diff --git a/README.md b/README.md index 54c81146..ea9a8633 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,6 @@ + # AIM-PIbd-32-Kurbanova-A-A -ПИбд-32 Курбанова Алина Ахад кызы вариант 14 -Цены на золото https://www.kaggle.com/datasets/sid321axn/gold-price-prediction-dataset +Группа: ПИбд-32\ +ФИО: Курбанова Алина Ахад кызы\ +Вариант: 14\ +Cсылка на датасет:[Цены на золото](https://www.kaggle.com/datasets/sid321axn/gold-price-prediction-dataset) diff --git a/lab_1/lab_1.ipynb b/lab_1/lab_1.ipynb new file mode 100644 index 00000000..75a77371 --- /dev/null +++ b/lab_1/lab_1.ipynb @@ -0,0 +1,160 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Solarize_Light2', '_classic_test_patch', '_mpl-gallery', '_mpl-gallery-nogrid', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-v0_8', 'seaborn-v0_8-bright', 'seaborn-v0_8-colorblind', 'seaborn-v0_8-dark', 'seaborn-v0_8-dark-palette', 'seaborn-v0_8-darkgrid', 'seaborn-v0_8-deep', 'seaborn-v0_8-muted', 'seaborn-v0_8-notebook', 'seaborn-v0_8-paper', 'seaborn-v0_8-pastel', 'seaborn-v0_8-poster', 'seaborn-v0_8-talk', 'seaborn-v0_8-ticks', 'seaborn-v0_8-white', 'seaborn-v0_8-whitegrid', 'tableau-colorblind10']\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from statsmodels.tsa.seasonal import seasonal_decompose\n", + "\n", + "from dateutil import parser\n", + "\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "\n", + "\n", + "import matplotlib.dates as mdates\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "df = pd.read_csv('C:\\\\Users\\\\Алина\\\\source\\\\repos\\\\mii\\\\AIM-PIbd-32-Kurbanova-A-A\\\\static\\\\csv\\\\neo.csv')\n", + "\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "df.set_index('Date', inplace=True)\n", + "# Checking available styles\n", + "print(plt.style.available)\n", + "\n", + "plt.style.use('seaborn-v0_8-dark-palette')\n", + "plt.figure(figsize=(14, 7))\n", + "\n", + "plt.plot(df['Close'], label='Closing Price')\n", + "plt.title('Gold Closing Prices Over Time')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Closing Price')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Данная диаграмма отображает цену закрытия (Close Price), что позволяет сделать вывод о том, что цена на золото с 2013 года до 2016 года стремительно снижалась, а после держалась стабильно" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Boxplot of Stock Close Price per Month\n", + "_, ax = plt.subplots(figsize=(22,8))\n", + "sns.boxplot(x=df.index.month_name(), y= df.values[:, 0],ax=ax)\n", + "plt.title('Stock Close Price per Month')\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Close Price')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Данная диаграмма отображает цену закрытия(Close price) по месяцам,что позволяет сделать вывод о том, что в январе-марте цена на золота стабильнее, чем в другие месяцы; осенью и декаре цена на золото \"скачет\"" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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92WGHHXLZZZdl2rRp2W233XLggQdms802S4sWLXLXXXdl1qxZOfjggwvbRwDql0AOQJNx4okn5ve//33Gjx+fqqqqbLDBBjn//PNz+umn1/TZf//9c8IJJ+TWW2/NjTfemFKplIMPPjjNmjXL73//+5x11lm57bbbMm7cuPTq1SsXX3xxzd3HF7v++uvTrVu33HLLLbnrrrsycODA3Hbbbdlkk03SqlWrFar15ptvzgknnJDLL788pVIpu+++e+6777507969Xl+TZfntb3+bDTfcMNdee23uuuuudOvWLSNGjMjZZ5+9UtsdNWpUBg0alMsuuyzXXHNNKisr07p162y88cY59dRT88Mf/rDWtdPnnHNO1l577Vx22WU55ZRT0qlTp3z/+9/PqFGjlvkd5Elqfl4nn3xybrzxxpSVlWWfffbJJZdcUuj11eeee2569+6dX//61/npT3+aNm3aZMstt8zhhx9e0+fQQw9N9+7dc8EFF+Tiiy9OVVVV1ltvvey000456qijkiQ9evTIIYcckokTJ+aGG25IixYtsummm+b222/PAQccUNTuAVDPykoreucXAGCZnnnmmWy99da58cYbM3To0KLLAQBWA64hB4DP6YMPPliibcyYMWnWrFl23nnnAioCAFZHTlkHgM/poosuylNPPZVdd901LVq0yH333Zf77rsv3//+99OjR4+iywMAVhNOWQeAz2nChAkZOXJk/v3vf2fevHnp2bNnDj/88Pz0pz+t9T3SAADLI5ADAABAAVxDDgAAAAUQyAEAAKAATf5Ct+rq6rzxxhtp165dysrKii4HAACAJq5UKuX9999P9+7d06zZso+DN/lA/sYbb7jjLQAAAA3utddey/rrr7/M5U0+kLdr1y7JJy9E+/btC64GAACApm7u3Lnp0aNHTR5dliYfyBefpt6+fXuBHAAAgAbzWZdNu6kbAAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABSg0kD/88MPZe++9071795SVleXuu++uWbZw4cL8+Mc/zhZbbJG2bdume/fuOeKII/LGG28UVzAAAADUk0ID+fz589O/f/9cfvnlSyxbsGBBJk+enDPPPDOTJ0/OnXfemalTp2afffYpoFIAAACoX2WlUqlUdBFJUlZWlrvuuiv77rvvMvs88cQT2W677fLqq6+mZ8+eK7TduXPnpkOHDpkzZ07at29fT9UCAADA0q1oDm3RgDWttDlz5qSsrCwdO3ZcZp+qqqpUVVXVPJ87d24DVAbA0lRUVKSysrLBxuvSpcsK/8EWAKBoq00g//DDD/PjH/84hxxyyHL/wjB69OiMHDmyASsDYGkqKiqyab9++WDBggYbs3WbNnlhyhShHABYLawWgXzhwoU58MADUyqVMnbs2OX2HTFiRIYPH17zfO7cuenRo8eqLhGAT6msrMwHCxbkwPPHpmvvvqt8vNkzpuf2nx2byspKgRwAWC00+kC+OIy/+uqreeCBBz7zOvDy8vKUl5c3UHUAfJauvftmvX79iy4DAKDRadSBfHEYnz59eiZNmpTOnTsXXRIAAADUi0ID+bx58/Liiy/WPJ8xY0aeeeaZdOrUKeuuu26+/e1vZ/LkyfnjH/+YRYsW5c0330ySdOrUKS1btiyqbAAAAFhphQbyJ598MrvuumvN88XXfg8bNiznnHNOfv/73ydJttpqq1rrTZo0KbvssktDlQkAAAD1rtBAvssuu2R5X4PeSL4iHQAAAOpds6ILAAAAgC8igRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoACFBvKHH344e++9d7p3756ysrLcfffdtZaXSqWcddZZWXfdddO6desMHDgw06dPL6ZYAAAAqEeFBvL58+enf//+ufzyy5e6/KKLLsqvfvWrXHnllXnsscfStm3bDBo0KB9++GEDVwoAAAD1q0WRg++xxx7ZY489lrqsVCplzJgx+dnPfpYhQ4YkSa6//vqss846ufvuu3PwwQc3ZKkAAABQrwoN5MszY8aMvPnmmxk4cGBNW4cOHbL99tvn0UcfXWYgr6qqSlVVVc3zuXPnrvJaAaChVFRUpLKyssHG69KlS3r27Nlg4wHAF0mjDeRvvvlmkmSdddap1b7OOuvULFua0aNHZ+TIkau0NgAoQkVFRTbt1y8fLFjQYGO2btMmL0yZIpQDwCrQaAN5XY0YMSLDhw+veT537tz06NGjwIoAoH5UVlbmgwULcuD5Y9O1d99VPt7sGdNz+8+OTWVlpUAOAKtAow3k3bp1S5LMmjUr6667bk37rFmzstVWWy1zvfLy8pSXl6/q8gCgMF179816/foXXQYAsJIa7feQ9+7dO926dcvEiRNr2ubOnZvHHnssX/3qVwusDAAAAFZeoUfI582blxdffLHm+YwZM/LMM8+kU6dO6dmzZ04++eScf/756du3b3r37p0zzzwz3bt3z7777ltc0QAAAFAPCg3kTz75ZHbdddea54uv/R42bFiuvfbanHHGGZk/f36+//3v57333suOO+6Y+++/P61atSqqZAAAAKgXhQbyXXbZJaVSaZnLy8rKcu655+bcc89twKoAAABg1Wu015ADAABAUyaQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAC2KLgAAVmcVFRWprKxskLGmTJnSIOMAAA1DIAeAOqqoqMim/frlgwULii4FAFgNCeQAUEeVlZX5YMGCHHj+2HTt3XeVjzf1kYmZcMXoVT4OANAwBHIAWElde/fNev36r/JxZs+YvsrHAAAajpu6AQAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFKBRB/JFixblzDPPTO/evdO6detstNFGOe+881IqlYouDQAAAFZKi6ILWJ4LL7wwY8eOzXXXXZcvfelLefLJJ3PUUUelQ4cOOfHEE4suDwAAAOqsUQfyv//97xkyZEj22muvJEmvXr1yyy235PHHHy+4MgAAAFg5jfqU9a997WuZOHFipk2bliT55z//mb/97W/ZY489lrlOVVVV5s6dW+sBAAAAjU2jPkL+k5/8JHPnzs2mm26a5s2bZ9GiRfn5z3+eoUOHLnOd0aNHZ+TIkQ1YJQAAAHx+jfoI+e23356bbropN998cyZPnpzrrrsuv/jFL3Ldddctc50RI0Zkzpw5NY/XXnutASsGAACAFdOoj5Cffvrp+clPfpKDDz44SbLFFlvk1VdfzejRozNs2LClrlNeXp7y8vKGLBMAAAA+t0Z9hHzBggVp1qx2ic2bN091dXVBFQEAAED9aNRHyPfee+/8/Oc/T8+ePfOlL30pTz/9dC699NJ897vfLbo0AAAAWCmNOpD/+te/zplnnpnjjjsus2fPTvfu3fODH/wgZ511VtGlAQAAwEpp1IG8Xbt2GTNmTMaMGVN0KQAAAFCvGvU15AAAANBUCeQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAB1CuQvv/xyfdcBAAAAXyh1CuR9+vTJrrvumhtvvDEffvhhfdcEAAAATV6dAvnkyZOz5ZZbZvjw4enWrVt+8IMf5PHHH6/v2gAAAKDJqlMg32qrrfK///u/eeONN3LNNddk5syZ2XHHHbP55pvn0ksvzVtvvVXfdQIAAECTslI3dWvRokX233//3HHHHbnwwgvz4osv5rTTTkuPHj1yxBFHZObMmfVVJwAAADQpKxXIn3zyyRx33HFZd911c+mll+a0007LSy+9lAkTJuSNN97IkCFD6qtOAAAAaFJa1GWlSy+9NOPGjcvUqVOz55575vrrr8+ee+6ZZs0+yfe9e/fOtddem169etVnrQAAANBk1CmQjx07Nt/97ndz5JFHZt11111qn65du+bqq69eqeIAAACgqapTIJ8+ffpn9mnZsmWGDRtWl80DAABAk1ena8jHjRuXO+64Y4n2O+64I9ddd91KFwUAAABNXZ0C+ejRo9OlS5cl2rt27ZpRo0atdFEAAADQ1NUpkFdUVKR3795LtG+wwQapqKhY6aIAAACgqatTIO/atWueffbZJdr/+c9/pnPnzitdFAAAADR1dQrkhxxySE488cRMmjQpixYtyqJFi/LAAw/kpJNOysEHH1zfNQIAAECTU6e7rJ933nl55ZVXsttuu6VFi082UV1dnSOOOMI15AAAALAC6hTIW7Zsmdtuuy3nnXde/vnPf6Z169bZYostssEGG9R3fQAAANAk1SmQL7bxxhtn4403rq9aAAAA4AujToF80aJFufbaazNx4sTMnj071dXVtZY/8MAD9VIcAAAANFV1CuQnnXRSrr322uy1117ZfPPNU1ZWVt91AQAAQJNWp0B+66235vbbb8+ee+5Z3/UAAADAF0KdvvasZcuW6dOnT33XAgAAAF8YdQrkp556av73f/83pVKpvusBAACAL4Q6nbL+t7/9LZMmTcp9992XL33pS1ljjTVqLb/zzjvrpTgAAABoquoUyDt27Jj99tuvvmsBAACAL4w6BfJx48bVdx0AAADwhVKna8iT5OOPP85f/vKX/OY3v8n777+fJHnjjTcyb968eisOAAAAmqo6HSF/9dVXM3jw4FRUVKSqqirf/OY3065du1x44YWpqqrKlVdeWd91AgAAQJNSpyPkJ510UgYMGJB33303rVu3rmnfb7/9MnHixHorDgAAAJqqOh0h/+tf/5q///3vadmyZa32Xr165T//+U+9FAYAAABNWZ2OkFdXV2fRokVLtL/++utp167dShcFAAAATV2dAvnuu++eMWPG1DwvKyvLvHnzcvbZZ2fPPfesr9oAAACgyarTKeuXXHJJBg0alM022ywffvhhDj300EyfPj1dunTJLbfcUt81AgAAQJNTp0C+/vrr55///GduvfXWPPvss5k3b16OPvroDB06tNZN3gAAAIClq1MgT5IWLVrksMMOq89aAAAA4AujToH8+uuvX+7yI444ok7FAAAAwBdFnQL5SSedVOv5woULs2DBgrRs2TJt2rQRyAEAAOAz1Oku6++++26tx7x58zJ16tTsuOOObuoGAAAAK6BOgXxp+vbtmwsuuGCJo+cAAADAkuotkCef3OjtjTfeqM9NAgAAQJNUp2vIf//739d6XiqVMnPmzFx22WXZYYcd6qUwAAAAaMrqFMj33XffWs/Lysqy9tpr5xvf+EYuueSS+qirxn/+85/8+Mc/zn333ZcFCxakT58+GTduXAYMGFCv4wAAAEBDqlMgr66uru86lurdd9/NDjvskF133TX33Xdf1l577UyfPj1rrbVWg4wPAAAAq0qdAnlDufDCC9OjR4+MGzeupq13794FVgQAAAD1o06BfPjw4Svc99JLL63LEEk+uVZ90KBB+c53vpOHHnoo6623Xo477rgcc8wxy1ynqqoqVVVVNc/nzp1b5/EBWP1MmTKlSY4FNA4VFRWprKxssPG6dOmSnj17Nth4QMOqUyB/+umn8/TTT2fhwoXZZJNNkiTTpk1L8+bN8+Uvf7mmX1lZ2UoV9/LLL2fs2LEZPnx4/ud//idPPPFETjzxxLRs2TLDhg1b6jqjR4/OyJEjV2pcAFY/71fOSlmzZjnssMOKLgVooioqKrJpv375YMGCBhuzdZs2eWHKFKEcmqg6BfK999477dq1y3XXXVdzPfe7776bo446KjvttFNOPfXUeimuuro6AwYMyKhRo5IkW2+9dZ577rlceeWVywzkI0aMqHUEf+7cuenRo0e91ANA4/XB+3NTqq7OgeePTdfefRtkzKmPTMyEK0Y3yFhA8SorK/PBggUN9jkze8b03P6zY1NZWSmQQxNVp0B+ySWXZPz48bVurrbWWmvl/PPPz+67715vgXzdddfNZpttVqutX79++d3vfrfMdcrLy1NeXl4v4wOw+unau2/W69e/QcaaPWN6g4wDNC4N+TkDNG3N6rLS3Llz89Zbby3R/tZbb+X9999f6aIW22GHHTJ16tRabdOmTcsGG2xQb2MAAABAEeoUyPfbb78cddRRufPOO/P666/n9ddfz+9+97scffTR2X///eutuFNOOSX/+Mc/MmrUqLz44ou5+eabc9VVV+X444+vtzEAAACgCHU6Zf3KK6/MaaedlkMPPTQLFy78ZEMtWuToo4/OxRdfXG/FbbvttrnrrrsyYsSInHvuuendu3fGjBmToUOH1tsYAAAAUIQ6BfI2bdrkiiuuyMUXX5yXXnopSbLRRhulbdu29VpcknzrW9/Kt771rXrfLgAAABSpTqesLzZz5szMnDkzffv2Tdu2bVMqleqrLgAAAGjS6hTI33777ey2227ZeOONs+eee2bmzJlJkqOPPrre7rAOAAAATVmdAvkpp5ySNdZYIxUVFWnTpk1N+0EHHZT777+/3ooDAACApqpO15CPHz8+f/7zn7P++uvXau/bt29effXVeikMAAAAmrI6HSGfP39+rSPji73zzjspLy9f6aIAAACgqatTIN9pp51y/fXX1zwvKytLdXV1Lrroouy66671VhwAAAA0VXU6Zf2iiy7KbrvtlieffDIfffRRzjjjjDz//PN555138sgjj9R3jQAAANDk1OkI+eabb55p06Zlxx13zJAhQzJ//vzsv//+efrpp7PRRhvVd40AAADQ5HzuI+QLFy7M4MGDc+WVV+anP/3pqqgJAAAAmrzPfYR8jTXWyLPPPrsqagEAAIAvjDqdsn7YYYfl6quvru9aAAAA4AujTjd1+/jjj3PNNdfkL3/5S7bZZpu0bdu21vJLL720XooDAACApupzBfKXX345vXr1ynPPPZcvf/nLSZJp06bV6lNWVlZ/1QEAAEAT9bkCed++fTNz5sxMmjQpSXLQQQflV7/6VdZZZ51VUhwAAAA0VZ/rGvJSqVTr+X333Zf58+fXa0EAAADwRVCnm7ot9umADgAAAKyYzxXIy8rKlrhG3DXjAAAA8Pl9rmvIS6VSjjzyyJSXlydJPvzww/zwhz9c4i7rd955Z/1VCAAAAE3Q5wrkw4YNq/X8sMMOq9diAAAA4IvicwXycePGrao6AAAA4AtlpW7qBgAAANSNQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAVoUXQDAslRUVKSysrJBx6yqqkp5eXmDjdelS5f07NmzwcaDxq6h3/fegwAUSSAHGqWKiops2q9fPliwoEHHLWvWLKXq6gYbr3WbNnlhyhSBAFLM+957EIAiCeRAo1RZWZkPFizIgeePTdfefRtkzKmPTMyEK0Y32JizZ0zP7T87NpWVlcIApOHf996DABRNIAcata69+2a9fv0bZKzZM6Y3+JjAkrwHAfiicFM3AAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUIDVKpBfcMEFKSsry8knn1x0KQAAALBSVptA/sQTT+Q3v/lNttxyy6JLAQAAgJW2WgTyefPmZejQofm///u/rLXWWkWXAwAAACutRdEFrIjjjz8+e+21VwYOHJjzzz9/uX2rqqpSVVVV83zu3LmrujwoTEVFRSorKxtsvC5duqRnz54NNh7QOEyZMqVJjUPT0pD/FpqjQH1r9IH81ltvzeTJk/PEE0+sUP/Ro0dn5MiRq7gqKF5FRUU27dcvHyxY0GBjtm7TJi9MmSKUwxfE+5WzUtasWQ477LCiS4GlKuLfQoD61KgD+WuvvZaTTjopEyZMSKtWrVZonREjRmT48OE1z+fOnZsePXqsqhKhMJWVlflgwYIceP7YdO3dd5WPN3vG9Nz+s2NTWVkpkMMXxAfvz02purrBPmemPjIxE64YvcrHoelo6H8LzVGgvjXqQP7UU09l9uzZ+fKXv1zTtmjRojz88MO57LLLUlVVlebNm9dap7y8POXl5Q1dKhSma+++Wa9f/6LLAJqwhvqcmT1j+iofg6bJHAVWV406kO+2227517/+VavtqKOOyqabbpof//jHS4RxAAAAWF006kDerl27bL755rXa2rZtm86dOy/RDgAAAKuT1eJrzwAAAKCpadRHyJfmwQcfLLoEAAAAWGmOkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABSgRdEFAACw6lRUVKSysrLBxquqqkp5eXmDjDVlypQGGeeLpqHnTJcuXdKzZ88GG4/61dDzJWlac0YgBwBooioqKrJpv375YMGCBhuzrFmzlKqrG2w86lcRc6Z1mzZ5YcqUJhOwvkiKmC9J05ozAjkAQBNVWVmZDxYsyIHnj03X3n1X+XhTH5mYCVeMbvDxqD8NPWdmz5ie2392bCorK5tEuPqiaej5kjS9OSOQAwA0cV179816/fqv8nFmz5heyHjUv4b6GdI0mC9156ZuAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABWjUgXz06NHZdttt065du3Tt2jX77rtvpk6dWnRZAAAAsNIadSB/6KGHcvzxx+cf//hHJkyYkIULF2b33XfP/Pnziy4NAAAAVkqLogtYnvvvv7/W82uvvTZdu3bNU089lZ133rmgqgAAAGDlNepA/mlz5sxJknTq1GmZfaqqqlJVVVXzfO7cuau8rvpSUVGRysrKBhuvS5cu6dmzZ4ONl3wx9hEas4Z8D06ZMqVBxoHVSUP/O+h92DQ05M/xizBn/D5KY7LaBPLq6uqcfPLJ2WGHHbL55psvs9/o0aMzcuTIBqysflRUVGTTfv3ywYIFDTZm6zZt8sKUKQ32AfFF2EdozIp4DwL/j/cgn9f7lbNS1qxZDjvssKJLaTL8Pkpjs9oE8uOPPz7PPfdc/va3vy2334gRIzJ8+PCa53Pnzk2PHj1WdXkrrbKyMh8sWJADzx+brr37rvLxZs+Yntt/dmwqKysb7MPhi7CP0Jg19Htw6iMTM+GK0at8HFhdNPR7MPE+XN198P7clKqrzZl65PdRGpvVIpD/6Ec/yh//+Mc8/PDDWX/99Zfbt7y8POXl5Q1UWf3r2rtv1uvXv+gyVqkvwj5CY9ZQ78HZM6av8jFgddSQ/w56HzYN5kz98/sojUWjDuSlUiknnHBC7rrrrjz44IPp3bt30SUBAABAvWjUgfz444/PzTffnHvuuSft2rXLm2++mSTp0KFDWrduXXB1AAAAUHeN+nvIx44dmzlz5mSXXXbJuuuuW/O47bbbii4NAAAAVkqjPkJeKpWKLgEAAABWiUZ9hBwAAACaKoEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFaFF0AcDqZcqUKU1qnMbAawrF8h6E4jX192FDjltVVZXy8vIGGcvn2soTyIEV8n7lrJQ1a5bDDjus6FKaDK8pFMt7EIrX1N+HRexfWbNmKVVXN9h4rByBHFghH7w/N6Xq6hx4/th07d13lY839ZGJmXDF6FU+TpG8plAs70EoXlN/Hxa1f0319WyKBHLgc+nau2/W69d/lY8ze8b0VT5GY+E1hWJ5D0Lxmvr7sKH3r6m/nk2Jm7oBAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAgjkAAAAUACBHAAAAAogkAMAAEABBHIAAAAogEAOAAAABRDIAQAAoAACOQAAABRAIAcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAAAAKIBADgAAAAUQyAEAAKAAAjkAAAAUQCAHAACAAqwWgfzyyy9Pr1690qpVq2y//fZ5/PHHiy4JAAAAVkqjD+S33XZbhg8fnrPPPjuTJ09O//79M2jQoMyePbvo0gAAAKDOGn0gv/TSS3PMMcfkqKOOymabbZYrr7wybdq0yTXXXFN0aQAAAFBnLYouYHk++uijPPXUUxkxYkRNW7NmzTJw4MA8+uijS12nqqoqVVVVNc/nzJmTJJk7d+6qLXYlzZs3L0nynynP5qMF81f5eG+9+lKS5KmnnqoZe1WbOnVqkqa9j82aNUt1dXWDjNXgr+cr05v0eEWMabzVe7wixjSe8Rr7mMZbvccrYkzjGe9zj/n//x1/3rx5jTrjLa6tVCott19Z6bN6FOiNN97Ieuutl7///e/56le/WtN+xhln5KGHHspjjz22xDrnnHNORo4c2ZBlAgAAwBJee+21rL/++stc3qiPkNfFiBEjMnz48Jrn1dXVeeedd9K5c+eUlZU1WB1z585Njx498tprr6V9+/YNNi6sSuY1TZW5TVNlbtMUmdesDkqlUt5///107959uf0adSDv0qVLmjdvnlmzZtVqnzVrVrp167bUdcrLy1NeXl6rrWPHjquqxM/Uvn17HxQ0OeY1TZW5TVNlbtMUmdc0dh06dPjMPo36pm4tW7bMNttsk4kTJ9a0VVdXZ+LEibVOYQcAAIDVTaM+Qp4kw4cPz7BhwzJgwIBst912GTNmTObPn5+jjjqq6NIAAACgzhp9ID/ooIPy1ltv5ayzzsqbb76ZrbbaKvfff3/WWWedoktbrvLy8px99tlLnD4PqzPzmqbK3KapMrdpisxrmpJGfZd1AAAAaKoa9TXkAAAA0FQJ5AAAAFAAgRwAAAAKIJADAABAAQTyz+Hhhx/O3nvvne7du6esrCx33313reVHHnlkysrKaj0GDx5cq88777yToUOHpn379unYsWOOPvrozJs3rwH3ApZUH3O7V69eS/S54IILGnAvoLbPmtdJMmXKlOyzzz7p0KFD2rZtm2233TYVFRU1yz/88MMcf/zx6dy5c9Zcc80ccMABmTVrVgPuBSypPub2LrvsssRn9g9/+MMG3AtY0mfN7U/P2cWPiy++uKaP37VZ3Qjkn8P8+fPTv3//XH755cvsM3jw4MycObPmccstt9RaPnTo0Dz//POZMGFC/vjHP+bhhx/O97///VVdOixXfcztJDn33HNr9TnhhBNWZdmwXJ81r1966aXsuOOO2XTTTfPggw/m2WefzZlnnplWrVrV9DnllFPyhz/8IXfccUceeuihvPHGG9l///0bahdgqepjbifJMcccU+sz+6KLLmqI8mGZPmtu//d8nTlzZq655pqUlZXlgAMOqOnjd21WN43+e8gbkz322CN77LHHcvuUl5enW7duS102ZcqU3H///XniiScyYMCAJMmvf/3r7LnnnvnFL36R7t2713vNsCJWdm4v1q5du8/sAw3ls+b1T3/60+y55561QshGG21U8/9z5szJ1VdfnZtvvjnf+MY3kiTjxo1Lv3798o9//CNf+cpXVl3xsBwrO7cXa9Omjc9sGpXPmtufnq/33HNPdt1112y44YZJ/K7N6skR8nr24IMPpmvXrtlkk01y7LHH5u23365Z9uijj6Zjx441HxBJMnDgwDRr1iyPPfZYEeXCClve3F7sggsuSOfOnbP11lvn4osvzscff1xApfDZqqurc++992bjjTfOoEGD0rVr12y//fa1To986qmnsnDhwgwcOLCmbdNNN03Pnj3z6KOPFlA1fLYVmduL3XTTTenSpUs233zzjBgxIgsWLGj4gqGOZs2alXvvvTdHH310TZvftVkdCeT1aPDgwbn++uszceLEXHjhhXnooYeyxx57ZNGiRUmSN998M127dq21TosWLdKpU6e8+eabRZQMK+Sz5naSnHjiibn11lszadKk/OAHP8ioUaNyxhlnFFg1LNvs2bMzb968XHDBBRk8eHDGjx+f/fbbL/vvv38eeuihJJ98Zrds2TIdO3aste4666zjM5tGa0XmdpIceuihufHGGzNp0qSMGDEiN9xwQw477LACK4fP57rrrku7du1qXUbkd21WR05Zr0cHH3xwzf9vscUW2XLLLbPRRhvlwQcfzG677VZgZbByVmRuDx8+vKbPlltumZYtW+YHP/hBRo8enfLy8gavGZanuro6STJkyJCccsopSZKtttoqf//733PllVfm61//epHlQZ2t6Nz+72tqt9hii6y77rrZbbfd8tJLLy319HZobK655poMHTp0iXsjwOrGEfJVaMMNN0yXLl3y4osvJvnkupfZs2fX6vPxxx/nnXfecQ0Xq5VPz+2l2X777fPxxx/nlVdeabjCYAV16dIlLVq0yGabbVarvV+/fjV3ou7WrVs++uijvPfee7X6zJo1y2c2jdaKzO2l2X777ZNkuZ/r0Fj89a9/zdSpU/O9732vVrvftVkdCeSr0Ouvv56333476667bpLkq1/9at5777089dRTNX0eeOCBVFdX1/xDCKuDT8/tpXnmmWfSrFmzJU4dg8agZcuW2XbbbTN16tRa7dOmTcsGG2yQJNlmm22yxhprZOLEiTXLp06dmoqKinz1q19t0HphRa3I3F6aZ555JkmW+7kOjcXVV1+dbbbZJv3796/V7ndtVkdOWf8c5s2bV+svxzNmzMgzzzyTTp06pVOnThk5cmQOOOCAdOvWLS+99FLOOOOM9OnTJ4MGDUryyV+nBw8enGOOOSZXXnllFi5cmB/96Ec5+OCD3fWRQq3s3H700Ufz2GOPZdddd027du3y6KOP5pRTTslhhx2WtdZaq6jd4gtuefO6Z8+eOf3003PQQQdl5513zq677pr7778/f/jDH/Lggw8mSTp06JCjjz46w4cPT6dOndK+ffuccMIJ+epXv+oO6xRqZef2Sy+9lJtvvjl77rlnOnfunGeffTannHJKdt5552y55ZYF7RV89txOkrlz5+aOO+7IJZdcssT6ftdmtVRihU2aNKmUZInHsGHDSgsWLCjtvvvupbXXXru0xhprlDbYYIPSMcccU3rzzTdrbePtt98uHXLIIaU111yz1L59+9JRRx1Vev/99wvaI/jEys7tp556qrT99tuXOnToUGrVqlWpX79+pVGjRpU+/PDDAveKL7rlzevFrr766lKfPn1KrVq1KvXv3790991319rGBx98UDruuONKa621VqlNmzal/fbbrzRz5swG3hOobWXndkVFRWnnnXcuderUqVReXl7q06dP6fTTTy/NmTOngL2B/2dF5vZvfvObUuvWrUvvvffeUrfhd21WN2WlUqnUYOkfAAAASOIacgAAACiEQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAKIJADAABAAQRyAGhEzjnnnGy11VbL7XPkkUdm3333Xemx6ms7De3aa69Nx44diy4DAFaaQA4A9eDNN9/MSSedlD59+qRVq1ZZZ511ssMOO2Ts2LFZsGBBg9dTKpVy1VVXZfvtt8+aa66Zjh07ZsCAARkzZkwh9SzNK6+8krKysppH586ds/vuu+fpp59e7noHHXRQpk2b1kBVAsCqI5ADwEp6+eWXs/XWW2f8+PEZNWpUnn766Tz66KM544wz8sc//jF/+ctfGrymww8/PCeffHKGDBmSSZMm5ZlnnsmZZ56Ze+65J+PHj2/wepbnL3/5S2bOnJk///nPmTdvXvbYY4+89957S+27cOHCtG7dOl27dm3YIgFgFRDIAWAlHXfccWnRokWefPLJHHjggenXr1823HDDDBkyJPfee2/23nvvmr4VFRUZMmRI1lxzzbRv3z4HHnhgZs2atcxtL1q0KMOHD0/Hjh3TuXPnnHHGGSmVSsut5/bbb89NN92UW265Jf/zP/+TbbfdNr169cqQIUPywAMPZNddd13qelVVVTnxxBPTtWvXtGrVKjvuuGOeeOKJmuXvvvtuhg4dmrXXXjutW7dO3759M27cuJrlr732Wg488MB07NgxnTp1ypAhQ/LKK6985uvXuXPndOvWLQMGDMgvfvGLzJo1K4899ljNEfTbbrstX//619OqVavcdNNNSz1l/Q9/+EO23XbbtGrVKl26dMl+++1Xa79OO+20rLfeemnbtm223377PPjgg59ZFwCsagI5AKyEt99+O+PHj8/xxx+ftm3bLrVPWVlZkqS6ujpDhgzJO++8k4ceeigTJkzIyy+/nIMOOmiZ27/kkkty7bXX5pprrsnf/va3vPPOO7nrrruWW9NNN92UTTbZJEOGDFlqLR06dFjqemeccUZ+97vf5brrrsvkyZPTp0+fDBo0KO+8806S5Mwzz8y///3v3HfffZkyZUrGjh2bLl26JPnkyPWgQYPSrl27/PWvf80jjzySNddcM4MHD85HH3203Hr/W+vWrZOk1jo/+clPctJJJ2XKlCkZNGjQEuvce++92W+//bLnnnvm6aefzsSJE7PddtvVLP/Rj36URx99NLfeemueffbZfOc738ngwYMzffr0Fa4LAFaFFkUXAACrsxdffDGlUimbbLJJrfYuXbrkww8/TJIcf/zxufDCCzNx4sT861//yowZM9KjR48kyfXXX58vfelLeeKJJ7Ltttsusf0xY8ZkxIgR2X///ZMkV155Zf785z8vt6bp06cvUc9nmT9/fsaOHZtrr702e+yxR5Lk//7v/zJhwoRcffXVOf3001NRUZGtt946AwYMSJL06tWrZv3bbrst1dXV+e1vf1vzB4hx48alY8eOefDBB7P77rt/Zg3vvfdezjvvvKy55prZbrvt8sEHHyRJTj755Jr9X5qf//znOfjggzNy5Miatv79+yf55IyEcePGpaKiIt27d0+SnHbaabn//vszbty4jBo16nO8SgBQvwRyAFgFHn/88VRXV2fo0KGpqqpKkkyZMiU9evSoCeNJstlmm6Vjx46ZMmXKEoF8zpw5mTlzZrbffvuathYtWmTAgAHLPW39s05pX5qXXnopCxcuzA477FDTtsYaa2S77bbLlClTkiTHHntsDjjggEyePDm777579t1333zta19Lkvzzn//Miy++mHbt2tXa7ocffpiXXnppuWN/7WtfS7NmzTJ//vxsuOGGue2227LOOuvUnO6++A8Ay/LMM8/kmGOOWeqyf/3rX1m0aFE23njjWu1VVVXp3LnzcrcLAKuaQA4AK6FPnz4pKyvL1KlTa7VvuOGGSf7fKdgNaeONN84LL7xQ79vdY4898uqrr+ZPf/pTJkyYkN122y3HH398fvGLX2TevHnZZpttctNNNy2x3tprr73c7d52223ZbLPN0rlz56V+ndmyLgVYbHmv8bx589K8efM89dRTad68ea1la6655nK3CwCrmmvIAWAldO7cOd/85jdz2WWXZf78+cvt269fv7z22mt57bXXatr+/e9/57333stmm222RP8OHTpk3XXXzWOPPVbT9vHHH+epp55a7jiHHnpopk2blnvuuWeJZaVSKXPmzFmifaONNkrLli3zyCOP1LQtXLgwTzzxRK3a1l577QwbNiw33nhjxowZk6uuuipJ8uUvfznTp09P165d06dPn1qPZV2zvliPHj2y0UYb1fm7xbfccstMnDhxqcu23nrrLFq0KLNnz16irm7dutVpPACoLwI5AKykK664Ih9//HEGDBiQ2267LVOmTMnUqVNz44035oUXXqg5Mjtw4MBsscUWGTp0aCZPnpzHH388RxxxRL7+9a8v87Tsk046KRdccEHuvvvuvPDCCznuuOOW+ZVgix144IE56KCDcsghh2TUqFF58skn8+qrr+aPf/xjBg4cmEmTJi2xTtu2bXPsscfm9NNPz/33359///vfOeaYY7JgwYIcffTRSZKzzjor99xzT1588cU8//zz+eMf/5h+/folSYYOHZouXbpkyJAh+etf/5oZM2bkwQcfzIknnpjXX399JV7dz3b22Wfnlltuydlnn50pU6bkX//6Vy688MIkn5wtMHTo0BxxxBG58847M2PGjDz++OMZPXp07r333lVaFwB8FqesA8BK2mijjfL0009n1KhRGTFiRF5//fWUl5dns802y2mnnZbjjjsuySd3OL/nnntywgknZOedd06zZs0yePDg/PrXv17mtk899dTMnDkzw4YNS7NmzfLd7343++2331KPci9WVlaWm2++OVdddVWuueaa/PznP0+LFi3St2/fHHHEEUu9U3mSXHDBBamurs7hhx+e999/PwMGDMif//znrLXWWkmSli1bZsSIEXnllVfSunXr7LTTTrn11luTJG3atMnDDz+cH//4x9l///3z/vvvZ7311stuu+2W9u3b1/WlXSG77LJL7rjjjpx33nm54IIL0r59++y88841y8eNG5fzzz8/p556av7zn/+kS5cu+cpXvpJvfetbq7QuAPgsZaW63PkFAAAAWClOWQcAAIACCOQAAABQAIEcAAAACiCQAwAAQAEEcgAAACiAQA4AAAAFEMgBAACgAAI5AAAAFEAgBwAAgAII5AAAAFAAgRwAAAAK8P8DmGNqMnBaG0UAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt \n", + "\n", + "# Предполагаем, что df уже определен и содержит данные \n", + "datal = df[:100].copy() \n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "plt.hist(datal['Close'], bins=30, color='skyblue', edgecolor='black')\n", + "plt.title('Histogram of Gold Prices')\n", + "plt.xlabel('Gold Close Price')\n", + "plt.ylabel('Frequency')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Данная диаграмма отображает цену закрытия на золото на маленьком срезе данных, что позволяет сделать вывод о том, что цена нестабильна и быстро меняется" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/lab_1/requirements.txt b/lab_1/requirements.txt new file mode 100644 index 00000000..ef0824c4 --- /dev/null +++ b/lab_1/requirements.txt @@ -0,0 +1,32 @@ +asttokens==2.4.1 +colorama==0.4.6 +comm==0.2.2 +debugpy==1.8.5 +decorator==5.1.1 +executing==2.1.0 +ipykernel==6.29.5 +ipython==8.27.0 +jedi==0.19.1 +jupyter_client==8.6.3 +jupyter_core==5.7.2 +matplotlib-inline==0.1.7 +nest-asyncio==1.6.0 +numpy==2.1.1 +packaging==24.1 +pandas==2.2.2 +parso==0.8.4 +platformdirs==4.3.6 +prompt_toolkit==3.0.47 +psutil==6.0.0 +pure_eval==0.2.3 +Pygments==2.18.0 +python-dateutil==2.9.0.post0 +pytz==2024.2 +pywin32==306 +pyzmq==26.2.0 +six==1.16.0 +stack-data==0.6.3 +tornado==6.4.1 +traitlets==5.14.3 +tzdata==2024.1 +wcwidth==0.2.13 diff --git a/lab_1/скрин.jpg b/lab_1/скрин.jpg new file mode 100644 index 00000000..f984a9f9 Binary files /dev/null and b/lab_1/скрин.jpg differ