" <g transform=\"translate(147.013849 298.998438) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
|
||
"L 3431 531 \n",
|
||
"L 3431 0 \n",
|
||
"L 469 0 \n",
|
||
"L 469 531 \n",
|
||
"Q 828 903 1448 1529 \n",
|
||
"Q 2069 2156 2228 2338 \n",
|
||
"Q 2531 2678 2651 2914 \n",
|
||
"Q 2772 3150 2772 3378 \n",
|
||
"Q 2772 3750 2511 3984 \n",
|
||
"Q 2250 4219 1831 4219 \n",
|
||
"Q 1534 4219 1204 4116 \n",
|
||
"Q 875 4013 500 3803 \n",
|
||
"L 500 4441 \n",
|
||
"Q 881 4594 1212 4672 \n",
|
||
"Q 1544 4750 1819 4750 \n",
|
||
"Q 2544 4750 2975 4387 \n",
|
||
"Q 3406 4025 3406 3419 \n",
|
||
"Q 3406 3131 3298 2873 \n",
|
||
"Q 3191 2616 2906 2266 \n",
|
||
"Q 2828 2175 2409 1742 \n",
|
||
"Q 1991 1309 1228 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_3\">\n",
|
||
" <g id=\"line2d_3\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m25ab07bfe9\" x=\"225.403125\" y=\"284.4\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_3\">\n",
|
||
" <!-- 0 -->\n",
|
||
" <g transform=\"translate(222.221875 298.998438) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
|
||
"Q 1547 4250 1301 3770 \n",
|
||
"Q 1056 3291 1056 2328 \n",
|
||
"Q 1056 1369 1301 889 \n",
|
||
"Q 1547 409 2034 409 \n",
|
||
"Q 2525 409 2770 889 \n",
|
||
"Q 3016 1369 3016 2328 \n",
|
||
"Q 3016 3291 2770 3770 \n",
|
||
"Q 2525 4250 2034 4250 \n",
|
||
"z\n",
|
||
"M 2034 4750 \n",
|
||
"Q 2819 4750 3233 4129 \n",
|
||
"Q 3647 3509 3647 2328 \n",
|
||
"Q 3647 1150 3233 529 \n",
|
||
"Q 2819 -91 2034 -91 \n",
|
||
"Q 1250 -91 836 529 \n",
|
||
"Q 422 1150 422 2328 \n",
|
||
"Q 422 3509 836 4129 \n",
|
||
"Q 1250 4750 2034 4750 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_4\">\n",
|
||
" <g id=\"line2d_4\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m25ab07bfe9\" x=\"296.421307\" y=\"284.4\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_4\">\n",
|
||
" <!-- 2 -->\n",
|
||
" <g transform=\"translate(293.240057 298.998438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_5\">\n",
|
||
" <g id=\"line2d_5\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m25ab07bfe9\" x=\"367.439489\" y=\"284.4\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_5\">\n",
|
||
" <!-- 4 -->\n",
|
||
" <g transform=\"translate(364.258239 298.998438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_2\">\n",
|
||
" <g id=\"ytick_1\">\n",
|
||
" <g id=\"line2d_6\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m1a74b5cf4c\" d=\"M 0 0 \n",
|
||
"L -3.5 0 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m1a74b5cf4c\" x=\"30.103125\" y=\"261.3\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_6\">\n",
|
||
" <!-- 0.0 -->\n",
|
||
" <g transform=\"translate(7.2 265.099219) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
|
||
"L 1344 794 \n",
|
||
"L 1344 0 \n",
|
||
"L 684 0 \n",
|
||
"L 684 794 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_2\">\n",
|
||
" <g id=\"line2d_7\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m1a74b5cf4c\" x=\"30.103125\" y=\"215.1\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_7\">\n",
|
||
" <!-- 0.2 -->\n",
|
||
" <g transform=\"translate(7.2 218.899219) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_3\">\n",
|
||
" <g id=\"line2d_8\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m1a74b5cf4c\" x=\"30.103125\" y=\"168.9\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_8\">\n",
|
||
" <!-- 0.4 -->\n",
|
||
" <g transform=\"translate(7.2 172.699219) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_4\">\n",
|
||
" <g id=\"line2d_9\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m1a74b5cf4c\" x=\"30.103125\" y=\"122.7\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_9\">\n",
|
||
" <!-- 0.6 -->\n",
|
||
" <g transform=\"translate(7.2 126.499219) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
|
||
"Q 1688 2584 1439 2293 \n",
|
||
"Q 1191 2003 1191 1497 \n",
|
||
"Q 1191 994 1439 701 \n",
|
||
"Q 1688 409 2113 409 \n",
|
||
"Q 2538 409 2786 701 \n",
|
||
"Q 3034 994 3034 1497 \n",
|
||
"Q 3034 2003 2786 2293 \n",
|
||
"Q 2538 2584 2113 2584 \n",
|
||
"z\n",
|
||
"M 3366 4563 \n",
|
||
"L 3366 3988 \n",
|
||
"Q 3128 4100 2886 4159 \n",
|
||
"Q 2644 4219 2406 4219 \n",
|
||
"Q 1781 4219 1451 3797 \n",
|
||
"Q 1122 3375 1075 2522 \n",
|
||
"Q 1259 2794 1537 2939 \n",
|
||
"Q 1816 3084 2150 3084 \n",
|
||
"Q 2853 3084 3261 2657 \n",
|
||
"Q 3669 2231 3669 1497 \n",
|
||
"Q 3669 778 3244 343 \n",
|
||
"Q 2819 -91 2113 -91 \n",
|
||
"Q 1303 -91 875 529 \n",
|
||
"Q 447 1150 447 2328 \n",
|
||
"Q 447 3434 972 4092 \n",
|
||
"Q 1497 4750 2381 4750 \n",
|
||
"Q 2619 4750 2861 4703 \n",
|
||
"Q 3103 4656 3366 4563 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-36\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_5\">\n",
|
||
" <g id=\"line2d_10\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m1a74b5cf4c\" x=\"30.103125\" y=\"76.5\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_10\">\n",
|
||
" <!-- 0.8 -->\n",
|
||
" <g transform=\"translate(7.2 80.299219) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
|
||
"Q 1584 2216 1326 1975 \n",
|
||
"Q 1069 1734 1069 1313 \n",
|
||
"Q 1069 891 1326 650 \n",
|
||
"Q 1584 409 2034 409 \n",
|
||
"Q 2484 409 2743 651 \n",
|
||
"Q 3003 894 3003 1313 \n",
|
||
"Q 3003 1734 2745 1975 \n",
|
||
"Q 2488 2216 2034 2216 \n",
|
||
"z\n",
|
||
"M 1403 2484 \n",
|
||
"Q 997 2584 770 2862 \n",
|
||
"Q 544 3141 544 3541 \n",
|
||
"Q 544 4100 942 4425 \n",
|
||
"Q 1341 4750 2034 4750 \n",
|
||
"Q 2731 4750 3128 4425 \n",
|
||
"Q 3525 4100 3525 3541 \n",
|
||
"Q 3525 3141 3298 2862 \n",
|
||
"Q 3072 2584 2669 2484 \n",
|
||
"Q 3125 2378 3379 2068 \n",
|
||
"Q 3634 1759 3634 1313 \n",
|
||
"Q 3634 634 3220 271 \n",
|
||
"Q 2806 -91 2034 -91 \n",
|
||
"Q 1263 -91 848 271 \n",
|
||
"Q 434 634 434 1313 \n",
|
||
"Q 434 1759 690 2068 \n",
|
||
"Q 947 2378 1403 2484 \n",
|
||
"z\n",
|
||
"M 1172 3481 \n",
|
||
"Q 1172 3119 1398 2916 \n",
|
||
"Q 1625 2713 2034 2713 \n",
|
||
"Q 2441 2713 2670 2916 \n",
|
||
"Q 2900 3119 2900 3481 \n",
|
||
"Q 2900 3844 2670 4047 \n",
|
||
"Q 2441 4250 2034 4250 \n",
|
||
"Q 1625 4250 1398 4047 \n",
|
||
"Q 1172 3844 1172 3481 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-38\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_6\">\n",
|
||
" <g id=\"line2d_11\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m1a74b5cf4c\" x=\"30.103125\" y=\"30.3\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_11\">\n",
|
||
" <!-- 1.0 -->\n",
|
||
" <g transform=\"translate(7.2 34.099219) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
|
||
"L 1825 531 \n",
|
||
"L 1825 4091 \n",
|
||
"L 703 3866 \n",
|
||
"L 703 4441 \n",
|
||
"L 1819 4666 \n",
|
||
"L 2450 4666 \n",
|
||
"L 2450 531 \n",
|
||
"L 3481 531 \n",
|
||
"L 3481 0 \n",
|
||
"L 794 0 \n",
|
||
"L 794 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_12\">\n",
|
||
" <path d=\"M 47.85767 259.753951 \n",
|
||
"L 60.348305 259.108374 \n",
|
||
"L 71.054564 258.34701 \n",
|
||
"L 79.976446 257.517332 \n",
|
||
"L 88.898328 256.459493 \n",
|
||
"L 96.035834 255.409328 \n",
|
||
"L 103.17334 254.13854 \n",
|
||
"L 110.310845 252.604196 \n",
|
||
"L 115.663975 251.25085 \n",
|
||
"L 121.017104 249.697874 \n",
|
||
"L 126.370233 247.919437 \n",
|
||
"L 131.723363 245.887543 \n",
|
||
"L 137.076492 243.572232 \n",
|
||
"L 142.429621 240.941951 \n",
|
||
"L 147.78275 237.964115 \n",
|
||
"L 151.351503 235.769576 \n",
|
||
"L 154.920256 233.39639 \n",
|
||
"L 158.489009 230.835312 \n",
|
||
"L 162.057762 228.077622 \n",
|
||
"L 165.626515 225.115347 \n",
|
||
"L 169.195268 221.941503 \n",
|
||
"L 172.76402 218.550362 \n",
|
||
"L 176.332773 214.937724 \n",
|
||
"L 179.901526 211.101203 \n",
|
||
"L 183.470279 207.040502 \n",
|
||
"L 188.823408 200.534323 \n",
|
||
"L 194.176538 193.547064 \n",
|
||
"L 199.529667 186.111224 \n",
|
||
"L 204.882796 178.274355 \n",
|
||
"L 212.020302 167.311054 \n",
|
||
"L 220.942184 153.045498 \n",
|
||
"L 238.785948 124.288946 \n",
|
||
"L 245.923454 113.325645 \n",
|
||
"L 251.276583 105.488776 \n",
|
||
"L 256.629712 98.052936 \n",
|
||
"L 261.982842 91.065677 \n",
|
||
"L 267.335971 84.559498 \n",
|
||
"L 272.6891 78.55248 \n",
|
||
"L 276.257853 74.828075 \n",
|
||
"L 279.826606 71.326604 \n",
|
||
"L 283.395359 68.044738 \n",
|
||
"L 286.964112 64.97748 \n",
|
||
"L 290.532865 62.118438 \n",
|
||
"L 294.101617 59.460103 \n",
|
||
"L 297.67037 56.994098 \n",
|
||
"L 301.239123 54.711416 \n",
|
||
"L 306.592252 51.610419 \n",
|
||
"L 311.945382 48.867937 \n",
|
||
"L 317.298511 46.451207 \n",
|
||
"L 322.65164 44.328257 \n",
|
||
"L 328.00477 42.468548 \n",
|
||
"L 333.357899 40.843398 \n",
|
||
"L 338.711028 39.42624 \n",
|
||
"L 345.848534 37.818516 \n",
|
||
"L 352.98604 36.48612 \n",
|
||
"L 360.123545 35.384473 \n",
|
||
"L 369.045427 34.274255 \n",
|
||
"L 377.96731 33.403129 \n",
|
||
"L 388.673568 32.603446 \n",
|
||
"L 401.164203 31.925164 \n",
|
||
"L 402.94858 31.846049 \n",
|
||
"L 402.94858 31.846049 \n",
|
||
"\" clip-path=\"url(#pb1a53d966d)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 2; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_3\">\n",
|
||
" <path d=\"M 30.103125 284.4 \n",
|
||
"L 30.103125 7.2 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_4\">\n",
|
||
" <path d=\"M 420.703125 284.4 \n",
|
||
"L 420.703125 7.2 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_5\">\n",
|
||
" <path d=\"M 30.103125 284.4 \n",
|
||
"L 420.703125 284.4 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_6\">\n",
|
||
" <path d=\"M 30.103125 7.2 \n",
|
||
"L 420.703125 7.2 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <defs>\n",
|
||
" <clipPath id=\"pb1a53d966d\">\n",
|
||
" <rect x=\"30.103125\" y=\"7.2\" width=\"390.6\" height=\"277.2\"/>\n",
|
||
" </clipPath>\n",
|
||
" </defs>\n",
|
||
"</svg>\n"
|
||
],
|
||
"text/plain": [
|
||
"<Figure size 700x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plot_logistic()\n"
|
||
]
|
||
},
|
||
{
|
||
"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": 157,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "skip"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def h(theta, X):\n",
|
||
" \"\"\"Funkcja regresji logistcznej\"\"\"\n",
|
||
" return 1.0 / (1.0 + np.exp(-X * theta))\n"
|
||
]
|
||
},
|
||
{
|
||
"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": 158,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def J(h, theta, X, y):\n",
|
||
" \"\"\"Funkcja kosztu dla regresji logistycznej\"\"\"\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\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 159,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "fragment"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def dJ(h, theta, X, y):\n",
|
||
" \"\"\"Gradient dla regresji logistycznej\"\"\"\n",
|
||
" return 1.0 / len(y) * (X.T * (h(theta, X) - y))\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 160,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def GD(h, fJ, fdJ, theta, X, y, alpha=0.01, eps=10**-3, max_steps=10000):\n",
|
||
" \"\"\"Metoda gradientu prostego dla regresji logistycznej\"\"\"\n",
|
||
" curr_cost = fJ(h, theta, X, y)\n",
|
||
" history = [[curr_cost, theta]]\n",
|
||
" while True:\n",
|
||
" # oblicz nowe theta\n",
|
||
" theta = theta - alpha * fdJ(h, theta, X, y)\n",
|
||
" # raportuj poziom błędu\n",
|
||
" prev_cost = curr_cost\n",
|
||
" curr_cost = fJ(h, theta, X, y)\n",
|
||
" # kryteria stopu\n",
|
||
" if abs(prev_cost - curr_cost) <= eps:\n",
|
||
" break\n",
|
||
" if len(history) > max_steps:\n",
|
||
" break\n",
|
||
" history.append([curr_cost, theta])\n",
|
||
" return theta, history\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 161,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Koszt: [[0.05755617]]\n",
|
||
"theta = [[ 5.02530461]\n",
|
||
" [-1.99174803]]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Uruchomienie metody gradientu prostego dla regresji logistycznej\n",
|
||
"theta_best, history = GD(\n",
|
||
" h, J, dJ, theta_start, X, y, alpha=0.1, eps=10**-7, max_steps=1000\n",
|
||
")\n",
|
||
"print(f\"Koszt: {history[-1][0]}\")\n",
|
||
"print(f\"theta = {theta_best}\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 162,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "notes"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def scalar_logistic_regression_function(theta, x):\n",
|
||
" \"\"\"Funkcja regresji logistycznej (wersja skalarna)\"\"\"\n",
|
||
" return 1.0 / (1.0 + np.exp(-(theta.item(0) + theta.item(1) * x)))\n",
|
||
"\n",
|
||
"\n",
|
||
"def threshold_val(fig, x_thr):\n",
|
||
" \"\"\"Rysowanie progu\"\"\"\n",
|
||
" ax = fig.axes[0]\n",
|
||
" ax.plot(\n",
|
||
" [x_thr, x_thr],\n",
|
||
" [-1, 2],\n",
|
||
" color=\"orange\",\n",
|
||
" linestyle=\"dashed\",\n",
|
||
" label=\"próg: $x={:.2F}$\".format(x_thr),\n",
|
||
" )\n",
|
||
"\n",
|
||
"\n",
|
||
"def logistic_regline(fig, theta, X):\n",
|
||
" \"\"\"Wykres krzywej regresji logistycznej\"\"\"\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\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 163,
|
||
"metadata": {
|
||
"scrolled": true,
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/svg+xml": [
|
||
"<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
|
||
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
|
||
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
|
||
"<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"612.320937pt\" height=\"359.595469pt\" viewBox=\"0 0 612.320937 359.595469\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
|
||
" <metadata>\n",
|
||
" <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
|
||
" <cc:Work>\n",
|
||
" <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
|
||
" <dc:date>2022-11-03T15:23:36.128355</dc:date>\n",
|
||
" <dc:format>image/svg+xml</dc:format>\n",
|
||
" <dc:creator>\n",
|
||
" <cc:Agent>\n",
|
||
" <dc:title>Matplotlib v3.6.1, https://matplotlib.org/</dc:title>\n",
|
||
" </cc:Agent>\n",
|
||
" </dc:creator>\n",
|
||
" </cc:Work>\n",
|
||
" </rdf:RDF>\n",
|
||
" </metadata>\n",
|
||
" <defs>\n",
|
||
" <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
|
||
" </defs>\n",
|
||
" <g id=\"figure_1\">\n",
|
||
" <g id=\"patch_1\">\n",
|
||
" <path d=\"M 0 359.595469 \n",
|
||
"L 612.320937 359.595469 \n",
|
||
"L 612.320937 0 \n",
|
||
"L 0 0 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"axes_1\">\n",
|
||
" <g id=\"patch_2\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 605.120937 322.039219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"L 52.160938 10.999219 \n",
|
||
"z\n",
|
||
"\" style=\"fill: #ffffff\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"PathCollection_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m5ac1b2fb92\" d=\"M 0 3.535534 \n",
|
||
"C 0.937635 3.535534 1.836992 3.163008 2.5 2.5 \n",
|
||
"C 3.163008 1.836992 3.535534 0.937635 3.535534 0 \n",
|
||
"C 3.535534 -0.937635 3.163008 -1.836992 2.5 -2.5 \n",
|
||
"C 1.836992 -3.163008 0.937635 -3.535534 0 -3.535534 \n",
|
||
"C -0.937635 -3.535534 -1.836992 -3.163008 -2.5 -2.5 \n",
|
||
"C -3.163008 -1.836992 -3.535534 -0.937635 -3.535534 0 \n",
|
||
"C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \n",
|
||
"C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \n",
|
||
"z\n",
|
||
"\" style=\"stroke: #ff0000\"/>\n",
|
||
" </defs>\n",
|
||
" <g clip-path=\"url(#p1e70a97f54)\">\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"297.143216\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"297.143216\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"185.151317\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"521.127013\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"136.154862\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"304.14271\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"311.142203\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"500.128532\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"185.151317\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"423.134102\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"423.134102\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"381.13714\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"353.139165\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"339.140178\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"283.144229\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"122.155874\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"388.136634\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"430.133596\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"353.139165\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"318.141697\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"479.130051\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"416.134608\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"493.129039\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"465.131064\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"409.135115\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"262.145748\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"472.130558\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"521.127013\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"416.134608\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"360.138659\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"367.138153\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"171.15233\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"444.132583\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"283.144229\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"402.135621\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"535.126001\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"346.139672\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"514.12752\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"164.152836\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"395.136127\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"143.154355\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"465.131064\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"472.130558\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"325.141191\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"332.140684\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"157.153343\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"374.137646\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"129.155368\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"437.133089\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"136.154862\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"150.153849\" y=\"114.679219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"458.13157\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"430.133596\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" <use xlink:href=\"#m5ac1b2fb92\" x=\"451.132077\" y=\"218.359219\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_1\">\n",
|
||
" <g id=\"xtick_1\">\n",
|
||
" <g id=\"line2d_1\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m2c5e7385b4\" d=\"M 0 0 \n",
|
||
"L 0 3.5 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2c5e7385b4\" x=\"52.160938\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_1\">\n",
|
||
" <!-- 0 -->\n",
|
||
" <g transform=\"translate(48.979688 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
|
||
"Q 1547 4250 1301 3770 \n",
|
||
"Q 1056 3291 1056 2328 \n",
|
||
"Q 1056 1369 1301 889 \n",
|
||
"Q 1547 409 2034 409 \n",
|
||
"Q 2525 409 2770 889 \n",
|
||
"Q 3016 1369 3016 2328 \n",
|
||
"Q 3016 3291 2770 3770 \n",
|
||
"Q 2525 4250 2034 4250 \n",
|
||
"z\n",
|
||
"M 2034 4750 \n",
|
||
"Q 2819 4750 3233 4129 \n",
|
||
"Q 3647 3509 3647 2328 \n",
|
||
"Q 3647 1150 3233 529 \n",
|
||
"Q 2819 -91 2034 -91 \n",
|
||
"Q 1250 -91 836 529 \n",
|
||
"Q 422 1150 422 2328 \n",
|
||
"Q 422 3509 836 4129 \n",
|
||
"Q 1250 4750 2034 4750 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_2\">\n",
|
||
" <g id=\"line2d_2\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2c5e7385b4\" x=\"122.155874\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_2\">\n",
|
||
" <!-- 1 -->\n",
|
||
" <g transform=\"translate(118.974624 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
|
||
"L 1825 531 \n",
|
||
"L 1825 4091 \n",
|
||
"L 703 3866 \n",
|
||
"L 703 4441 \n",
|
||
"L 1819 4666 \n",
|
||
"L 2450 4666 \n",
|
||
"L 2450 531 \n",
|
||
"L 3481 531 \n",
|
||
"L 3481 0 \n",
|
||
"L 794 0 \n",
|
||
"L 794 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_3\">\n",
|
||
" <g id=\"line2d_3\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2c5e7385b4\" x=\"192.150811\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_3\">\n",
|
||
" <!-- 2 -->\n",
|
||
" <g transform=\"translate(188.969561 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
|
||
"L 3431 531 \n",
|
||
"L 3431 0 \n",
|
||
"L 469 0 \n",
|
||
"L 469 531 \n",
|
||
"Q 828 903 1448 1529 \n",
|
||
"Q 2069 2156 2228 2338 \n",
|
||
"Q 2531 2678 2651 2914 \n",
|
||
"Q 2772 3150 2772 3378 \n",
|
||
"Q 2772 3750 2511 3984 \n",
|
||
"Q 2250 4219 1831 4219 \n",
|
||
"Q 1534 4219 1204 4116 \n",
|
||
"Q 875 4013 500 3803 \n",
|
||
"L 500 4441 \n",
|
||
"Q 881 4594 1212 4672 \n",
|
||
"Q 1544 4750 1819 4750 \n",
|
||
"Q 2544 4750 2975 4387 \n",
|
||
"Q 3406 4025 3406 3419 \n",
|
||
"Q 3406 3131 3298 2873 \n",
|
||
"Q 3191 2616 2906 2266 \n",
|
||
"Q 2828 2175 2409 1742 \n",
|
||
"Q 1991 1309 1228 531 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_4\">\n",
|
||
" <g id=\"line2d_4\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2c5e7385b4\" x=\"262.145748\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_4\">\n",
|
||
" <!-- 3 -->\n",
|
||
" <g transform=\"translate(258.964498 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
|
||
"Q 3050 2419 3304 2112 \n",
|
||
"Q 3559 1806 3559 1356 \n",
|
||
"Q 3559 666 3084 287 \n",
|
||
"Q 2609 -91 1734 -91 \n",
|
||
"Q 1441 -91 1130 -33 \n",
|
||
"Q 819 25 488 141 \n",
|
||
"L 488 750 \n",
|
||
"Q 750 597 1062 519 \n",
|
||
"Q 1375 441 1716 441 \n",
|
||
"Q 2309 441 2620 675 \n",
|
||
"Q 2931 909 2931 1356 \n",
|
||
"Q 2931 1769 2642 2001 \n",
|
||
"Q 2353 2234 1838 2234 \n",
|
||
"L 1294 2234 \n",
|
||
"L 1294 2753 \n",
|
||
"L 1863 2753 \n",
|
||
"Q 2328 2753 2575 2939 \n",
|
||
"Q 2822 3125 2822 3475 \n",
|
||
"Q 2822 3834 2567 4026 \n",
|
||
"Q 2313 4219 1838 4219 \n",
|
||
"Q 1578 4219 1281 4162 \n",
|
||
"Q 984 4106 628 3988 \n",
|
||
"L 628 4550 \n",
|
||
"Q 988 4650 1302 4700 \n",
|
||
"Q 1616 4750 1894 4750 \n",
|
||
"Q 2613 4750 3031 4423 \n",
|
||
"Q 3450 4097 3450 3541 \n",
|
||
"Q 3450 3153 3228 2886 \n",
|
||
"Q 3006 2619 2597 2516 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-33\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_5\">\n",
|
||
" <g id=\"line2d_5\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2c5e7385b4\" x=\"332.140684\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_5\">\n",
|
||
" <!-- 4 -->\n",
|
||
" <g transform=\"translate(328.959434 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
|
||
"L 825 1625 \n",
|
||
"L 2419 1625 \n",
|
||
"L 2419 4116 \n",
|
||
"z\n",
|
||
"M 2253 4666 \n",
|
||
"L 3047 4666 \n",
|
||
"L 3047 1625 \n",
|
||
"L 3713 1625 \n",
|
||
"L 3713 1100 \n",
|
||
"L 3047 1100 \n",
|
||
"L 3047 0 \n",
|
||
"L 2419 0 \n",
|
||
"L 2419 1100 \n",
|
||
"L 313 1100 \n",
|
||
"L 313 1709 \n",
|
||
"L 2253 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-34\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_6\">\n",
|
||
" <g id=\"line2d_6\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2c5e7385b4\" x=\"402.135621\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_6\">\n",
|
||
" <!-- 5 -->\n",
|
||
" <g transform=\"translate(398.954371 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
|
||
"L 3169 4666 \n",
|
||
"L 3169 4134 \n",
|
||
"L 1269 4134 \n",
|
||
"L 1269 2991 \n",
|
||
"Q 1406 3038 1543 3061 \n",
|
||
"Q 1681 3084 1819 3084 \n",
|
||
"Q 2600 3084 3056 2656 \n",
|
||
"Q 3513 2228 3513 1497 \n",
|
||
"Q 3513 744 3044 326 \n",
|
||
"Q 2575 -91 1722 -91 \n",
|
||
"Q 1428 -91 1123 -41 \n",
|
||
"Q 819 9 494 109 \n",
|
||
"L 494 744 \n",
|
||
"Q 775 591 1075 516 \n",
|
||
"Q 1375 441 1709 441 \n",
|
||
"Q 2250 441 2565 725 \n",
|
||
"Q 2881 1009 2881 1497 \n",
|
||
"Q 2881 1984 2565 2268 \n",
|
||
"Q 2250 2553 1709 2553 \n",
|
||
"Q 1456 2553 1204 2497 \n",
|
||
"Q 953 2441 691 2322 \n",
|
||
"L 691 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_7\">\n",
|
||
" <g id=\"line2d_7\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2c5e7385b4\" x=\"472.130558\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_7\">\n",
|
||
" <!-- 6 -->\n",
|
||
" <g transform=\"translate(468.949308 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
|
||
"Q 1688 2584 1439 2293 \n",
|
||
"Q 1191 2003 1191 1497 \n",
|
||
"Q 1191 994 1439 701 \n",
|
||
"Q 1688 409 2113 409 \n",
|
||
"Q 2538 409 2786 701 \n",
|
||
"Q 3034 994 3034 1497 \n",
|
||
"Q 3034 2003 2786 2293 \n",
|
||
"Q 2538 2584 2113 2584 \n",
|
||
"z\n",
|
||
"M 3366 4563 \n",
|
||
"L 3366 3988 \n",
|
||
"Q 3128 4100 2886 4159 \n",
|
||
"Q 2644 4219 2406 4219 \n",
|
||
"Q 1781 4219 1451 3797 \n",
|
||
"Q 1122 3375 1075 2522 \n",
|
||
"Q 1259 2794 1537 2939 \n",
|
||
"Q 1816 3084 2150 3084 \n",
|
||
"Q 2853 3084 3261 2657 \n",
|
||
"Q 3669 2231 3669 1497 \n",
|
||
"Q 3669 778 3244 343 \n",
|
||
"Q 2819 -91 2113 -91 \n",
|
||
"Q 1303 -91 875 529 \n",
|
||
"Q 447 1150 447 2328 \n",
|
||
"Q 447 3434 972 4092 \n",
|
||
"Q 1497 4750 2381 4750 \n",
|
||
"Q 2619 4750 2861 4703 \n",
|
||
"Q 3103 4656 3366 4563 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-36\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"xtick_8\">\n",
|
||
" <g id=\"line2d_8\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m2c5e7385b4\" x=\"542.125494\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_8\">\n",
|
||
" <!-- 7 -->\n",
|
||
" <g transform=\"translate(538.944244 336.637656) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
|
||
"L 3525 4666 \n",
|
||
"L 3525 4397 \n",
|
||
"L 1831 0 \n",
|
||
"L 1172 0 \n",
|
||
"L 2766 4134 \n",
|
||
"L 525 4134 \n",
|
||
"L 525 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-37\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_9\">\n",
|
||
" <!-- x -->\n",
|
||
" <g transform=\"translate(325.681562 350.315781) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
|
||
"L 2247 1797 \n",
|
||
"L 3578 0 \n",
|
||
"L 2900 0 \n",
|
||
"L 1881 1375 \n",
|
||
"L 863 0 \n",
|
||
"L 184 0 \n",
|
||
"L 1544 1831 \n",
|
||
"L 300 3500 \n",
|
||
"L 978 3500 \n",
|
||
"L 1906 2253 \n",
|
||
"L 2834 3500 \n",
|
||
"L 3513 3500 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-78\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"matplotlib.axis_2\">\n",
|
||
" <g id=\"ytick_1\">\n",
|
||
" <g id=\"line2d_9\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"m01e7f1c04d\" d=\"M 0 0 \n",
|
||
"L -3.5 0 \n",
|
||
"\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </defs>\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"322.039219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_10\">\n",
|
||
" <!-- −1.0 -->\n",
|
||
" <g transform=\"translate(20.878125 325.838437) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
|
||
"L 4684 2272 \n",
|
||
"L 4684 1741 \n",
|
||
"L 678 1741 \n",
|
||
"L 678 2272 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
|
||
"L 1344 794 \n",
|
||
"L 1344 0 \n",
|
||
"L 684 0 \n",
|
||
"L 684 794 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_2\">\n",
|
||
" <g id=\"line2d_10\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"270.199219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_11\">\n",
|
||
" <!-- −0.5 -->\n",
|
||
" <g transform=\"translate(20.878125 273.998437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-2212\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"179.199219\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_3\">\n",
|
||
" <g id=\"line2d_11\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"218.359219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_12\">\n",
|
||
" <!-- 0.0 -->\n",
|
||
" <g transform=\"translate(29.257813 222.158437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_4\">\n",
|
||
" <g id=\"line2d_12\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"166.519219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_13\">\n",
|
||
" <!-- 0.5 -->\n",
|
||
" <g transform=\"translate(29.257813 170.318437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_5\">\n",
|
||
" <g id=\"line2d_13\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"114.679219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_14\">\n",
|
||
" <!-- 1.0 -->\n",
|
||
" <g transform=\"translate(29.257813 118.478437) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_6\">\n",
|
||
" <g id=\"line2d_14\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"62.839219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_15\">\n",
|
||
" <!-- 1.5 -->\n",
|
||
" <g transform=\"translate(29.257813 66.638438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-31\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-35\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"ytick_7\">\n",
|
||
" <g id=\"line2d_15\">\n",
|
||
" <g>\n",
|
||
" <use xlink:href=\"#m01e7f1c04d\" x=\"52.160938\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_16\">\n",
|
||
" <!-- 2.0 -->\n",
|
||
" <g transform=\"translate(29.257813 14.798438) scale(0.1 -0.1)\">\n",
|
||
" <use xlink:href=\"#DejaVuSans-32\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"text_17\">\n",
|
||
" <!-- Iris setosa? -->\n",
|
||
" <g transform=\"translate(14.798438 194.655937) rotate(-90) scale(0.1 -0.1)\">\n",
|
||
" <defs>\n",
|
||
" <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
|
||
"L 1259 4666 \n",
|
||
"L 1259 0 \n",
|
||
"L 628 0 \n",
|
||
"L 628 4666 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
|
||
"Q 2534 3019 2420 3045 \n",
|
||
"Q 2306 3072 2169 3072 \n",
|
||
"Q 1681 3072 1420 2755 \n",
|
||
"Q 1159 2438 1159 1844 \n",
|
||
"L 1159 0 \n",
|
||
"L 581 0 \n",
|
||
"L 581 3500 \n",
|
||
"L 1159 3500 \n",
|
||
"L 1159 2956 \n",
|
||
"Q 1341 3275 1631 3429 \n",
|
||
"Q 1922 3584 2338 3584 \n",
|
||
"Q 2397 3584 2469 3576 \n",
|
||
"Q 2541 3569 2628 3553 \n",
|
||
"L 2631 2963 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
|
||
"L 1178 3500 \n",
|
||
"L 1178 0 \n",
|
||
"L 603 0 \n",
|
||
"L 603 3500 \n",
|
||
"z\n",
|
||
"M 603 4863 \n",
|
||
"L 1178 4863 \n",
|
||
"L 1178 4134 \n",
|
||
"L 603 4134 \n",
|
||
"L 603 4863 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
|
||
"L 2834 2853 \n",
|
||
"Q 2591 2978 2328 3040 \n",
|
||
"Q 2066 3103 1784 3103 \n",
|
||
"Q 1356 3103 1142 2972 \n",
|
||
"Q 928 2841 928 2578 \n",
|
||
"Q 928 2378 1081 2264 \n",
|
||
"Q 1234 2150 1697 2047 \n",
|
||
"L 1894 2003 \n",
|
||
"Q 2506 1872 2764 1633 \n",
|
||
"Q 3022 1394 3022 966 \n",
|
||
"Q 3022 478 2636 193 \n",
|
||
"Q 2250 -91 1575 -91 \n",
|
||
"Q 1294 -91 989 -36 \n",
|
||
"Q 684 19 347 128 \n",
|
||
"L 347 722 \n",
|
||
"Q 666 556 975 473 \n",
|
||
"Q 1284 391 1588 391 \n",
|
||
"Q 1994 391 2212 530 \n",
|
||
"Q 2431 669 2431 922 \n",
|
||
"Q 2431 1156 2273 1281 \n",
|
||
"Q 2116 1406 1581 1522 \n",
|
||
"L 1381 1569 \n",
|
||
"Q 847 1681 609 1914 \n",
|
||
"Q 372 2147 372 2553 \n",
|
||
"Q 372 3047 722 3315 \n",
|
||
"Q 1072 3584 1716 3584 \n",
|
||
"Q 2034 3584 2315 3537 \n",
|
||
"Q 2597 3491 2834 3397 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
|
||
"L 3597 1613 \n",
|
||
"L 953 1613 \n",
|
||
"Q 991 1019 1311 708 \n",
|
||
"Q 1631 397 2203 397 \n",
|
||
"Q 2534 397 2845 478 \n",
|
||
"Q 3156 559 3463 722 \n",
|
||
"L 3463 178 \n",
|
||
"Q 3153 47 2828 -22 \n",
|
||
"Q 2503 -91 2169 -91 \n",
|
||
"Q 1331 -91 842 396 \n",
|
||
"Q 353 884 353 1716 \n",
|
||
"Q 353 2575 817 3079 \n",
|
||
"Q 1281 3584 2069 3584 \n",
|
||
"Q 2775 3584 3186 3129 \n",
|
||
"Q 3597 2675 3597 1894 \n",
|
||
"z\n",
|
||
"M 3022 2063 \n",
|
||
"Q 3016 2534 2758 2815 \n",
|
||
"Q 2500 3097 2075 3097 \n",
|
||
"Q 1594 3097 1305 2825 \n",
|
||
"Q 1016 2553 972 2059 \n",
|
||
"L 3022 2063 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
|
||
"L 1172 3500 \n",
|
||
"L 2356 3500 \n",
|
||
"L 2356 3053 \n",
|
||
"L 1172 3053 \n",
|
||
"L 1172 1153 \n",
|
||
"Q 1172 725 1289 603 \n",
|
||
"Q 1406 481 1766 481 \n",
|
||
"L 2356 481 \n",
|
||
"L 2356 0 \n",
|
||
"L 1766 0 \n",
|
||
"Q 1100 0 847 248 \n",
|
||
"Q 594 497 594 1153 \n",
|
||
"L 594 3053 \n",
|
||
"L 172 3053 \n",
|
||
"L 172 3500 \n",
|
||
"L 594 3500 \n",
|
||
"L 594 4494 \n",
|
||
"L 1172 4494 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
|
||
"Q 1497 3097 1228 2736 \n",
|
||
"Q 959 2375 959 1747 \n",
|
||
"Q 959 1119 1226 758 \n",
|
||
"Q 1494 397 1959 397 \n",
|
||
"Q 2419 397 2687 759 \n",
|
||
"Q 2956 1122 2956 1747 \n",
|
||
"Q 2956 2369 2687 2733 \n",
|
||
"Q 2419 3097 1959 3097 \n",
|
||
"z\n",
|
||
"M 1959 3584 \n",
|
||
"Q 2709 3584 3137 3096 \n",
|
||
"Q 3566 2609 3566 1747 \n",
|
||
"Q 3566 888 3137 398 \n",
|
||
"Q 2709 -91 1959 -91 \n",
|
||
"Q 1206 -91 779 398 \n",
|
||
"Q 353 888 353 1747 \n",
|
||
"Q 353 2609 779 3096 \n",
|
||
"Q 1206 3584 1959 3584 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
|
||
"Q 1497 1759 1228 1600 \n",
|
||
"Q 959 1441 959 1056 \n",
|
||
"Q 959 750 1161 570 \n",
|
||
"Q 1363 391 1709 391 \n",
|
||
"Q 2188 391 2477 730 \n",
|
||
"Q 2766 1069 2766 1631 \n",
|
||
"L 2766 1759 \n",
|
||
"L 2194 1759 \n",
|
||
"z\n",
|
||
"M 3341 1997 \n",
|
||
"L 3341 0 \n",
|
||
"L 2766 0 \n",
|
||
"L 2766 531 \n",
|
||
"Q 2569 213 2275 61 \n",
|
||
"Q 1981 -91 1556 -91 \n",
|
||
"Q 1019 -91 701 211 \n",
|
||
"Q 384 513 384 1019 \n",
|
||
"Q 384 1609 779 1909 \n",
|
||
"Q 1175 2209 1959 2209 \n",
|
||
"L 2766 2209 \n",
|
||
"L 2766 2266 \n",
|
||
"Q 2766 2663 2505 2880 \n",
|
||
"Q 2244 3097 1772 3097 \n",
|
||
"Q 1472 3097 1187 3025 \n",
|
||
"Q 903 2953 641 2809 \n",
|
||
"L 641 3341 \n",
|
||
"Q 956 3463 1253 3523 \n",
|
||
"Q 1550 3584 1831 3584 \n",
|
||
"Q 2591 3584 2966 3190 \n",
|
||
"Q 3341 2797 3341 1997 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" <path id=\"DejaVuSans-3f\" d=\"M 1222 794 \n",
|
||
"L 1856 794 \n",
|
||
"L 1856 0 \n",
|
||
"L 1222 0 \n",
|
||
"L 1222 794 \n",
|
||
"z\n",
|
||
"M 1838 1253 \n",
|
||
"L 1241 1253 \n",
|
||
"L 1241 1734 \n",
|
||
"Q 1241 2050 1328 2253 \n",
|
||
"Q 1416 2456 1697 2725 \n",
|
||
"L 1978 3003 \n",
|
||
"Q 2156 3169 2236 3316 \n",
|
||
"Q 2316 3463 2316 3616 \n",
|
||
"Q 2316 3894 2111 4066 \n",
|
||
"Q 1906 4238 1569 4238 \n",
|
||
"Q 1322 4238 1042 4128 \n",
|
||
"Q 763 4019 459 3809 \n",
|
||
"L 459 4397 \n",
|
||
"Q 753 4575 1054 4662 \n",
|
||
"Q 1356 4750 1678 4750 \n",
|
||
"Q 2253 4750 2601 4447 \n",
|
||
"Q 2950 4144 2950 3647 \n",
|
||
"Q 2950 3409 2837 3195 \n",
|
||
"Q 2725 2981 2444 2713 \n",
|
||
"L 2169 2444 \n",
|
||
"Q 2022 2297 1961 2214 \n",
|
||
"Q 1900 2131 1875 2053 \n",
|
||
"Q 1856 1988 1847 1894 \n",
|
||
"Q 1838 1800 1838 1638 \n",
|
||
"L 1838 1253 \n",
|
||
"z\n",
|
||
"\" transform=\"scale(0.015625)\"/>\n",
|
||
" </defs>\n",
|
||
" <use xlink:href=\"#DejaVuSans-49\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-72\" x=\"29.492188\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-69\" x=\"70.605469\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"98.388672\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-20\" x=\"150.488281\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"182.275391\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-65\" x=\"234.375\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-74\" x=\"295.898438\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-6f\" x=\"335.107422\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-73\" x=\"396.289062\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-61\" x=\"448.388672\"/>\n",
|
||
" <use xlink:href=\"#DejaVuSans-3f\" x=\"509.667969\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_16\">\n",
|
||
" <path d=\"M 52.160938 115.355908 \n",
|
||
"L 59.160431 115.503861 \n",
|
||
"L 66.159925 115.683847 \n",
|
||
"L 73.159419 115.902649 \n",
|
||
"L 80.158912 116.168415 \n",
|
||
"L 87.158406 116.490891 \n",
|
||
"L 94.1579 116.881693 \n",
|
||
"L 101.157393 117.354583 \n",
|
||
"L 108.156887 117.925757 \n",
|
||
"L 115.156381 118.614123 \n",
|
||
"L 122.155874 119.441523 \n",
|
||
"L 129.155368 120.432866 \n",
|
||
"L 136.154862 121.6161 \n",
|
||
"L 143.154355 123.021934 \n",
|
||
"L 150.153849 124.683215 \n",
|
||
"L 157.153343 126.633825 \n",
|
||
"L 164.152836 128.907005 \n",
|
||
"L 171.15233 131.533009 \n",
|
||
"L 178.151824 134.536101 \n",
|
||
"L 185.151317 137.931 \n",
|
||
"L 192.150811 141.719085 \n",
|
||
"L 199.150305 145.884864 \n",
|
||
"L 206.149798 150.393356 \n",
|
||
"L 213.149292 155.189132 \n",
|
||
"L 220.148786 160.197602 \n",
|
||
"L 227.148279 165.328805 \n",
|
||
"L 234.147773 170.483452 \n",
|
||
"L 241.147267 175.560437 \n",
|
||
"L 248.14676 180.464632 \n",
|
||
"L 255.146254 185.113739 \n",
|
||
"L 262.145748 189.443178 \n",
|
||
"L 269.145241 193.408533 \n",
|
||
"L 276.144735 196.985563 \n",
|
||
"L 283.144229 200.168266 \n",
|
||
"L 290.143722 202.965677 \n",
|
||
"L 297.143216 205.398123 \n",
|
||
"L 304.14271 207.493505 \n",
|
||
"L 311.142203 209.284021 \n",
|
||
"L 318.141697 210.803505 \n",
|
||
"L 325.141191 212.085449 \n",
|
||
"L 332.140684 213.161652 \n",
|
||
"L 339.140178 214.061388 \n",
|
||
"L 346.139672 214.810985 \n",
|
||
"L 353.139165 215.433692 \n",
|
||
"L 360.138659 215.949744 \n",
|
||
"L 367.138153 216.376558 \n",
|
||
"L 374.137646 216.728984 \n",
|
||
"L 381.13714 217.019589 \n",
|
||
"L 388.136634 217.25895 \n",
|
||
"L 395.136127 217.45592 \n",
|
||
"L 402.135621 217.617883 \n",
|
||
"L 409.135115 217.750978 \n",
|
||
"L 416.134608 217.860294 \n",
|
||
"L 423.134102 217.950041 \n",
|
||
"L 430.133596 218.023696 \n",
|
||
"L 437.133089 218.084129 \n",
|
||
"L 444.132583 218.1337 \n",
|
||
"L 451.132077 218.174355 \n",
|
||
"L 458.13157 218.207691 \n",
|
||
"L 465.131064 218.235023 \n",
|
||
"L 472.130558 218.25743 \n",
|
||
"L 479.130051 218.275798 \n",
|
||
"L 486.129545 218.290853 \n",
|
||
"L 493.129039 218.303193 \n",
|
||
"L 500.128532 218.313306 \n",
|
||
"L 507.128026 218.321595 \n",
|
||
"L 514.12752 218.328387 \n",
|
||
"L 521.127013 218.333954 \n",
|
||
"L 528.126507 218.338516 \n",
|
||
"L 535.126001 218.342254 \n",
|
||
"L 542.125494 218.345317 \n",
|
||
"L 549.124988 218.347827 \n",
|
||
"L 556.124482 218.349884 \n",
|
||
"L 563.123975 218.35157 \n",
|
||
"L 570.123469 218.352951 \n",
|
||
"L 577.122963 218.354083 \n",
|
||
"L 584.122456 218.355011 \n",
|
||
"L 591.12195 218.35577 \n",
|
||
"L 598.121444 218.356393 \n",
|
||
"\" clip-path=\"url(#p1e70a97f54)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 2; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"line2d_17\">\n",
|
||
" <path d=\"M 227.148279 322.039219 \n",
|
||
"L 227.148279 10.999219 \n",
|
||
"\" clip-path=\"url(#p1e70a97f54)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ffa500; stroke-width: 1.5\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_3\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 52.160938 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_4\">\n",
|
||
" <path d=\"M 605.120937 322.039219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_5\">\n",
|
||
" <path d=\"M 52.160938 322.039219 \n",
|
||
"L 605.120937 322.039219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" <g id=\"patch_6\">\n",
|
||
" <path d=\"M 52.160938 10.999219 \n",
|
||
"L 605.120937 10.999219 \n",
|
||
"\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" </g>\n",
|
||
" <defs>\n",
|
||
" <clipPath id=\"p1e70a97f54\">\n",
|
||
" <rect x=\"52.160938\" y=\"10.999219\" width=\"552.96\" height=\"311.04\"/>\n",
|
||
" </clipPath>\n",
|
||
" </defs>\n",
|
||
"</svg>\n"
|
||
],
|
||
"text/plain": [
|
||
"<Figure size 960x540 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = regdots(X, y, xlabel=\"x\", ylabel=\"Iris setosa?\")\n",
|
||
"logistic_regline(fig, theta_best, X)\n",
|
||
"threshold_val(fig, 2.5)\n"
|
||
]
|
||
},
|
||
{
|
||
"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*:\n",
|
||
"* długość płatków (`pl`, *petal length*)\n",
|
||
"* szerokość płatków (`pw`, *petal width*)\n",
|
||
"* długość działek kielicha (`sl`, *sepal length*)\n",
|
||
"* szerokość działek kielicha (`sw`, *sepal width*)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 164,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" pl pw sl sw 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",
|
||
"for feature in [\"pl\", \"pw\", \"sl\", \"sw\"]:\n",
|
||
" data_iris_setosa_multi[feature] = data_iris[feature]\n",
|
||
"data_iris_setosa_multi[\"Iris setosa?\"] = data_iris[\"Gatunek\"].apply(\n",
|
||
" lambda x: 1 if x == \"Iris-setosa\" else 0\n",
|
||
")\n",
|
||
"print(data_iris_setosa_multi[:6])\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 165,
|
||
"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",
|
||
"X = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n",
|
||
"y = np.matrix(data_iris_setosa_multi.values[:, n]).reshape(m, 1)\n",
|
||
"\n",
|
||
"print(X[:6])\n",
|
||
"print(y[:6])\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 166,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"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\n",
|
||
"theta_start = np.ones(5).reshape(5, 1)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 167,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Koszt: [[0.006797]]\n",
|
||
"theta = [[ 1.11414027]\n",
|
||
" [-2.89324615]\n",
|
||
" [-0.66543637]\n",
|
||
" [ 0.14887292]\n",
|
||
" [ 2.13284493]]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"theta_best, history = GD(\n",
|
||
" h, J, dJ, theta_start, XTrain, yTrain, alpha=0.1, eps=10**-7, max_steps=1000\n",
|
||
")\n",
|
||
"print(f\"Koszt: {history[-1][0]}\")\n",
|
||
"print(f\"theta = {theta_best}\")\n"
|
||
]
|
||
},
|
||
{
|
||
"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",
|
||
"$$ c(x) := \\left\\{ \n",
|
||
"\\begin{array}{ll}\n",
|
||
"1, & \\mbox{gdy } P(y=1 \\, | \\, x; \\theta) > 0.5 \\\\\n",
|
||
"0 & \\mbox{w przeciwnym przypadku}\n",
|
||
"\\end{array}\\right.\n",
|
||
"$$\n",
|
||
"\n",
|
||
"$$ P(y=1 \\,| \\, x; \\theta) = h_\\theta(x) $$"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 168,
|
||
"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) = 1.606143695982487e-05\n",
|
||
"c(x0) = (0, 1.606143695982487e-05)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"def classifyBi(theta, X):\n",
|
||
" \"\"\"Funkcja decyzyjna regresji logistycznej\"\"\"\n",
|
||
" prob = h(theta, X).item()\n",
|
||
" return (1, prob) if prob > 0.5 else (0, prob)\n",
|
||
"\n",
|
||
"\n",
|
||
"print(f\"theta = {theta_best}\")\n",
|
||
"print(f\"x0 = {XTest[0]}\")\n",
|
||
"print(f\"h(x0) = {h(theta_best, XTest[0]).item()}\")\n",
|
||
"print(f\"c(x0) = {classifyBi(theta_best, 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": 169,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "notes"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0 <=> 0 -- prob: 0.0000\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": [
|
||
"correct = 0\n",
|
||
"for i, rest in enumerate(yTest):\n",
|
||
" cls, prob = classifyBi(theta_best, XTest[i])\n",
|
||
" if i < 10:\n",
|
||
" print(f\"{yTest[i].item():1.0f} <=> {cls} -- prob: {prob:6.4f}\")\n",
|
||
" correct += cls == yTest[i].item()\n",
|
||
"accuracy = correct / len(XTest)\n",
|
||
"\n",
|
||
"print(f\"\\nAccuracy: {accuracy}\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "slide"
|
||
}
|
||
},
|
||
"source": [
|
||
"## 4.2. 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": 170,
|
||
"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": 170,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas\n",
|
||
"\n",
|
||
"data_iris = pandas.read_csv(\"iris.csv\")\n",
|
||
"data_iris[:6]\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 171,
|
||
"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])\n"
|
||
]
|
||
},
|
||
{
|
||
"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": 172,
|
||
"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] = 1.0\n",
|
||
" return yBi\n",
|
||
"\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",
|
||
"\n",
|
||
"# Macierz jednostkowa\n",
|
||
"Y = indicatorMatrix(y)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 173,
|
||
"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",
|
||
"theta_start = np.ones(5).reshape(5, 1)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"source": [
|
||
"Regresja logistyczna jest metodą rozwiązywania problemów klasyfikacji **dwuklasowej**."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "fragment"
|
||
}
|
||
},
|
||
"source": [
|
||
"Aby znaleźć rozwiązanie problemu klasyfikacji **wieloklasowej** metodą regresji logistycznej, trzeba przekształcić problem na zbiór problemów klasyfikacji dwuklasowej."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "fragment"
|
||
}
|
||
},
|
||
"source": [
|
||
"Alternatywnie, można użyć **wielomianowej regresji logistycznej** (zob. https://machinelearningmastery.com/multinomial-logistic-regression-with-python)."
|
||
]
|
||
},
|
||
{
|
||
"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": 174,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def softmax(X):\n",
|
||
" \"\"\"Funkcja softmax (wersja macierzowa)\"\"\"\n",
|
||
" return np.exp(X) / np.sum(np.exp(X))\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"source": [
|
||
"Wartości funkcji $\\mathrm{softmax}$ sumują się do 1:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 175,
|
||
"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))\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 176,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def multiple_binary_classifiers(X, Y):\n",
|
||
" n = X.shape[1]\n",
|
||
" thetas = []\n",
|
||
" # Dla każdej klasy wytrenujmy osobny klasyfikator dwuklasowy.\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",
|
||
" theta_best, history = GD(h, J, dJ, theta, X, YBi, alpha=0.1, eps=10**-4)\n",
|
||
" thetas.append(theta_best)\n",
|
||
" return thetas\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 177,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Otrzymana macierz parametrów theta dla klasy 0:\n",
|
||
" [[ 0.30877778]\n",
|
||
" [-0.16504776]\n",
|
||
" [ 1.92701194]\n",
|
||
" [-1.83418434]\n",
|
||
" [-0.50458444]] \n",
|
||
"\n",
|
||
"Otrzymana macierz parametrów theta dla klasy 1:\n",
|
||
" [[ 0.93723385]\n",
|
||
" [-0.13501701]\n",
|
||
" [-0.8448612 ]\n",
|
||
" [ 0.77823106]\n",
|
||
" [-0.95577092]] \n",
|
||
"\n",
|
||
"Otrzymana macierz parametrów theta dla klasy 2:\n",
|
||
" [[-0.72237014]\n",
|
||
" [-1.56606505]\n",
|
||
" [-1.71063165]\n",
|
||
" [ 2.21207268]\n",
|
||
" [ 2.78489436]] \n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Macierze theta dla każdej klasy\n",
|
||
"thetas = multiple_binary_classifiers(XTrain, YTrain)\n",
|
||
"for c, theta in enumerate(thetas):\n",
|
||
" print(f\"Otrzymana macierz parametrów theta dla klasy {c}:\\n\", theta, \"\\n\")\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": 178,
|
||
"metadata": {
|
||
"slideshow": {
|
||
"slide_type": "subslide"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"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"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 179,
|
||
"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: [-7.77134959 0.68398021 1.83339097]\n",
|
||
"Otrzymane prawdopodobieństwa: [0. 0.241 0.759]\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: [ 2.57835094 -1.4426392 -9.43900726]\n",
|
||
"Otrzymane prawdopodobieństwa: [0.982 0.018 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: [-6.96334044 0.0284738 1.92618005]\n",
|
||
"Otrzymane prawdopodobieństwa: [0. 0.13 0.87]\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: [-5.14656032 -0.14535936 1.20033165]\n",
|
||
"Otrzymane prawdopodobieństwa: [0.001 0.206 0.792]\n",
|
||
"Wybrana klasa: 2\n",
|
||
"Obliczone y = 2\n",
|
||
"Oczekiwane y = 2\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"for i in range(4):\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()\n"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"celltoolbar": "Slideshow",
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.10.6"
|
||
},
|
||
"livereveal": {
|
||
"start_slideshow_at": "selected",
|
||
"theme": "white"
|
||
},
|
||
"vscode": {
|
||
"interpreter": {
|
||
"hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
|
||
}
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|