From 0bb2df524350c707f5aa6f60b9b4ceba7600cffd Mon Sep 17 00:00:00 2001
From: denis-on <denis-on@mail.ru>
Date: Thu, 21 Jul 2022 13:02:07 +0300
Subject: [PATCH] DZ les 4

---
 dz_les_4.ipynb | 6017 ++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 6017 insertions(+)
 create mode 100644 dz_les_4.ipynb

diff --git a/dz_les_4.ipynb b/dz_les_4.ipynb
new file mode 100644
index 0000000..0cace73
--- /dev/null
+++ b/dz_les_4.ipynb
@@ -0,0 +1,6017 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "dc574dc8",
+   "metadata": {},
+   "source": [
+    "### Задание 1\n",
+    "Загрузите модуль pyplot библиотеки matplotlib с псевдонимом plt, а также библиотеку numpy с псевдонимом np.\n",
+    "Примените магическую функцию %matplotlib inline для отображения графиков в Jupyter Notebook и настройки конфигурации ноутбука со значением 'svg' для более четкого отображения графиков.\n",
+    "\n",
+    "Создайте список под названием x с числами 1, 2, 3, 4, 5, 6, 7 и список y с числами 3.5, 3.8, 4.2, 4.5, 5, 5.5, 7.\n",
+    "С помощью функции plot постройте график, соединяющий линиями точки с горизонтальными координатами из списка x и вертикальными - из списка y.\n",
+    "Затем в следующей ячейке постройте диаграмму рассеяния (другие названия - диаграмма разброса, scatter plot)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "bd9da6fc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "from matplotlib import pyplot as plt\n",
+    "%matplotlib inline\n",
+    "%config InlineBackend.figure_format = 'svg'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "07748560",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = [1, 2, 3, 4, 5, 6, 7]\n",
+    "y = [3.5, 3.8, 4.2, 4.5, 5, 5.5, 7]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c4f6bbf5",
+   "metadata": {},
+   "outputs": [
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+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
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+       "    <dc:date>2022-07-21T11:19:41.027072</dc:date>\n",
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+       "    <dc:creator>\n",
+       "     <cc:Agent>\n",
+       "      <dc:title>Matplotlib v3.5.1, https://matplotlib.org/</dc:title>\n",
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+    "plt.scatter(x, y)\n",
+    "plt.show()"
+   ]
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+  {
+   "cell_type": "markdown",
+   "id": "284d8d69",
+   "metadata": {},
+   "source": [
+    "### Задание 2\n",
+    "С помощью функции linspace из библиотеки Numpy создайте массив t из 51 числа от 0 до 10 включительно.\n",
+    "Создайте массив Numpy под названием f, содержащий косинусы элементов массива t.\n",
+    "\n",
+    "Постройте линейную диаграмму, используя массив t для координат по горизонтали,а массив f - для координат по вертикали. Линия графика должна быть зеленого цвета.\n",
+    "Выведите название диаграммы - 'График f(t)'. Также добавьте названия для горизонтальной оси - 'Значения t' и для вертикальной - 'Значения f'.\n",
+    "Ограничьте график по оси x значениями 0.5 и 9.5, а по оси y - значениями -2.5 и 2.5.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "dc3257c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = np.linspace(0,10,51)\n",
+    "f = np.cos(t)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "0940e5d4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "title_font = {\n",
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+    "    \"fontweight\": \"bold\",\n",
+    "#    \"color\": \"#808080\",\n",
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+    "}\n",
+    "label_font = {\n",
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+    "    \"family\": \"serif\",\n",
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+   "id": "cea8d08e",
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+    "plt.plot(t,f, \"green\")\n",
+    "plt.title(\"График функции f(t)\", fontdict=title_font)\n",
+    "plt.xlabel(\"Значение t\", fontdict=label_font)\n",
+    "plt.ylabel(\"Значение f(t)\", fontdict=label_font)\n",
+    "plt.axis([.5, 9.5, -2.5, 2.5])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aff327bc",
+   "metadata": {},
+   "source": [
+    "### *Задание 3\n",
+    "С помощью функции linspace библиотеки Numpy создайте массив x из 51 числа от -3 до 3 включительно.\n",
+    "Создайте массивы y1, y2, y3, y4 по следующим формулам:\n",
+    "\n",
+    "y1 = x**2\n",
+    "\n",
+    "y2 = 2 * x + 0.5\n",
+    "\n",
+    "y3 = -3 * x - 1.5\n",
+    "\n",
+    "y4 = sin(x)\n",
+    "\n",
+    "Используя функцию subplots модуля matplotlib.pyplot, создайте объект matplotlib.figure.Figure с названием fig и массив объектов Axes под названием ax,причем так, чтобы у вас было 4 отдельных графика в сетке, состоящей из двух строк и двух столбцов. В каждом графике массив x используется для координат по горизонтали.В левом верхнем графике для координат по вертикали используйте y1,в правом верхнем - y2, в левом нижнем - y3, в правом нижнем - y4.Дайте название графикам: 'График y1', 'График y2' и т.д.\n",
+    "\n",
+    "Для графика в левом верхнем углу установите границы по оси x от -5 до 5.\n",
+    "Установите размеры фигуры 8 дюймов по горизонтали и 6 дюймов по вертикали.\n",
+    "Вертикальные и горизонтальные зазоры между графиками должны составлять 0.3.\n"
+   ]
+  },
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+   "id": "e56f10a1",
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+       "<Figure size 576x432 with 4 Axes>"
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+    "x = np.linspace(-3, 3, 51)\n",
+    "y1 = x ** 2\n",
+    "y2 = 2 * x + 0.5\n",
+    "y3 = -3 * x - 1.5\n",
+    "y4 = np.sin(x)\n",
+    "\n",
+    "fig, ax = plt.subplots(nrows=2, ncols=2)\n",
+    "ax1, ax2, ax3, ax4 = ax.flatten()\n",
+    "\n",
+    "fig.set_size_inches(8, 6)\n",
+    "fig.subplots_adjust(wspace=0.3, hspace=0.3)\n",
+    "\n",
+    "ax1.plot(x, y1)\n",
+    "ax1.set_title(\"График y1\")\n",
+    "ax1.set_xlim([-5, 5])\n",
+    "\n",
+    "ax2.plot(x, y2)\n",
+    "ax2.set_title(\"График y2\")\n",
+    "\n",
+    "ax3.plot(x, y3)\n",
+    "ax3.set_title(\"График y3\")\n",
+    "\n",
+    "ax4.plot(x, y4)\n",
+    "ax4.set_title(\"График y4\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "83dbe069",
+   "metadata": {},
+   "source": [
+    "### *Задание 4\n",
+    "\n",
+    "В этом задании мы будем работать с датасетом, в котором приведены данные по мошенничеству с кредитными данными: Credit Card Fraud Detection (информация об авторах: Andrea Dal Pozzolo, Olivier Caelen, Reid A. Johnson and Gianluca Bontempi. Calibrating Probability with Undersampling for Unbalanced Classification. In Symposium on Computational Intelligence and Data Mining (CIDM), IEEE, 2015).\n",
+    "Ознакомьтесь с описанием и скачайте датасет creditcard.csv с сайта Kaggle.com по ссылке:\n",
+    "Credit Card Fraud Detection(https://www.kaggle.com/mlg-ulb/creditcardfraud)\n",
+    "Данный датасет является примером несбалансированных данных, так как мошеннические операции с картами встречаются реже обычных.\n",
+    "\n",
+    "Импортируйте библиотеку Pandas, а также используйте для графиков стиль “fivethirtyeight”.\n",
+    "\n",
+    "Посчитайте с помощью метода value_counts количество наблюдений для каждого значения целевой переменной Class и примените к полученным данным метод plot, чтобы построить столбчатую диаграмму. Затем постройте такую же диаграмму, используя логарифмический масштаб.\n",
+    "\n",
+    "На следующем графике постройте две гистограммы по значениям признака V1 - одну для мошеннических транзакций (Class равен 1) и другую - для обычных (Class равен 0). Подберите значение аргумента density так, чтобы по вертикали графика было расположено не число наблюдений, а плотность распределения. Число бинов должно равняться 20 для обеих гистограмм, а коэффициент alpha сделайте равным 0.5, чтобы гистограммы были полупрозрачными и не загораживали друг друга. Создайте легенду с двумя значениями: “Class 0” и “Class 1”. Гистограмма обычных транзакций должна быть серого цвета, а мошеннических - красного. Горизонтальной оси дайте название “V1”.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "a9d7b739",
+   "metadata": {},
+   "outputs": [
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+       "      <td>0.502292</td>\n",
+       "      <td>0.219422</td>\n",
+       "      <td>0.215153</td>\n",
+       "      <td>69.99</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Time        V1        V2        V3        V4        V5        V6        V7  \\\n",
+       "0   0.0 -1.359807 -0.072781  2.536347  1.378155 -0.338321  0.462388  0.239599   \n",
+       "1   0.0  1.191857  0.266151  0.166480  0.448154  0.060018 -0.082361 -0.078803   \n",
+       "2   1.0 -1.358354 -1.340163  1.773209  0.379780 -0.503198  1.800499  0.791461   \n",
+       "3   1.0 -0.966272 -0.185226  1.792993 -0.863291 -0.010309  1.247203  0.237609   \n",
+       "4   2.0 -1.158233  0.877737  1.548718  0.403034 -0.407193  0.095921  0.592941   \n",
+       "\n",
+       "         V8        V9  ...       V21       V22       V23       V24       V25  \\\n",
+       "0  0.098698  0.363787  ... -0.018307  0.277838 -0.110474  0.066928  0.128539   \n",
+       "1  0.085102 -0.255425  ... -0.225775 -0.638672  0.101288 -0.339846  0.167170   \n",
+       "2  0.247676 -1.514654  ...  0.247998  0.771679  0.909412 -0.689281 -0.327642   \n",
+       "3  0.377436 -1.387024  ... -0.108300  0.005274 -0.190321 -1.175575  0.647376   \n",
+       "4 -0.270533  0.817739  ... -0.009431  0.798278 -0.137458  0.141267 -0.206010   \n",
+       "\n",
+       "        V26       V27       V28  Amount  Class  \n",
+       "0 -0.189115  0.133558 -0.021053  149.62      0  \n",
+       "1  0.125895 -0.008983  0.014724    2.69      0  \n",
+       "2 -0.139097 -0.055353 -0.059752  378.66      0  \n",
+       "3 -0.221929  0.062723  0.061458  123.50      0  \n",
+       "4  0.502292  0.219422  0.215153   69.99      0  \n",
+       "\n",
+       "[5 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv('./creditcard.csv')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "280aa96a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    284315\n",
+       "1       492\n",
+       "Name: Class, dtype: int64"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "class_count = df['Class'].value_counts()\n",
+    "class_count"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "23c1511e",
+   "metadata": {},
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+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "class_count.plot(kind=\"bar\", logy=True)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "1d0e0995",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((284315,), (492,))"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "legal = df[df.Class ==0][\"V1\"]\n",
+    "fraud = df[df.Class ==1][\"V1\"]\n",
+    "legal.shape ,fraud.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "c5117897",
+   "metadata": {},
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+   "source": [
+    "plt.hist(legal, bins=20, density = True, alpha=0.5, label='legal', color=\"grey\")\n",
+    "plt.hist(fraud, bins=20, density = True, alpha=0.5, label='fraud', color=\"red\")\n",
+    "plt.legend(['Class 0', 'Class 1'], loc='upper left')\n",
+    "plt.xlabel(\"V1\")\n",
+    "plt.show()"
+   ]
+  }
+ ],
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