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{
"cells": [
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"![logo.png](attachment:logo.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "PoZUv73C-M0K"
},
"source": [
"## Часто используемые графики библиотеки Matplotlib"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "PoZUv73C-M0K"
},
"source": [
"### Диаграмма\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 1, 2, 3, 4])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = np.arange(5)\n",
"x"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
},
"colab_type": "code",
"executionInfo": {
"elapsed": 717,
"status": "ok",
"timestamp": 1595149583223,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "JBxem1Th-M0L",
"outputId": "6379ca95-5585-41d7-a8b0-c50af16e6ab3"
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.arange(5)\n",
"height = [20, 23, 25, 24, 26] # list / список / массив\n",
"\n",
"plt.bar(x, height, align='edge', color=['b','r','r','b','y'], linewidth = 0.2) #(0.9, 0.2, 0.5)\n",
"plt.title('Продажи товара Х по месяцам')\n",
"plt.ylabel('млн руб.')\n",
"plt.xlabel('Месяц')\n",
"plt.xticks(x, ('Январь', 'Февраль', 'Март', 'Апрель', 'Май'))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "ZOukn5iP-M0O"
},
"source": [
"### Гистограмма\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.49671415, -0.1382643 , 0.64768854, 1.52302986, -0.23415337,\n",
" -0.23413696, 1.57921282, 0.76743473, -0.46947439, 0.54256004,\n",
" -0.46341769, -0.46572975, 0.24196227, -1.91328024, -1.72491783,\n",
" -0.56228753, -1.01283112, 0.31424733, -0.90802408, -1.4123037 ])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.random.seed(42)\n",
"x = np.random.normal(0, 1, 100000)\n",
"#x[0]=100000\n",
"x[:20]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 281
},
"colab_type": "code",
"executionInfo": {
"elapsed": 966,
"status": "ok",
"timestamp": 1595149783713,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "PQ3jRi6v-M0Q",
"outputId": "0290dd39-bedd-428f-b751-9ead916056ee"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(42)\n",
"x = np.random.normal(0, 1, 1000000)+10\n",
"\n",
"plt.hist(x, bins=100)\n",
"plt.title('Гистограмма распределения значений в массиве х')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Id8Vyc-a-M0T"
},
"source": [
"### Контурные графики\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "4w-DMM04rWTk"
},
"source": [
"Дополнительные [примеры](https://matplotlib.org/3.1.0/api/_as_gen/matplotlib.pyplot.contour.html) кода."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {},
"colab_type": "code",
"executionInfo": {
"elapsed": 615,
"status": "ok",
"timestamp": 1595149869963,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "2OHq1dCr-M0W"
},
"outputs": [],
"source": [
"def f(x,y):\n",
" return x**2 + y**2"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {},
"colab_type": "code",
"executionInfo": {
"elapsed": 625,
"status": "ok",
"timestamp": 1595149962906,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "5YGNKqG0-M0Z"
},
"outputs": [],
"source": [
"x = np.linspace(-10, 10, 1000)\n",
"y = np.linspace(-10, 10, 1000)\n",
"\n",
"X, Y = np.meshgrid(x, y)\n",
"Z = f(X, Y)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 324
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1502,
"status": "ok",
"timestamp": 1595149964878,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "inZENm08-M0b",
"outputId": "7d242f35-c269-453e-849e-c2a7fed29eed"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5,5))\n",
"plt.contour(X, Y, Z, 20)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 324
},
"colab_type": "code",
"executionInfo": {
"elapsed": 909,
"status": "ok",
"timestamp": 1595150080170,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "sZCIuoyl-M0f",
"outputId": "048a832a-f9a4-4276-9f48-4fa4c929f46e"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5,5))\n",
"plt.contourf(X, Y, Z,20)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 282
},
"colab_type": "code",
"executionInfo": {
"elapsed": 766,
"status": "ok",
"timestamp": 1595150145783,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "nYgg-K9nEZWu",
"outputId": "f571f9e6-c07b-4adc-9d42-fd210bc14a09"
},
"outputs": [
{
"data": {
"text/plain": [
"<a list of 6 text.Text objects>"
]
},
"execution_count": 11,
"metadata": {
"tags": []
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"delta = 0.025\n",
"x = np.arange(-3.0, 3.0, delta)\n",
"y = np.arange(-2.0, 2.0, delta)\n",
"X, Y = np.meshgrid(x, y)\n",
"Z1 = np.exp(-X**2 - Y**2)\n",
"Z2 = np.exp(-(X - 1)**2 - (Y - 1)**2)\n",
"Z = (Z1 - Z2) * 2\n",
"\n",
"fig, ax = plt.subplots()\n",
"CS = ax.contour(X, Y, Z)\n",
"ax.clabel(CS, inline=1, fontsize=10)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "B0HvUajy-M0i"
},
"source": [
"### Тепловая карта (Heatmap)\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.21146625, 0.90172608, 0.56039432, 0.84911821, 0.71556194,\n",
" 0.63257889, 0.20571514, 0.82686173, 0.32682963, 0.40214432],\n",
" [0.3637495 , 0.24072763, 0.8848327 , 0.69550373, 0.21936265,\n",
" 0.1509939 , 0.79017392, 0.26514998, 0.14015174, 0.77657785],\n",
" [0.14585067, 0.20941383, 0.40190406, 0.1860837 , 0.7124937 ,\n",
" 0.23384599, 0.91629623, 0.55376929, 0.62826584, 0.24568262],\n",
" [0.78758047, 0.50804314, 0.77088789, 0.9692062 , 0.74961135,\n",
" 0.10925528, 0.18105935, 0.18062194, 0.35732581, 0.88404898],\n",
" [0.24030864, 0.21696725, 0.64107952, 0.51530494, 0.52364193,\n",
" 0.47931672, 0.04441753, 0.02939863, 0.74958098, 0.40335977],\n",
" [0.23081031, 0.48675406, 0.16403894, 0.91640456, 0.46884945,\n",
" 0.37391224, 0.70465423, 0.29094745, 0.59648016, 0.63241113],\n",
" [0.80402624, 0.43114681, 0.84730369, 0.64647064, 0.32554226,\n",
" 0.02282172, 0.67682057, 0.05460724, 0.37954973, 0.09550921],\n",
" [0.96333286, 0.35566565, 0.83277509, 0.27971838, 0.22398207,\n",
" 0.37421436, 0.59403344, 0.13367499, 0.02496543, 0.41658614],\n",
" [0.8733989 , 0.41185186, 0.09504612, 0.26400669, 0.11728963,\n",
" 0.0053638 , 0.93793985, 0.64276441, 0.78621729, 0.89389679],\n",
" [0.87983332, 0.00841152, 0.21018764, 0.44647669, 0.25361155,\n",
" 0.55353332, 0.71199874, 0.37725942, 0.57355493, 0.73097791]])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.random.rand(10,10)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 601
},
"colab_type": "code",
"executionInfo": {
"elapsed": 701,
"status": "ok",
"timestamp": 1595150274493,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "iiNo-zgy-M0i",
"outputId": "0ec78694-8339-41b3-91c5-bfce6adef314"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.37454012 0.95071431 0.73199394 0.59865848 0.15601864 0.15599452\n",
" 0.05808361 0.86617615 0.60111501 0.70807258]\n",
" [0.02058449 0.96990985 0.83244264 0.21233911 0.18182497 0.18340451\n",
" 0.30424224 0.52475643 0.43194502 0.29122914]\n",
" [0.61185289 0.13949386 0.29214465 0.36636184 0.45606998 0.78517596\n",
" 0.19967378 0.51423444 0.59241457 0.04645041]\n",
" [0.60754485 0.17052412 0.06505159 0.94888554 0.96563203 0.80839735\n",
" 0.30461377 0.09767211 0.68423303 0.44015249]\n",
" [0.12203823 0.49517691 0.03438852 0.9093204 0.25877998 0.66252228\n",
" 0.31171108 0.52006802 0.54671028 0.18485446]\n",
" [0.96958463 0.77513282 0.93949894 0.89482735 0.59789998 0.92187424\n",
" 0.0884925 0.19598286 0.04522729 0.32533033]\n",
" [0.38867729 0.27134903 0.82873751 0.35675333 0.28093451 0.54269608\n",
" 0.14092422 0.80219698 0.07455064 0.98688694]\n",
" [0.77224477 0.19871568 0.00552212 0.81546143 0.70685734 0.72900717\n",
" 0.77127035 0.07404465 0.35846573 0.11586906]\n",
" [0.86310343 0.62329813 0.33089802 0.06355835 0.31098232 0.32518332\n",
" 0.72960618 0.63755747 0.88721274 0.47221493]\n",
" [0.11959425 0.71324479 0.76078505 0.5612772 0.77096718 0.4937956\n",
" 0.52273283 0.42754102 0.02541913 0.10789143]]\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(42)\n",
"corr = np.random.rand(10,10)\n",
"print(corr)\n",
"plt.imshow(corr)\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1202,
"status": "ok",
"timestamp": 1595150371105,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "P3cv6X4i-M0k",
"outputId": "d9e78d87-4b14-4427-c259-33c98687b2dd"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(corr, cmap='jet')\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 512
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1056,
"status": "ok",
"timestamp": 1595150436377,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "1GVsqZt4sD0J",
"outputId": "c9ff5c2a-e4af-4bce-b61c-c1e96e7dadc4"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Пример тепловой визуализации сбора урожая различных овощей фермерами:\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print('Пример тепловой визуализации сбора урожая различных овощей фермерами:')\n",
"\n",
"vegetables = [\"cucumber\", \"tomato\", \"lettuce\", \"asparagus\",\n",
" \"potato\", \"wheat\", \"barley\"]\n",
"farmers = [\"Farmer Joe\", \"Upland Bros.\", \"Smith Gardening\",\n",
" \"Agrifun\", \"Organiculture\", \"BioGoods Ltd.\", \"Cornylee Corp.\"]\n",
"\n",
"harvest = np.array([[0.8, 2.4, 2.5, 3.9, 0.0, 4.0, 0.0],\n",
" [2.4, 0.0, 4.0, 1.0, 2.7, 0.0, 0.0],\n",
" [1.1, 2.4, 0.8, 4.3, 1.9, 4.4, 0.0],\n",
" [0.6, 0.0, 0.3, 0.0, 3.1, 0.0, 0.0],\n",
" [0.7, 1.7, 0.6, 2.6, 2.2, 6.2, 0.0],\n",
" [1.3, 1.2, 0.0, 0.0, 0.0, 3.2, 5.1],\n",
" [0.1, 2.0, 0.0, 1.4, 0.0, 1.9, 6.3]])\n",
"\n",
"\n",
"fig, ax = plt.subplots(figsize=(7,7))\n",
"im = ax.imshow(harvest)\n",
"\n",
"# Отрисовываем штрихи\n",
"ax.set_xticks(np.arange(len(farmers)))\n",
"ax.set_yticks(np.arange(len(vegetables)))\n",
"\n",
"# Наносим подписи к штрихам\n",
"ax.set_xticklabels(farmers)\n",
"ax.set_yticklabels(vegetables)\n",
"\n",
"# Поворачиваем вертикальные подписи для читабельности\n",
"plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\",\n",
" rotation_mode=\"anchor\")\n",
"\n",
"# Подписываем каждую ячейку соответствующим значением\n",
"for i in range(len(vegetables)):\n",
" for j in range(len(farmers)):\n",
" text = ax.text(j, i, harvest[i, j],\n",
" ha=\"center\", va=\"center\", color=\"w\")\n",
"\n",
"ax.set_title(\"Harvest of local farmers (in tons/year)\")\n",
"\n",
"ax.figure.colorbar(im, ax=ax)\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "bkGTKz5YJa9P"
},
"source": [
"### Точечная диаграмма (Scatter plot)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"colab_type": "code",
"executionInfo": {
"elapsed": 709,
"status": "ok",
"timestamp": 1595150758709,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "87ciKqdHJaRy",
"outputId": "bf3ac7af-d329-44d2-a656-7740f9033a72"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"N = 10\n",
"x = np.random.rand(N)\n",
"y = np.random.rand(N)\n",
"z = x*y\n",
"colors = z > 0.2\n",
"\n",
"fig, ax = plt.subplots(2,1, figsize=(6,6))\n",
"\n",
"ax[0].scatter(x, y, s=1000*z, c=colors)\n",
"ax[0].set_title('Scatter plot')\n",
"\n",
"ax[1].plot(x, y, 'yo')\n",
"ax[1].set_title('Basic plot with yellow circles')\n",
"\n",
"fig.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "W9ZoXhWi-M0o"
},
"source": [
"## Отрисовка изображений\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 302
},
"colab_type": "code",
"executionInfo": {
"elapsed": 9992,
"status": "ok",
"timestamp": 1595151018624,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "rTLj90wq-M0p",
"outputId": "3397678c-09f4-44b7-9738-c8899dfb5c85"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(768, 1024, 3)\n",
"<class 'numpy.ndarray'>\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"import scipy\n",
"from scipy import misc\n",
"face = misc.face()\n",
"\n",
"print(face.shape)\n",
"print(type(face))\n",
"\n",
"# выводим изображение на экран\n",
"plt.imshow(face)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1164,
"status": "ok",
"timestamp": 1595151087679,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "aX8h64dY-M0r",
"outputId": "91ce56d6-6e84-468d-d89b-72b1db883514"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(face[:,:,0])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1077,
"status": "ok",
"timestamp": 1595151100741,
"user": {
"displayName": "Oleg Konorev",
"photoUrl": "",
"userId": "00534607066585170740"
},
"user_tz": -180
},
"id": "c31_QaFT-M0u",
"outputId": "b143ac95-92a7-4f28-e94d-169541b17cd1"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(face[:,:,0], cmap='spring')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "5F_hHKVTNzia"
},
"source": [
"## Дополнительные материалы и литература"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "YWhDk5dJN8NC"
},
"source": [
"\n",
"\n",
"* Уэс Маккинли, Python и анализ данных/ Пер. с англ. Слинкин А. А. - М.: ДМК Пресс, 2015. - 482 с.: ил. С. 244\n",
"* https://python-scripts.com/matplotlib\n",
"* https://matplotlib.org/"
]
}
],
"metadata": {
"accelerator": "GPU",
"colab": {
"collapsed_sections": [],
"name": "4.1.2. Примеры использования библиотеки Matplotlib.ipynb",
"provenance": []
},
"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": "3.9.6"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": false,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
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"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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