From 8f2e1e3803724cc6980417ed1c45f6328039032d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pawe=C5=82=20Sk=C3=B3rzewski?= Date: Wed, 17 Mar 2021 10:44:12 +0100 Subject: [PATCH] =?UTF-8?q?Wyk=C5=82ad=202=20i=20laboratoria=202=20-=20akt?= =?UTF-8?q?ualizacja?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...2_Wczytywanie_i_prezentowanie_danych.ipynb | 87 +- wyk/02_Regresja_liniowa.ipynb | 3681 +++++++++-------- 2 files changed, 1911 insertions(+), 1857 deletions(-) diff --git a/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb b/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb index fbf0bc5..6b885da 100644 --- a/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb +++ b/lab/02_Wczytywanie_i_prezentowanie_danych.ipynb @@ -9,7 +9,7 @@ }, "source": [ "## Uczenie maszynowe 2019/2020 – laboratoria\n", - "### 9/10 marca 2020\n", + "### 17 marca 2021\n", "# 2. Wczytywanie i prezentowanie danych" ] }, @@ -320,12 +320,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -345,7 +345,7 @@ "# 'o' – kółko\n", "# Zobacz też: https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot\n", "\n", - "plt.plot([1,2,3,4], [1,4,9,16], 'ro')\n", + "plt.plot([1,2,3,4], [1,4,9,16], 'gx') # \"gx\" to kolor i kształt znaczników - tu: zielone (Green) krzyżyki (x)\n", "plt.axis([0, 5, 0, 20]) # opis osi wykresu\n", "\n", "plt.show() # pokaż wykres" @@ -353,12 +353,50 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Wykres danych wczytanych z pliku\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "# Wczytanie danych\n", + "data = pd.read_csv('data1.tsv', sep='\\t')\n", + "data_array = data.to_numpy()\n", + "\n", + "# Wybór kolumn do przedstawienia na wykresie\n", + "x = data_array[:, 0]\n", + "y = data_array[:, 5]\n", + "\n", + "plt.plot(x, y, 'ro') # \"ro\" - czerwone (Red) kółka (o)\n", + "plt.axis([0, 600000, 0, 100]) # opis osi wykresu\n", + "\n", + "plt.show() # pokaż wykres" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", "text/plain": [ "
" ] @@ -381,9 +419,15 @@ "ax.set_ylabel('volts') # opis osi y\n", "ax.set_title('a sine wave') # tytuł wykresu\n", "\n", - "t = np.arange(0.0, 1.0, 0.01)\n", - "s = np.sin(2*np.pi*t)\n", - "line = ax.plot(t, s, color='red', lw=2)\n", + "x = np.arange(-10.0, 10.0, 0.01) # \n", + "\n", + "# zdefiniowanie wartości y w zależności od x\n", + "y = 2 * x**2 + 5 * x - 10\n", + "# spróbuj też inne funkcje:\n", + "# y = np.sin(2*np.pi*x)\n", + "# y = np.sqrt(x)\n", + "\n", + "line = ax.plot(x, y, color='blue', lw=2) # \"lw\" oznacza grubość linii (Line Width)\n", "\n", "plt.show() # pokaż wykres" ] @@ -397,12 +441,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -414,6 +458,8 @@ } ], "source": [ + "# Umieszczanie kilku układów współrzędnych i kilku wykresów na jednym rysunku\n", + "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", @@ -512,12 +558,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -540,8 +586,13 @@ "X = np.arange(-5, 5, 0.25)\n", "Y = np.arange(-5, 5, 0.25)\n", "X, Y = np.meshgrid(X, Y) # wygenerowanie tablicy danych wejściowych dla wykresu trójwymiarowego\n", - "R = np.sqrt(X**2 + Y**2)\n", - "Z = np.sin(R) # obliczenie wartości rzędnych\n", + "\n", + "# obliczenie wartości rzędnych\n", + "Z = np.sqrt(X**2 + Y**2) \n", + "# Spróbuj też innych funkcji\n", + "# Z = np.sin(np.sqrt(X**2 + Y**2)) \n", + "# Z = np.cos(X + Y) \n", + "# Z = X**2 * Y\n", "\n", "surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.jet,\n", " linewidth=0, antialiased=True)\n", @@ -749,7 +800,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Zadanie 2.2 (2 punkty)\n", + "### Zadanie 2.2A (2 punkty)\n", "\n", "Wygeneruj wykres funkcji $y = f(x) = (a - 4) \\, x^2 + (b - 5) \\, x + (c - 6)$, gdzie $a, b, c$ to trzy ostatnie cyfry Twojego numeru indeksu. Pamiętaj o opisaniu osi wykresu ($x$ oraz $y$)." ] @@ -765,7 +816,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Zadanie 2.2a (1 punkt)\n", + "### Zadanie 2.2B (1 punkt)\n", "\n", "Na wykresie z zadania 2.2 przedstaw dodatkowo wykres funkcji $y = g(x) = \\frac{e^x}{e^x + 1}$. Linie przestawiające funkcje $y = f(x)$ i $y = g(x)$ powinny znaleźć się na tym samym wykresie, ale powinny różnić się kolorami. " ] @@ -774,7 +825,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Zadanie 2.3 (1 punkt)\n", + "### Zadanie 2.3 (2 punkty)\n", "\n", "Stwórz trójwymiarowy (pownierzchniowy) wykres funkcji $f(x,y) = -(x^2 + y^3)$.\n", "\n", diff --git a/wyk/02_Regresja_liniowa.ipynb b/wyk/02_Regresja_liniowa.ipynb index 40f4ca7..9eafac7 100644 --- a/wyk/02_Regresja_liniowa.ipynb +++ b/wyk/02_Regresja_liniowa.ipynb @@ -9,7 +9,7 @@ }, "source": [ "## Uczenie maszynowe UMZ 2020/2021\n", - "### 10 marca 2021\n", + "### 10 i 17 marca 2021\n", "# 2. Regresja liniowa" ] }, @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 48, "metadata": { "slideshow": { "slide_type": "notes" @@ -73,7 +73,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 49, "metadata": { "slideshow": { "slide_type": "fragment" @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 50, "metadata": { "slideshow": { "slide_type": "fragment" @@ -268,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 51, "metadata": { "slideshow": { "slide_type": "skip" @@ -318,89 +318,89 @@ "C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n", "C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n", "z\r\n", - "\" id=\"m2be6e2bea7\" style=\"stroke:#ff0000;\"/>\r\n", + "\" id=\"m0c31e60a2b\" style=\"stroke:#ff0000;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -409,10 +409,10 @@ " \r\n", " \r\n", + "\" id=\"m253206481a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -480,7 +480,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -506,7 +506,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -537,7 +537,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -579,7 +579,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -595,7 +595,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -611,7 +611,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -627,7 +627,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1058,10 +1058,10 @@ " \r\n", " \r\n", + "\" id=\"m9c16eb9a19\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1074,7 +1074,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1087,7 +1087,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1101,7 +1101,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1115,7 +1115,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1129,7 +1129,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1349,7 +1349,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1385,7 +1385,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -1443,7 +1443,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 52, "metadata": { "slideshow": { "slide_type": "notes" @@ -1459,7 +1459,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 53, "metadata": { "slideshow": { "slide_type": "notes" @@ -1480,7 +1480,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 54, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1490,7 +1490,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "04880a38cb6f48b1a5363922553fdafc", + "model_id": "a351866ebbb34b099eade2549da1f5d0", "version_major": 2, "version_minor": 0 }, @@ -1507,7 +1507,7 @@ "" ] }, - "execution_count": 7, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -1634,7 +1634,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 55, "metadata": { "slideshow": { "slide_type": "fragment" @@ -1650,7 +1650,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 56, "metadata": { "slideshow": { "slide_type": "notes" @@ -1696,7 +1696,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 57, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1706,7 +1706,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "476b5a95cdc54843894186b3915ca25e", + "model_id": "55119e223ecc4a22b89b532de485a76c", "version_major": 2, "version_minor": 0 }, @@ -1723,7 +1723,7 @@ "" ] }, - "execution_count": 10, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -1758,7 +1758,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 58, "metadata": { "slideshow": { "slide_type": "notes" @@ -1793,7 +1793,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 59, "metadata": { "slideshow": { "slide_type": "subslide" @@ -1803,7 +1803,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8623038824954f7ab82b6c04496c341a", + "model_id": "4b65a40539ad489796b42d92ce6560c9", "version_major": 2, "version_minor": 0 }, @@ -1820,7 +1820,7 @@ "" ] }, - "execution_count": 12, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" } @@ -1831,7 +1831,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 60, "metadata": { "slideshow": { "slide_type": "notes" @@ -1901,7 +1901,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 61, "metadata": { "slideshow": { "slide_type": "subslide" @@ -2788,12 +2788,12 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18627,7 +18627,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 62, "metadata": { "slideshow": { "slide_type": "notes" @@ -18674,7 +18674,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 63, "metadata": { "slideshow": { "slide_type": "subslide" @@ -18718,10 +18718,10 @@ "L 4.472136 -4.472136 \r\n", "M -4.472136 -4.472136 \r\n", "L 4.472136 4.472136 \r\n", - "\" id=\"mc6c9268e16\" style=\"stroke:#ff0000;stroke-width:1.5;\"/>\r\n", + "\" id=\"m781a0a6bf5\" style=\"stroke:#ff0000;stroke-width:1.5;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18730,10 +18730,10 @@ " \r\n", " \r\n", + "\" id=\"mf6d4a4a89b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18798,7 +18798,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18849,7 +18849,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18865,7 +18865,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18907,7 +18907,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18922,7 +18922,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18937,7 +18937,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18952,7 +18952,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -18967,7 +18967,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19020,10 +19020,10 @@ " \r\n", " \r\n", + "\" id=\"m05e24b23bd\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19037,7 +19037,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19050,7 +19050,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19063,7 +19063,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19076,7 +19076,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19123,7 +19123,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -19162,7 +19162,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", @@ -21449,7 +21449,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -21707,7 +21707,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -21779,7 +21779,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 64, "metadata": { "slideshow": { "slide_type": "subslide" @@ -22666,12 +22666,12 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", + "\" id=\"mb4b72b8f85\" style=\"stroke:#008000;stroke-width:1.3;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -38510,7 +38510,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 65, "metadata": { "slideshow": { "slide_type": "notes" @@ -38532,7 +38532,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 66, "metadata": { "slideshow": { "slide_type": "subslide" @@ -38542,7 +38542,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "bb9b632d09934251bb9e7539a203d71c", + "model_id": "24738f93348741a984d7ef10f6ffe62a", "version_major": 2, "version_minor": 0 }, @@ -38559,7 +38559,7 @@ "" ] }, - "execution_count": 19, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -38668,7 +38668,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 67, "metadata": { "slideshow": { "slide_type": "notes" @@ -38690,7 +38690,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 78, "metadata": { "slideshow": { "slide_type": "fragment" @@ -38710,9 +38710,11 @@ " for i in range(m))]\n", " theta = new_theta # jednoczesna aktualizacja - używamy zmiennej tymaczasowej\n", " try:\n", - " current_cost, prev_cost = cost_fun(h, theta, x, y), current_cost\n", + " prev_cost = current_cost\n", + " current_cost = cost_fun(h, theta, x, y)\n", " except OverflowError:\n", - " break \n", + " print(\"Zbyt duża długość kroku!\")\n", + " break\n", " if abs(prev_cost - current_cost) <= eps:\n", " break \n", " log.append([current_cost, theta])\n", @@ -38721,7 +38723,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 79, "metadata": { "slideshow": { "slide_type": "subslide" @@ -38731,7 +38733,7 @@ { "data": { "text/latex": [ - "$\\displaystyle \\large\\textrm{Wynik:}\\quad \\theta = \\left[\\begin{array}{r}0.0525 \\\\ 0.8015 \\\\ \\end{array}\\right] \\quad J(\\theta) = 6.0273 \\quad \\textrm{po 3604 iteracjach}$" + "$\\displaystyle \\large\\textrm{Wynik:}\\quad \\theta = \\left[\\begin{array}{r}-3.0174 \\\\ 1.1330 \\\\ \\end{array}\\right] \\quad J(\\theta) = 4.7632 \\quad \\textrm{po 1020 iteracjach}$" ], "text/plain": [ "" @@ -38742,7 +38744,7 @@ } ], "source": [ - "best_theta, log = gradient_descent(h, J, [0.0, 0.0], x, y, alpha=0.00001, eps=0.0001)\n", + "best_theta, log = gradient_descent(h, J, [0.0, 0.0], x, y, alpha=0.01, eps=0.0001)\n", "\n", "display(Math(r'\\large\\textrm{Wynik:}\\quad \\theta = ' + \n", " LatexMatrix(np.matrix(best_theta).reshape(2,1)) + \n", @@ -38752,7 +38754,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 80, "metadata": { "slideshow": { "slide_type": "notes" @@ -38770,8 +38772,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 81, "metadata": { + "scrolled": true, "slideshow": { "slide_type": "subslide" } @@ -38780,7 +38783,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "48627a60ef0645e1a45d2d48042e724d", + "model_id": "ccc582eee62a475bb0b8753a49851ac9", "version_major": 2, "version_minor": 0 }, @@ -38797,7 +38800,7 @@ "" ] }, - "execution_count": 24, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -39066,7 +39069,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": { "slideshow": { "slide_type": "subslide" @@ -39234,7 +39237,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": { "slideshow": { "slide_type": "skip" @@ -39274,7 +39277,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": { "slideshow": { "slide_type": "notes" @@ -39348,7 +39351,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": { "slideshow": { "slide_type": "notes" @@ -39407,7 +39410,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": { "slideshow": { "slide_type": "notes" @@ -39465,7 +39468,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": { "slideshow": { "slide_type": "notes" @@ -39567,7 +39570,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": { "slideshow": { "slide_type": "subslide" @@ -39617,89 +39620,89 @@ "C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n", "C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n", "z\r\n", - "\" id=\"mee122764eb\" style=\"stroke:#ff0000;\"/>\r\n", + "\" id=\"mea1e36d310\" style=\"stroke:#ff0000;\"/>\r\n", " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -39708,10 +39711,10 @@ " \r\n", " \r\n", + "\" id=\"md906e63733\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -39779,7 +39782,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -39805,7 +39808,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -39836,7 +39839,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -39878,7 +39881,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -39894,7 +39897,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -39910,7 +39913,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -39926,7 +39929,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40125,10 +40128,10 @@ " \r\n", " \r\n", + "\" id=\"ma2019cde26\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40141,7 +40144,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40154,7 +40157,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40168,7 +40171,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40182,7 +40185,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40196,7 +40199,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40292,12 +40295,12 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", @@ -40537,7 +40540,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40614,7 +40617,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -40653,7 +40656,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": { "slideshow": { "slide_type": "subslide" @@ -40691,7 +40694,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": { "slideshow": { "slide_type": "notes" @@ -40723,7 +40726,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": { "slideshow": { "slide_type": "subslide" @@ -40733,7 +40736,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "139203fff6544647a2d9724ffc2b8384", + "model_id": "76bd447114a34128976f9c059d06ed5f", "version_major": 2, "version_minor": 0 }, @@ -40750,7 +40753,7 @@ "" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -40794,7 +40797,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": { "slideshow": { "slide_type": "fragment" @@ -40906,7 +40909,7 @@ "9 604836.00 4 40" ] }, - "execution_count": 39, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -40921,7 +40924,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": { "slideshow": { "slide_type": "notes" @@ -40941,7 +40944,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": { "slideshow": { "slide_type": "notes" @@ -40978,7 +40981,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": { "slideshow": { "slide_type": "fragment" @@ -41040,7 +41043,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": { "slideshow": { "slide_type": "notes" @@ -41066,7 +41069,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": { "slideshow": { "slide_type": "fragment" @@ -41110,10 +41113,10 @@ " \r\n", " \r\n", + "\" id=\"mb0aac0f424\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41174,7 +41177,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41227,7 +41230,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41245,7 +41248,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41289,7 +41292,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41302,7 +41305,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41319,7 +41322,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41336,7 +41339,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41353,7 +41356,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41408,10 +41411,10 @@ " \r\n", " \r\n", + "\" id=\"m715b2a3ebc\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41430,7 +41433,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41448,7 +41451,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41466,7 +41469,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41484,7 +41487,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41497,7 +41500,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41514,7 +41517,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41531,7 +41534,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41548,7 +41551,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -41574,7 +41577,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -44704,7 +44707,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": { "slideshow": { "slide_type": "subslide" @@ -44756,7 +44759,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": { "slideshow": { "slide_type": "subslide" @@ -44800,10 +44803,10 @@ " \r\n", " \r\n", + "\" id=\"me7644d073a\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -44864,7 +44867,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -44917,7 +44920,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -44935,7 +44938,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -44979,7 +44982,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -44992,7 +44995,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45009,7 +45012,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45026,7 +45029,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45043,7 +45046,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45098,10 +45101,10 @@ " \r\n", " \r\n", + "\" id=\"macf52a335b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45120,7 +45123,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45138,7 +45141,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45156,7 +45159,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45174,7 +45177,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45187,7 +45190,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45204,7 +45207,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45221,7 +45224,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45238,7 +45241,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -45262,7 +45265,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46550,7 +46553,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": { "slideshow": { "slide_type": "subslide" @@ -46602,7 +46605,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": { "slideshow": { "slide_type": "subslide" @@ -46646,10 +46649,10 @@ " \r\n", " \r\n", + "\" id=\"m6b59c1350f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46710,7 +46713,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46763,7 +46766,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46781,7 +46784,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46825,7 +46828,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46838,7 +46841,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46855,7 +46858,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46872,7 +46875,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46889,7 +46892,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46944,10 +46947,10 @@ " \r\n", " \r\n", + "\" id=\"mb15f6ff23b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46966,7 +46969,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -46984,7 +46987,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -47002,7 +47005,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -47020,7 +47023,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -47033,7 +47036,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -47050,7 +47053,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -47067,7 +47070,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -47084,7 +47087,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n", @@ -47108,7 +47111,7 @@ " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", - " \r\n", " \r\n", " \r\n", - " \r\n", + " \r\n", " \r\n", " \r\n", " \r\n",