{ "cells": [ { "cell_type": "markdown", "id": "b7221b46-14b3-4264-9838-73545ad165fc", "metadata": {}, "source": [ "# ЗАДАНИЯ НА JUPITYER_LAB. Исупов Андрей ИНБб-2301" ] }, { "cell_type": "code", "execution_count": 2, "id": "9fe5bdb2-9ea3-45af-88da-ce04ade61117", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Хеллоу, Ворлд!\n", "593.5833333333334\n" ] } ], "source": [ "print(\"Хеллоу, Ворлд!\")\n", "print(7123/12)" ] }, { "cell_type": "markdown", "id": "d39c245d-f9a4-445b-b184-7475243a4bd7", "metadata": {}, "source": [ "# ЗАДАНИЕ 3" ] }, { "cell_type": "code", "execution_count": 3, "id": "39458166-d2e3-432a-9dea-5ed7c93746db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Первичный осмотр данных:\n", " ФИО Годы Оценки\n", "0 Егор 19 78\n", "1 Дарья 20 85\n", "2 Илья 21 92\n", "3 Марина 22 88\n", "\n", "Системная информация о таблице:\n", "\n", "RangeIndex: 4 entries, 0 to 3\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 ФИО 4 non-null object\n", " 1 Годы 4 non-null int64 \n", " 2 Оценки 4 non-null int64 \n", "dtypes: int64(2), object(1)\n", "memory usage: 228.0+ bytes\n", "None\n", "\n", "Статистическая сводка:\n", " Годы Оценки\n", "count 4.000000 4.000000\n", "mean 20.500000 85.750000\n", "std 1.290994 5.909033\n", "min 19.000000 78.000000\n", "25% 19.750000 83.250000\n", "50% 20.500000 86.500000\n", "75% 21.250000 89.000000\n", "max 22.000000 92.000000\n", "\n", "Проверка на отсутствующие данные:\n", "ФИО 0\n", "Годы 0\n", "Оценки 0\n", "dtype: int64\n", "\n", "Обновленный DataFrame с дополнительными баллами:\n", " ФИО Годы Оценки Доп. Баллы\n", "0 Егор 19 78 89.70\n", "1 Дарья 20 85 97.75\n", "2 Илья 21 92 105.80\n", "3 Марина 22 88 101.20\n", "\n", "Группировка по возрасту (средний балл):\n", " Оценки\n", "Годы \n", "19 78.0\n", "20 85.0\n", "21 92.0\n", "22 88.0\n", "\n", "Отбор записей: студенты, которым больше 19 лет:\n", " ФИО Годы Оценки Доп. Баллы\n", "1 Дарья 20 85 97.75\n", "2 Илья 21 92 105.80\n", "3 Марина 22 88 101.20\n", "\n", "--- Математические операции с numpy ---\n", "Суммарное значение элементов: 45\n", "Средний показатель: 9.0\n", "Медианное значение: 9.0\n", "Стандартное отклонение: 4.242640687119285\n", "\n", "Матрица 2x2:\n", "[[2 4]\n", " [6 8]]\n", "\n", "Равномерно распределённые числа от -1 до 1 (8 значений):\n", "[-1. -0.71428571 -0.42857143 -0.14285714 0.14285714 0.42857143\n", " 0.71428571 1. ]\n", "\n", "Случайные значения из нормального распределения (4x4):\n", "[[-1.35123562 0.79064283 -0.62150432 -0.42105676]\n", " [ 0.186934 0.55233164 1.05094969 0.6848711 ]\n", " [ 1.23254515 -2.44194038 0.82200567 -0.86573383]\n", " [ 1.35636809 -1.95776786 -1.07051892 0.99743285]]\n", "\n", "Результат умножения матриц M1 и M2:\n", "[[36 41]\n", " [64 73]]\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "# --- 1. Создание таблицы --- \n", "dataset = {\n", " \"ФИО\": [\"Егор\", \"Дарья\", \"Илья\", \"Марина\"],\n", " \"Годы\": [19, 20, 21, 22],\n", " \"Оценки\": [78, 85, 92, 88]\n", "}\n", "df = pd.DataFrame(dataset)\n", "\n", "# Анализ содержимого\n", "print(\"Первичный осмотр данных:\")\n", "print(df.head()) # Вывод первых строк таблицы\n", "print(\"\\nСистемная информация о таблице:\")\n", "print(df.info()) # Общая информация о DataFrame\n", "print(\"\\nСтатистическая сводка:\")\n", "print(df.describe()) # Основные статистические показатели\n", "print(\"\\nПроверка на отсутствующие данные:\")\n", "print(df.isnull().sum()) # Подсчёт пропущенных значений\n", "\n", "# --- 2. Добавление вычисляемого столбца --- \n", "df[\"Доп. Баллы\"] = df[\"Оценки\"] * 1.15\n", "print(\"\\nОбновленный DataFrame с дополнительными баллами:\")\n", "print(df)\n", "\n", "# --- 3. Группировка информации --- \n", "df_grouped = df.groupby(\"Годы\").agg({\"Оценки\": \"mean\"})\n", "print(\"\\nГруппировка по возрасту (средний балл):\")\n", "print(df_grouped)\n", "\n", "# --- 4. Фильтрация по критериям --- \n", "df_filtered = df[df[\"Годы\"] > 19]\n", "print(\"\\nОтбор записей: студенты, которым больше 19 лет:\")\n", "print(df_filtered)\n", "\n", "# --- 5. Использование numpy --- \n", "numbers = np.array([3, 6, 9, 12, 15])\n", "\n", "print(\"\\n--- Математические операции с numpy ---\")\n", "print(\"Суммарное значение элементов:\", np.sum(numbers))\n", "print(\"Средний показатель:\", np.mean(numbers))\n", "print(\"Медианное значение:\", np.median(numbers))\n", "print(\"Стандартное отклонение:\", np.std(numbers))\n", "\n", "# Двумерный массив \n", "array_2d = np.array([[2, 4], [6, 8]])\n", "print(\"\\nМатрица 2x2:\")\n", "print(array_2d)\n", "\n", "# Генерация значений \n", "sequence = np.linspace(-1, 1, 8)\n", "print(\"\\nРавномерно распределённые числа от -1 до 1 (8 значений):\")\n", "print(sequence)\n", "\n", "random_matrix = np.random.randn(4, 4)\n", "print(\"\\nСлучайные значения из нормального распределения (4x4):\")\n", "print(random_matrix)\n", "\n", "# Операции над матрицами \n", "M1 = np.array([[2, 3], [4, 5]])\n", "M2 = np.array([[6, 7], [8, 9]])\n", "matrix_product = np.dot(M1, M2)\n", "\n", "print(\"\\nРезультат умножения матриц M1 и M2:\")\n", "print(matrix_product)" ] }, { "cell_type": "markdown", "id": "2d4dbb50-4734-481e-9d18-81f8a8b71266", "metadata": {}, "source": [ "# 4 ЗАДАНИЕ" ] }, { "cell_type": "code", "execution_count": 5, "id": "2fb66c86-bd7d-408f-80f5-a04ddd99f006", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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ta7eFj0N041wCAGow7wJ/enq6UlJSCpa0tLSgm4RYZYM69+VJiWXcCEuMD++34xDdOJcAgBrMu8A/duxYZWdnFyyZmZlBNwmxymZwqR0v5e4vfX9uXni/HYfoxrkEANRg3gX+xMREJScnF1mAcrHpGjs2lrb+KIVCRffZum3v2CR8HKIb5xIAUIN5F/iBSmODN0d2D8/kYoM6d++T8vLDj7aenCiN7MYgz1jAuQQA1GCBztKzc+dOrV+/vmB9w4YNbq79Jk2aqFWrVtq2bZs2btyoTZvC0+WtWbPGPbZo0cItQJXrnSql9wvP8GKDPvf9VPrRpVk4INp+xAbOJQCghooLhYrf364+8+bN0+mnn15i+4gRIzRz5ky3XHbZZSX2T5gwQXfcccchvYbN0mODd62en/IelBvfzuoPziUAwBOHmnMDDfzVgcAPAACAmpxzqeEHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADyWEHQDAESR/JC0aquUtUdqXFfq3FSqFRd0q1AenEsAQDT08C9YsECDBw9Wamqq4uLiNHv27CL7Q6GQxo8fr5YtW6pevXo688wztW7dusDaC3ht0Sbp0jelq+ZI174bfrR1247YwrkEAERL4N+1a5dOPPFEPfTQQ6Xunzx5sqZPn65HHnlEH330kRo0aKABAwZoz5491d5WwGsWBMfOlz7bKiXXkVKTwo+2btsJirGDcwkAiKaSnoEDB7qlNNa7P23aNN1+++0aMmSI2/bUU0/pyCOPdHcChg0bVs2tBTwu/chYJuXsldKSpLifyj7q15bSEqTMHVLGcqlXS0pCoh3nEgAQS4N2N2zYoM2bN7synoiUlBT16tVLixYtKvPncnNzlZOTU2QBcABW5702S2pa798BMcLWbfvabeHjEN04lwCAWAr8FvaN9egXZuuRfaVJT093FwaRJS0trcrbCsQ0G9S5L09KLOOGX2J8eL8dh+jGuQQAxFLgL6+xY8cqOzu7YMnMzAy6SUB0sxlcasdLuftL35+bF95vxyG6cS4BALEU+Fu0aOEev//++yLbbT2yrzSJiYlKTk4usgA4AJuusWNjaeuPNnim6D5bt+0dm4SPQ3TjXAIAYinwt23b1gX7uXPnFmyzenybrad3796Btg3wig3eHNk9PJOLDercvU/Kyw8/2npyojSyG4M8YwHnEgAQbbP07Ny5U+vXry8yUHf58uVq0qSJWrVqpTFjxuiuu+5Shw4d3AXAuHHj3Jz95557bpDNBvzTO1VK7xee4cUGfe77qfSjS7NwQLT9iA2cSwBAMXEhm/8yIPPmzdPpp59eYvuIESM0c+ZMNzXnhAkTNGPGDG3fvl19+/bVww8/rI4dOx7ya9hdARu8a/X8lPcAB8G3s/qDcwkA3ss5xJwbaOCvDgR+AAAA1OScG7U1/AAAAAAqjsAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeCwh6AYAAAAAMSc/JK3aKmXtkRrXlTo3lWrFKRpFfQ//jh07NGbMGLVu3Vr16tVTnz59tGTJkqCbBQAAgJpq0Sbp0jelq+ZI174bfrR12x6Foj7wX3nllXr77bf19NNPa+XKlTrrrLN05pln6ttvvw26aQAAAKhpFm2Sxs6XPtsqJdeRUpPCj7Zu26Mw9MeFQqGQotSPP/6opKQkvfrqqxo0aFDB9p49e2rgwIG66667DvocOTk5SklJUXZ2tpKTk6u4xQAAAPC6jOfSN8PhPi1JiitUwmOROnOH1KWZNHNgtZT3HGrOjeoa/v379ysvL09169Ytst1KexYuXFjqz+Tm5rql8AcBAAAAVJjV7K/NkprWKxr2ja3b9rXbwsd1baZoEdUlPda737t3b02cOFGbNm1y4X/WrFlatGiRvvvuu1J/Jj093V3pRJa0tLRqbzcAAAA8lLVH2pcnJZbRZ54YH95vx0WRqA78xmr3reroqKOOUmJioqZPn67hw4erVq3Smz527Fh3WyOyZGZmVnubAQAA4KHGdaXa8VLu/tL35+aF99txUSTqA3/79u01f/587dy504X3jz/+WPv27VO7du1KPd4uCqyGqfACAAAAVJhNvdmxsbT1x3DNfmG2bts7NgkfF0WiPvBHNGjQQC1btlRWVpbmzJmjIUOGBN0kAAAA1CS14qSR3cOz8tgA3d37pLz88KOtJydKI7tF3Xz8UT1Lj7Fwb0089thjtX79et14441uEO/777+v2rVrH/TnmaUHAAAAlcqm3sxYFh7Au++nMh7r2bew3ztV1cWLWXqMvQGry//mm2/UpEkTnX/++br77rsPKewDAAAAlc5Cfa+WMfNNu1Hfw19R9PADAACgJufcmKnhBwAAAHD4CPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMeiOvDn5eVp3Lhxatu2rerVq6f27dtr4sSJCoVCQTcNAAAAiAkJimKTJk1SRkaGnnzySXXu3FmffPKJLrvsMqWkpGj06NFBNw8AAACIelEd+D/88EMNGTJEgwYNcutt2rTRc889p48//rjMn8nNzXVLRE5OTrW0FQAAAIhGUV3S06dPH82dO1dr16516ytWrNDChQs1cODAMn8mPT3d3QGILGlpadXYYgAAACC6xIWiuCA+Pz9ft956qyZPnqz4+HhX03/33Xdr7Nixh9XDb6E/OztbycnJ1dRyAAAAoGpZzrUO7oPl3Kgu6XnxxRf1zDPP6Nlnn3U1/MuXL9eYMWOUmpqqESNGlPoziYmJbgEAAAAQ5YH/xhtv1C233KJhw4a59a5du+rrr792ZTtlBX4AAAAAMVLDv3v3btWqVbSJVtpjpT4AAAAAYryHf/Dgwa5mv1WrVq6kZ9myZZo6daouv/zyoJsGAAAAxISoHrS7Y8cO98Vbr7zyirZs2eJq94cPH67x48erTp06lTqYAQAAAIglh5pzozrwVwYCPwAAAGpyzo3qGn4AAAAAFUPgBwAAADxG4AcAAAA8RuAHAAAAPEbgBwAAADxWrnn4e/ToccD9n376aXnbAwAAACDowL98+XJdf/31atiwoWxWz/T0dF199dVq0qRJZbYNAAAAQAWVax7+WrVqafPmzWrevLlbT0pK0ooVK9SuXTtFG+bhBwAAgI+qdB7+Bg0aaOfOne7P+/fv1549e3TTTTcVbAMAAAAQHcoV+Lt27arbbrtNixcvdkG/RYsWio+P10knnaTVq1dXfisBAAAAVF8N/5QpUzR06FC98MIL7jbCrFmzNGjQIE2dOlWnnnqqsrKyytcaAAAAAMHX8Ef88MMPbqCu9e5HLFy4UH379lW0oIYfAAAAPjrUnFuuHv6IZs2aldgWTWEfAAAAqOnKFfhfe+21A+4/55xzytseAAAAAEEH/nPPPVdxcXHuz8Urgmx7Xl5e5bQOAAAAQPXP0nPRRRe5ufcnTpyoH3/8Ufn5+QULYR8AAACI8cD/9NNPa+7cufr73/+ujh076plnnqn8lgEAAAAIJvCbnj17at68ebr//vt15513ujn4FyxYUPEWAQAAAAg28NsUQJHljDPO0AcffKAhQ4bo7LPPdvX9AAAAAGJ40G6jRo0KBu0WZgN4X3/99cpoFwAAAICgAv97771XGa8NAAAAIBoDf79+/Sq/JQAAAACiI/D/4x//OOD+E044obztAQAAABB04O/WrZur4bea/eJfwMUXbwEAAAAxHvg3bNhQEPK7dOmiN998U61bt67stgEAAAAIIvAXDvfWo3/00UcT+AEAAACfvngLAAAAQA0I/NbDX9qc/AAAAABitKSncePGBSF/586d6t69u2rV+ve1w7Zt2yqvhQAAAACqN/BPmzat/K8IAAAAILoD/4gRIyq/JQAAAACip4b/iy++0O23367hw4dry5Ytbttbb72lVatWVWb7AABATZAfklb+IC3IDD/aOoDgAv/8+fPVtWtXffTRR3r55ZddHb9ZsWKFJkyYoMrUpk2bgoHBhZdRo0ZV6usAAICALNokXfqmdNUc6dp3w4+2btsBBBP4b7nlFt111116++23VadOnYLtZ5xxhhYvXqzKtGTJEn333XcFi72mGTp0aKW+DgAACICF+rHzpc+2Ssl1pNSk8KOt23ZCPxBM4F+5cqXOO++8EtubN2+urVu3qjI1a9ZMLVq0KFjeeOMNtW/fXv369avU1wEAANXMynYylkk5e6W0JKl+bSk+Lvxo67Y9YznlPUAQgb9Ro0aut724ZcuW6aijjlJV2bt3r2bNmqXLL7+8zLn/c3NzlZOTU2QBAABRaNVWaW2W1LSefbFP0X22btvXbgsfB6B6A/+wYcN08803a/PmzS545+fn64MPPtANN9ygX/3qV6oqs2fP1vbt23XppZeWeUx6erpSUlIKlrS0tCprDwAAqICsPdK+PCmxjEkDE+PD++04AOUWFwqFDvs+mfW026DZmTNnKi8vTwkJCe7xwgsvdNvi4+NVFQYMGODGDLz++utlHmM9/LZEWA+/hf7s7GwlJydXSbsAAEA52Gw8NkDXavatjKe43fvCZT2PDZC6NguihUBUs5xrHdwHy7nlmoffQvdjjz2mcePG6bPPPiv4tt0OHTqoqnz99dd655133KxAB5KYmOgWAAAQ5To3lTo2Dg/QTUsoWtZj/ZFbf5S6NAsfB6DcyhX4I1q1auWW6vDEE0+4QcGDBg2qltcDAABVrFacNLJ7eDaezB3hmn0r48nNC4f95ERpZLfwcQCqN/Bfd911B9w/depUVSYbI2CB377h18qHAACAJ3qnSun9wrP12ABeq9mvHR/u2bewb/sBVEi50rPNxlPYwoUL1bNnT9WrV6/M2XMqwkp5Nm7c6GbnAQAAnrFQ36tleDYeG6DbuG64jIeefSC4QbvFJSUluW/ZbdeunWJ1MAMAAAAQSw4155ZrWs7iKuGaAQAAAEAVqHDgt1lz9uzZ4wbUAgAAAPCghr9x48auVt+Cvs15b1/C1bBhw8pvHQAAAIDqD/zTpk1zjzZIt3Pnzm4BAAAA4Engt+kxAQAAAES/Ck1qv3r1ajdd5t69e4tsP+eccyraLgAAAABBBf4vv/xS5513nlauXOlq+SOz9ETm4M/Ly6uMtgEAAAAIYpaea665Rm3bttWWLVtUv359rVq1SgsWLNBJJ52kefPmVbRNAAAAAILs4V+0aJHeffddNW3aVLVq1XJL3759lZ6ertGjR5f4Jl4AAAAAMdTDbyU79u26xkL/pk2b3J9bt26tNWvWVG4LAQAAAFRvD3+XLl20YsUKV9bTq1cvTZ48WXXq1NGMGTPUrl278rcGAAAAQPCB//bbb9euXbvcn++8806dffbZ+tnPfqYjjjhCL7zwQuW2EAAAAEC5xYUiU+xU0LZt2wq+gTea5OTkKCUlRdnZ2UpOTg66OQAAAEC15twKzcNfWJMmTSrrqQAAAABUknIF/v/+7/8+4P6XX365vO0BAAAAEPQsPXbrILL89a9/ddNyFt4GAAAAwJMafpue02bsidbZeajhBwAAgI8ONeeWq4cfAAAAQGwg8AMAAAAeK9eg3enTpxf8ef/+/Zo5c6b7xt2I0aNHV07rAAAAAFR/Db99w26ZTxgXpy+//FLRghp+AAAA+KhK5+HfsGFDRdoGAAAAIFpr+GfMmKGLL75YzzzzTMF6x44ddcwxx2jKlClV0UYAAAAA5XRYPfwW8q+//nqdddZZuvHGG7V+/XpNmzZNN9xwg/Lz83XnnXe6cp+DfTEXAAAAgCgM/A8//LAyMjJcD//SpUvVq1cvt37VVVe5/ampqXrggQcI/AAAAEAslvR8/vnn6t27t/tzz5493TfsWuiPOO2007Ry5crKbyUAAACAqg/8ubm5ql+/fsF6YmKiGjZsWLBer1495eXlla8lAAAAAIIN/EcddZSr24+YNWuWWrZsWbC+Zs0atWnTpnJbCAAAAKB6An+/fv305ptvFqwPGTLE9epH2Iw9ffr0KX9rAAAAAAT/xVtl2bFjh+rWravatWsrWvDFWwAAAPBRlX7xVlmSkpIq8+kAAAAAVPcXbwEAAACIHZXaww8AACpZfkhatVXK2iM1rit1birVigu6VSgvzicCEPWB/9tvv9XNN9+st956S7t379YxxxyjJ554QieddFLQTQMAoGot2iRlLJPWZkn78qTa8VLHxtLI7lLv1KBbh8PF+URAorqkJysrS6eeeqobBGyBf/Xq1ZoyZYoaN24cdNMAAKj6cDh2vvTZVim5jpSaFH60ddtu+xE7OJ8IUFT38E+aNElpaWmuRz+ibdu2gbYJAIBqKfuwnuCcvVJakhT3U8lH/dpSWoKUuUPKWC71akk5SCzgfCJgUd3D/9prr7nSnaFDh6p58+bq3r27HnvssYN+G7BNUVR4AQAgpliNt5V9NK3373AYYeu2fe228HGIfpxPBCyqA/+XX36pjIwMdejQQXPmzNHIkSM1evRoPfnkk2X+THp6upuPNLLYHQIAAGKKDei0Gu/EMm7EJ8aH99txiH6cTwQsqgN/fn6+evTooXvuucf17v/v//6vrrrqKj3yyCNl/szYsWPdlw9ElszMzGptMwAAFWazt9iAztz9pe/P/WnApx2H6Mf5RMCiOvC3bNlSxx9/fJFtxx13nDZu3FjmzyQmJrpvGiu8AAAQU2yqRpu9ZeuPUihUdJ+t2/aOTcLHIfpxPhGwqA78NkPPmjVrimxbu3atWrduHVibAACocjZw06ZqtFlcbEDn7n1SXn740daTE6WR3RjgGSs4nwhYVAf+a6+9VosXL3YlPevXr9ezzz6rGTNmaNSoUUE3DQCAqmXzsqf3k7o0Dc/usmln+LFLMyn9NOZtjzWcTwQoLhQqfm8purzxxhuuLn/dunVuSs7rrrvO1fEfKpulxwbvWj0/5T0AgJjDN7P6hfOJSnSoOTfqA39FEfgBAABQk3NuVJf0AAAAAKgYAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgsYSgG4AYlx+SVm2VsvZIjetKnZtKteKCbhUAAABipYf/jjvuUFxcXJGlU6dOQTcLZtEm6dI3pavmSNe+G360ddsOAACAqBATPfydO3fWO++8U7CekBATzfabhfqx86WcvVLTelJigpS7X/psa3h7ej+pd2rQrQQAAKjxYiI5W8Bv0aJF0M1A4TKejGXhsJ+WJMX9VMJTv7aUliBl7pAylku9WlLeAwAAELCoL+kx69atU2pqqtq1a6eLLrpIGzduLPPY3Nxc5eTkFFlQyaxmf21WuGc/EvYjbN22r90WPg4AAACBivrA36tXL82cOVN/+9vflJGRoQ0bNuhnP/uZduzYUerx6enpSklJKVjS0tKqvc3eswG6+/LCZTylSYwP77fjAAAAEKi4UCgUUgzZvn27WrduralTp+qKK64otYfflgjr4bfQn52dreTk5GpuradW/hAeoJtcJ1zGU9zufeFyn8cGSF2bBdFCAAAA7+Xk5LgO7oPl3Jio4S+sUaNG6tixo9avX1/q/sTERLegCtnUmx0bhwfoWs1+4bIeu37c+qPUpVn4OAAAAAQq6kt6itu5c6e++OILtWzZMuim1Fw2EHdk93APvw3QtR79vPzwo60nJ0ojuzFgFwAAIApEfeC/4YYbNH/+fH311Vf68MMPdd555yk+Pl7Dhw8Pumk1m025aVNvdmkaLt/ZtDP8aD376acxJScAAECUiPqSnm+++caF+3/9619q1qyZ+vbtq8WLF7s/I2AW6m3qTb5pFwAAIGpFfeB//vnng24CDsTCPQNzAQAAolbUl/QAAAAAKD8CPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4DECPwAAAOAxAj8AAADgMQI/AAAA4LGEoBsAAEC55YekVVulrD1S47pS56ZSrbigWwUAUYXADwCITYs2SRnLpLVZ0r48qXa81LGxNLK71Ds16NYBQNSIqZKee++9V3FxcRozZkzQTQEABB32x86XPtsqJdeRUpPCj7Zu220/ACC2Av+SJUv06KOP6oQTTgi6KQCAoMt4rGc/Z6+UliTVry3Fx4Ufbd22ZywPHwcAiI3Av3PnTl100UV67LHH1Lhx4wMem5ubq5ycnCILAMAjVrNvZTxN60lxxer1bd22r90WPg4AEBuBf9SoURo0aJDOPPPMgx6bnp6ulJSUgiUtLa1a2ggAqCY2QNdq9hPLGIaWGB/eb8cBAKI/8D///PP69NNPXZA/FGPHjlV2dnbBkpmZWeVtBABUI5uNxwbo5u4vfX/uTwN47TgAQHTP0mNh/ZprrtHbb7+tunUP7R/uxMREtwAAPGVTb9psPDZANy2haFlPKCRt/VHq0ix8HAAgunv4ly5dqi1btqhHjx5KSEhwy/z58zV9+nT357y8vKCbCACobjbPvk29abPyZO6Qdu+T8vLDj7aenCiN7MZ8/AAQCz38/fv318qVK4tsu+yyy9SpUyfdfPPNio+PD6xtAIAA2Tz76f1KzsNvPfsW9pmHHwBiI/AnJSWpS5cuRbY1aNBARxxxRIntAIAaxkJ9r5Z80y4AxHLgBwDggCzcd20WdCsAIKrFXOCfN29e0E0AAAAAYkZUD9oFAAAAUDEEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMEfgAAAMBjBH4AAADAYwR+AAAAwGMJQTfAa/khadVWKWuP1Liu1LmpVCsu6FYBAABUHfJP1In6wJ+RkeGWr776yq137txZ48eP18CBAxXVFm2SMpZJa7OkfXlS7XipY2NpZHepd2rQrQMAAKh85J+oFPUlPUcffbTuvfdeLV26VJ988onOOOMMDRkyRKtWrVJU/7KPnS99tlVKriOlJoUfbd22234AAACfkH+iVlwoFAopxjRp0kT33XefrrjiioMem5OTo5SUFGVnZys5Obl6bmNd+mb4lzstSYordAvLPurMHVKXZtLMgdzeAgAAfiD/BOJQc27U9/AXlpeXp+eff167du1S7969Sz0mNzfXvfnCS7WymjW7jdW0XtFfdmPrtn3ttvBxAAAAPiD/RLWYCPwrV65Uw4YNlZiYqKuvvlqvvPKKjj/++FKPTU9Pd1c6kSUtLa16G2sDVKxmLbGM4RGJ8eH9dhwAAIAPyD9RLSYC/7HHHqvly5fro48+0siRIzVixAitXr261GPHjh3rbmtElszMzOptrI1GtwEquftL35/70wAWOw4AAMAH5J+oFvWz9Jg6deromGOOcX/u2bOnlixZovvvv1+PPvpoiWPtLoAtgbGpp2w0uqthSyhZw7b1x3ANmx0HAADgA/JPVIuJHv7i8vPzXa1+VLKBKDb1lI1KtwEqu/dJefnhR1tPTpRGdmPACgAA8Af5J6pFfQ+/lejYnPutWrXSjh079Oyzz2revHmaM2eOopbNM5ver+Q8tHZla7/szEMLAAB8Q/6JWlEf+Lds2aJf/epX+u6779wg3BNOOMGF/Z///OeKavZL3asl3zQHAABqDvJPVIrJefgPR7XPww8AAABUAy/n4QcAAABweAj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxwj8AAAAgMcI/AAAAIDHCPwAAACAxxLkuVAoVPDVwwAAAIAvIvk2kndrbODfsWOHe0xLSwu6KQAAAECV5N2UlJQy98eFDnZJEOPy8/O1adMmJSUlKS4uLpArL7vYyMzMVHJycrW/PioP59IfnEu/cD79wbn0B+eyeliMt7CfmpqqWrVq1dwefnvzRx99dNDNcL/s/ML7gXPpD86lXzif/uBc+oNzWfUO1LMfwaBdAAAAwGMEfgAAAMBjBP4qlpiYqAkTJrhHxDbOpT84l37hfPqDc+kPzmV08X7QLgAAAFCT0cMPAAAAeIzADwAAAHiMwA8AAAB4jMAPAAAAeIzAX4UeeughtWnTRnXr1lWvXr308ccfB90klEN6erpOPvlk923NzZs317nnnqs1a9YE3SxUgnvvvdd9A/eYMWOCbgrK4dtvv9XFF1+sI444QvXq1VPXrl31ySefBN0sHKa8vDyNGzdObdu2deexffv2mjhxovsGUUS/BQsWaPDgwe6bXu3f09mzZxfZb+dx/PjxatmypTu/Z555ptatWxdYe2sqAn8VeeGFF3Tddde5Kak+/fRTnXjiiRowYIC2bNkSdNNwmObPn69Ro0Zp8eLFevvtt7Vv3z6dddZZ2rVrV9BNQwUsWbJEjz76qE444YSgm4JyyMrK0qmnnqratWvrrbfe0urVqzVlyhQ1btw46KbhME2aNEkZGRl68MEH9fnnn7v1yZMn64EHHgi6aTgE9n+hZRzr5CyNncvp06frkUce0UcffaQGDRq4PLRnz55qb2tNxrScVcR69K1X2P4BM/n5+UpLS9Pvfvc73XLLLUE3DxXwww8/uJ5+uxA47bTTgm4OymHnzp3q0aOHHn74Yd11113q1q2bpk2bFnSzcBjs39EPPvhA77//ftBNQQWdffbZOvLII/X4448XbDv//PNdb/CsWbMCbRsOj/Xwv/LKK+5OuLGIaT3/119/vW644Qa3LTs7253vmTNnatiwYQG3uOagh78K7N27V0uXLnW3rSJq1arl1hctWhRo21Bx9o+VadKkSdBNQTnZHZtBgwYV+TuK2PLaa6/ppJNO0tChQ90FePfu3fXYY48F3SyUQ58+fTR37lytXbvWra9YsUILFy7UwIEDg24aKmjDhg3avHlzkX9rU1JSXKcoeah6JVTz69UIW7dudTWJdgVbmK3/85//DKxdqDi7U2P13lZK0KVLl6Cbg3J4/vnnXZmdlfQgdn355ZeuDMRKJ2+99VZ3PkePHq06depoxIgRQTcPh3m3JicnR506dVJ8fLz7//Puu+/WRRddFHTTUEEW9k1peSiyD9WDwA8cZs/wZ5995nqfEHsyMzN1zTXXuLEYNpgesX3xbT3899xzj1u3Hn77u2l1wgT+2PLiiy/qmWee0bPPPqvOnTtr+fLlrmPFSkE4l0DloKSnCjRt2tT1Unz//fdFttt6ixYtAmsXKua3v/2t3njjDb333ns6+uijg24OysFK7WzgvNXvJyQkuMXGYtiAMvuz9SwiNtiMH8cff3yRbccdd5w2btwYWJtQPjfeeKPr5bd6bptp6ZJLLtG1117rZkhDbItkHvJQ8Aj8VcBuKffs2dPVJBbujbL13r17B9o2HD4bdGRh3wYivfvuu27qOMSm/v37a+XKla4HMbJYL7GVDtif7UIdscHK6opPj2s14K1btw6sTSif3bt3u3FuhdnfRft/E7HN/r+0YF84D1n5ls3WQx6qXpT0VBGrK7VbkRYmTjnlFDcDiE1dddlllwXdNJSjjMduNb/66qtuLv5I3aENPLJZJBA77PwVH3thU8TZPO6MyYgt1gNsgz2tpOeCCy5w33MyY8YMtyC22BzuVrPfqlUrV9KzbNkyTZ06VZdffnnQTcMhznq2fv36IgN1rQPFJrawc2rlWTYbWocOHdwFgH3ngpVrRWbyQTWxaTlRNR544IFQq1atQnXq1AmdcsopocWLFwfdJJSD/TUpbXniiSeCbhoqQb9+/ULXXHNN0M1AObz++uuhLl26hBITE0OdOnUKzZgxI+gmoRxycnLc30H7/7Ju3bqhdu3ahW677bZQbm5u0E3DIXjvvfdK/T9yxIgRbn9+fn5o3LhxoSOPPNL9Xe3fv39ozZo1QTe7xmEefgAAAMBj1PADAAAAHiPwAwAAAB4j8AMAAAAeI/ADAAAAHiPwAwAAAB4j8AMAAAAeI/ADAAAAHiPwAwAAAB4j8AMAAAAeI/ADAAAAHiPwA4CnLr30UsXFxZW5bN++PegmAgCqAYEfADz2i1/8Qt99912R5S9/+UvQzQIAVCMCPwB4LDExUS1atCiyNGnSpMgxdgHQuXNnd2ybNm00ZcqUIvvPOOMM9zO2/7jjjtPTTz9dsO+OO+5Qt27dCtb37t2rY445psgdhJkzZ6pRo0ZFnvOrr75yxyxfvrxgm63Pnj27YP3xxx9328aMGVOwzdo3bdq0gvW5c+e6Y84999wKflIA4C8CPwDUYEuXLtUFF1ygYcOGaeXKlS7Ajxs3zoX0iFGjRmnhwoVau3atrr76ao0YMUJff/11qc/34IMP6vvvv69wu3bt2uXa0bBhwzKPyc/P1/XXX3/AYwAAUkLQDQAABGfq1Knq37+/C9emY8eOWr16te677z43BsCcf/75Bcd36tTJPe7fv7/Ec23btk133XWXbr755oLnK6/Jkyfr+OOPL/V1Ip588knl5uZqyJAh2rlzZ4VeDwB8Rg8/ANRgn3/+uU499dQi22x93bp1ysvLK9g2cOBAV9Jz3nnn6f/+7//Uvn37Es9155136vTTT1ffvn0r1KZNmza5C5HipUWF7d69W7fffru7MEhIoO8KAA6EwA8AOKg//elPrvznpptuckH7hx9+KLLfLhDsmEmTJlX4tW677TYNHTpUJ554YpnH2B2IY489VoMHD67w6wGA7+gWAYAazAbhfvDBB0W22bqV9sTHxxdsO+qoo9zSpUsX3X///Zo/f75++ctfFuy3Mp4rr7zSDdj95ptvyt0eG8T75z//WWvWrCnzGJtpKCMjw7UBAHBwBH4AqMFs0OvJJ5+siRMn6n/+53+0aNEiN/D24Ycfdvs3bNigJUuWqHv37gqFQnrqqae0Y8cOde3ateA51q9fr40bN7rHA9mzZ0/Bn632PjKrjz2vzbRj/vCHP7g2paamlvk8Dz30kBtXYG0CABwcgR8AarAePXroxRdf1Pjx413ob9mypavFjwzYtUGzf/zjH7Vq1SoXzG3Q7ksvveTKaQrPqPP73/++xHSfhWVnZ6tevXoltvfq1ctdVNh0myYpKcmVDR2Izc5z9913V+BdA0DNEheyf8EBAAiAzeFvc+9HAj8AoPIxaBcAEBib+SdSzgMAqBr08AMAAAAeo4cfAAAA8BiBHwAAAPAYgR8AAADwGIEfAAAA8BiBHwAAAPAYgR8AAADwGIEfAAAA8BiBHwAAAJC//h+QQL/y2hiAnwAAAABJRU5ErkJggg==", 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SskWLFnXNnDnT73EsAwoErhD9j9MhBAAKE+010JZmXe3GFjq0SOc0+BveEih06JFe0CyvreL+PmcdH5/ZsCq9uq7e570CEgAEAuYAAAAAABYhAAAAkAd6oTf3Sjz+6NwP74vBAUCgYBIwAAB5oKveZEWX8MzuGABwAnMAAAAAAIswBAgAAACwCAEAAAAAsIh1cwD0ipJ6hU691HtOrqAJAAAABAMd2a9X8tYLJuoFCDNjXQDQyn9sbKzTxQAAAAAui4SEBKlSpUqm91sXALTl331isrrEOgAAABBMkpOTTUO3u76bGesCgHvYj1b+CQAAAAAobLIb5s4kYAAAAMAiBAAAAADAIgQAAAAAwCIEAAAAAMAiBAAAAADAIgQAAAAAwCIEAAAAAMAiBAAAAADAIgQAAAAAwCIEAAAAAMAiBAAAAADAIgETAMaPHy8hISEyZMiQLI9bsmSJ1K1bV8LCwqRRo0ayevXqAisjAAAAEOwCIgBs2bJFZs6cKY0bN87yuE2bNkmvXr2kf//+smPHDunRo4fZdu/eXWBlBQAAAIKZ4wHg7Nmz0rt3b3nttdckIiIiy2OnTJkiN998s4wYMULq1asnzz77rDRv3lymTp1aYOUFAAAAgpnjAWDQoEHStWtX6dixY7bHbt68OcNxnTt3Nvszk5qaKsnJyT4bAAAAYKtiTr74okWLZPv27WYIUE4kJiZKZGSkzz69rfszEx8fL+PGjfvDZQUAAHDSsMnHnC4CcmDSUN+6aiByrAcgISFBBg8eLG+99ZaZ0Hu5jBw5UpKSkjybvi4AAABgK8d6ALZt2ybHjx83Y/jd0tLSZOPGjWZMvw7dKVq0qM9joqKi5Ngx3/Srt3V/ZkJDQ80GAAAAwMEegA4dOsiuXbtk586dnq1ly5ZmQrD+nL7yr1q3bi3r1q3z2bd27VqzHwAAAEAA9wCUKVNGGjZs6LPviiuukAoVKnj29+nTR2JiYsw4fqVDhuLi4mTixIlm4rDOIdi6davMmjXLkfcAAAAABBvHVwHKyuHDh+Xo0aOe223atJEFCxaYCn+TJk1k6dKlsmLFigxBAgAAAIB/IS6XyyUW0WVAw8PDzYTgsmXLOl0cAACAHGEVoOAwycFVgHJazw3oHgAAAAAA+YsAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFjE0QAwffp0ady4sZQtW9ZsrVu3lg8++CDT4+fNmychISE+W1hYWIGWGQAAAAhmxZx88SpVqsj48eOldu3a4nK55F//+pd0795dduzYIQ0aNPD7GA0K+/bt89zWEAAAAAAgCAJAt27dfG4/99xzplfgyy+/zDQAaIU/KiqqgEoIAAAAFC4BMwcgLS1NFi1aJCkpKWYoUGbOnj0r1apVk9jYWNNbsGfPniyfNzU1VZKTk302AAAAwFaOB4Bdu3ZJ6dKlJTQ0VB544AFZvny51K9f3++xderUkTlz5sjKlStl/vz5cunSJWnTpo0cOXIk0+ePj4+X8PBwz6bBAQAAALBViEsH3zvowoULcvjwYUlKSpKlS5fK7NmzZcOGDZmGAG8XL16UevXqSa9eveTZZ5/NtAdANzftAdAQoK+n8wkAAACCwbDJx5wuAnJg0tBIcYrWc7XBO7t6rqNzAFSJEiWkVq1a5ucWLVrIli1bZMqUKTJz5sxsH1u8eHFp1qyZ7N+/P9NjtGdBNwAAAAABMAQoPR3W491in928AR1CFB0dfdnLBQAAABQGjvYAjBw5Urp06SJVq1aVM2fOyIIFC2T9+vWyZs0ac3+fPn0kJibGjONXzzzzjLRq1cr0GJw+fVomTJgghw4dkgEDBjj5NgAAAICg4WgAOH78uKnkHz161IxX0ouCaeW/U6dO5n6dG1CkyP86KU6dOiUDBw6UxMREiYiIMEOGNm3alKP5AgAAAAACYBJwoE6OAAAACCRMAg4Ok4JgEnDAzQEAAAAAcPkQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLOBoApk+fLo0bN5ayZcuarXXr1vLBBx9k+ZglS5ZI3bp1JSwsTBo1aiSrV68usPICAAAAwc7RAFClShUZP368bNu2TbZu3Srt27eX7t27y549e/wev2nTJunVq5f0799fduzYIT169DDb7t27C7zsAAAAQDAKcblcLgkg5cuXlwkTJphKfno9e/aUlJQUWbVqlWdfq1atpGnTpjJjxowcPX9ycrKEh4dLUlKS6XUAAAAIBsMmH3O6CMiBSUMjxSk5recGzByAtLQ0WbRokang61AgfzZv3iwdO3b02de5c2ezPzOpqanmZHhvAAAAgK2KOV2AXbt2mQr/+fPnpXTp0rJ8+XKpX7++32MTExMlMtI3Velt3Z+Z+Ph4GTdunAQSEnxwcDLBAwAAXC6O9wDUqVNHdu7cKV999ZX8/e9/l759+8q3336bb88/cuRI0w3i3hISEvLtuQEAAIBg43gPQIkSJaRWrVrm5xYtWsiWLVtkypQpMnPmzAzHRkVFybFjvq3nelv3ZyY0NNRsAAAAAAKgByC9S5cumXH7/uhQoXXr1vnsW7t2baZzBgAAAAAEUA+ADs/p0qWLVK1aVc6cOSMLFiyQ9evXy5o1a8z9ffr0kZiYGDOOXw0ePFji4uJk4sSJ0rVrVzNpWJcPnTVrlpNvAwAAAAgajgaA48ePm0r+0aNHzZJFelEwrfx36tTJ3H/48GEpUuR/nRRt2rQxIeGpp56SUaNGSe3atWXFihXSsGFDB98FAAAAEDwcDQCvv/56lvdrb0B6d9xxh9kAAAAAFII5AAAAAAAuHwIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBECAAAAAGARAgAAAABgEQIAAAAAYBFHA0B8fLxcc801UqZMGalUqZL06NFD9u3bl+Vj5s2bJyEhIT5bWFhYgZUZAAAACGaOBoANGzbIoEGD5Msvv5S1a9fKxYsX5aabbpKUlJQsH1e2bFk5evSoZzt06FCBlRkAAAAIZsWcfPEPP/wwQ+u+9gRs27ZNbrjhhkwfp63+UVFRBVBCAAAAoHAJqDkASUlJ5t/y5ctnedzZs2elWrVqEhsbK927d5c9e/ZkemxqaqokJyf7bAAAAICtAiYAXLp0SYYMGSJt27aVhg0bZnpcnTp1ZM6cObJy5UqZP3++eVybNm3kyJEjmc4zCA8P92waGgAAAABbBUwA0LkAu3fvlkWLFmV5XOvWraVPnz7StGlTiYuLk2XLlknFihVl5syZfo8fOXKk6VlwbwkJCZfpHQAAAACBz9E5AG4PPfSQrFq1SjZu3ChVqlTJ1WOLFy8uzZo1k/379/u9PzQ01GwAAAAAHO4BcLlcpvK/fPly+eSTT6RGjRq5fo60tDTZtWuXREdHX5YyAgAAAIVJMaeH/SxYsMCM59drASQmJpr9Ola/ZMmS5mcd7hMTE2PG8qtnnnlGWrVqJbVq1ZLTp0/LhAkTzDKgAwYMcPKtAAAAAEHB0QAwffp082+7du189s+dO1f69etnfj58+LAUKfK/jopTp07JwIEDTViIiIiQFi1ayKZNm6R+/foFXHoAAAAg+BRzeghQdtavX+9ze/LkyWYDAAAAEMSrAAEAAAC4/AgAAAAAgEUIAAAAAIBFCAAAAACARfI8CTglJUU2bNhgVum5cOGCz32PPPJIfpQNAAAAQCAEgB07dsgtt9wi586dM0GgfPnycvLkSSlVqpRUqlSJAAAAAAAUpiFAQ4cOlW7dupk1+fWCXV9++aW5GJeuyf/SSy/lfykBAAAAOBcAdu7cKcOHDzcX6CpatKikpqZKbGysvPjiizJq1Kj8KRkAAACAwAgAxYsX91ydV4f86DwAFR4eLgkJCflbQgAAAADOzgFo1qyZbNmyRWrXri1xcXEyZswYMwfgzTfflIYNG+Zf6QAAAAA43wPw/PPPS3R0tPn5ueeek4iICPn73/8uJ06ckFmzZuVvCQEAAAA42wPQsmVLz886BOjDDz/MvxIBAAAACKwegPbt28vp06fzvzQAAAAAAi8ArF+/PsPFvwAAAAAU0gCgQkJC8rckAAAAAAJzDoC69dZbpUSJEn7v++STT/5ImQAAAAAEWgBo3bq1lC5dOn9LAwAAACDwAoAO/xkxYoRZAQgAAABAIZ8D4HK58r8kAAAAAAIzAIwdO5bhPwAAAIAtQ4A0ACi98u++ffvMz3Xq1JGKFSvmb+kAAAAAON8DcO7cObn//vulcuXKcsMNN5hNf+7fv7+5DwAAAEAhCgBDhw6VDRs2yLvvvmuuCKzbypUrzb7hw4fnfykBAAAAODcE6J133pGlS5dKu3btPPtuueUWKVmypNx5550yffr0/CkdAAAAgMAYAhQZGZlhvy4LyhAgAAAAoJAFAL0ImE4EPn/+vGffb7/9JuPGjTP3AQAAAChEQ4Befvllufnmm6VKlSrSpEkTs++bb76RsLAwWbNmTX6XEQAAAICTAaBRo0byww8/yFtvvSV79+41+3r16iW9e/c28wAAAAAAFKIAsHHjRmnTpo0MHDgw/0sEAAAAILDmANx4443y66+/5n9pAAAAAAReAHC5XPlfEgAAAACBOQRIbd68WSIiIvzep1cGBgAAAFCIAsCtt97qd39ISIikpaX9kTIBAAAACKQhQCoxMVEuXbqUYaPyDwAAABSyAKCt/PkhPj5errnmGilTpoy5inCPHj1k37592T5uyZIlUrduXXPdAV2SdPXq1flSHgAAAKCwc3QS8IYNG2TQoEHy5Zdfytq1a+XixYty0003SUpKSqaP2bRpk7nmQP/+/WXHjh0mNOi2e/fufCkTAAAAUJiFuAJoSZ8TJ06YngANBplNJO7Zs6cJCKtWrfLsa9WqlTRt2lRmzJiR7WskJydLeHi4JCUlSdmyZcUJwyYfc+R1kTuThkY6XQQAADyoPwSHSQ7WH3Jazy2S16E7c+bMybBf973wwguSV1pYVb58+SxXH+rYsaPPvs6dO5v9/qSmppqT4b0BAAAAtsrTKkAzZ86UBQsWZNjfoEEDueuuu+Txxx/P9XPqBOIhQ4ZI27ZtpWHDhllOPo6M9E1Welv3ZxZWxo0bl+vyAAh8tIYFB3rTACCw5KkHQCvb0dHRGfZXrFhRjh49mqeC6FwAHce/aNEiyU8jR440PQvuLSEhIV+fHwAAACj0PQCxsbHyxRdfSI0aNXz2677KlSvn+vkeeughM6Z/48aNUqVKlSyPjYqKkmPHfFv99Lbu9yc0NNRsAAAAAPLYAzBw4EAzXGfu3Lly6NAhs+n4/6FDh5r7ckrnH2vlf/ny5fLJJ59kCBT+tG7dWtatW+ezT1cQ0v0AAAAALkMPwIgRI+SXX36RBx98UC5cuGD26Zr8OvZfh9zkZtiPziVYuXKluRaAexy/zl4uWbKk+blPnz4SExNjxvKrwYMHS1xcnEycOFG6du1qhgxt3bpVZs2alZe3AgAAAFilWF4vBKar/YwePVq+++47U1mvXbt2rofaTJ8+3fzbrl07n/3as9CvXz/z8+HDh6VIkf91VLRp08aEhqeeekpGjRplXnfFihVZThwGAAAA8AcCgFvp0qXNlXzzKieXIFi/fn2GfXfccYfZAAAAABRQANBhN2+//bZpoXcPA3JbtmxZXp8WAAAAQKBNAtZx9zoUR4f/6ATeixcvyp49e8xEXh2/DwAAAKAQBYDnn39eJk+eLO+9956UKFFCpkyZInv37pU777xTqlatmv+lBAAAAOBcADhw4IBZgUdpAEhJSTETg3UZUFbjAQAAAApZAIiIiJAzZ86Yn3WJTr2Crzp9+rScO3cuf0sIAAAAwNlJwDfccIO5+FajRo3Majy6Nr+O/9d9HTp0yL/SAQAAAHA+AEydOlXOnz9vfn7yySelePHismnTJrn99tvN+vwAAAAACkEASE5O/u+DihUz1wBw39YrAusGAAAAoBAFgHLlypnJvtlJS0v7I2UCAAAAEAgB4NNPP81wJd9bbrlFZs+ebSYDAwAAAChEASAuLi7DvqJFi0qrVq2kZs2a+VkuAAAAAIGyDCgAAAAACwNAQkKCWfe/QoUK+VciAAAAAIExBOiVV17x/Hzy5ElZuHChtG/fXsLDwy9H2QAAAAA4GQAmT55s/tWVgK688krp1q0b6/4DAAAAhTUAHDx48PKVBAAAAMBlxyRgAAAAwCIEAAAAAMAiBAAAAADAIgQAAAAAwCIEAAAAAMAiBAAAAADAIgQAAAAAwCIEAAAAAMAiBAAAAADAIgQAAAAAwCIEAAAAAMAiBAAAAADAIgQAAAAAwCIEAAAAAMAiBAAAAADAIgQAAAAAwCIEAAAAAMAiBAAAAADAIgQAAAAAwCKOBoCNGzdKt27dpHLlyhISEiIrVqzI8vj169eb49JviYmJBVZmAAAAIJg5GgBSUlKkSZMmMm3atFw9bt++fXL06FHPVqlSpctWRgAAAKAwKebki3fp0sVsuaUV/nLlyl2WMgEAAACFWVDOAWjatKlER0dLp06d5Isvvsjy2NTUVElOTvbZAAAAAFsFVQDQSv+MGTPknXfeMVtsbKy0a9dOtm/fnulj4uPjJTw83LPpYwAAAABbOToEKLfq1KljNrc2bdrIgQMHZPLkyfLmm2/6fczIkSNl2LBhntvaA0AIAAAAgK2CKgD4c+2118rnn3+e6f2hoaFmAwAAABBkQ4D82blzpxkaBAAAACDAewDOnj0r+/fv99w+ePCgqdCXL19eqlataobv/PTTT/LGG2+Y+19++WWpUaOGNGjQQM6fPy+zZ8+WTz75RD766CMH3wUAAAAQPBwNAFu3bpUbb7zRc9s9Vr9v374yb948s8b/4cOHPfdfuHBBhg8fbkJBqVKlpHHjxvLxxx/7PAcAAACAAA0AuoKPy+XK9H4NAd4ee+wxswEAAACwdA4AAAAAgJwjAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWIQAAAAAAFiEAAAAAABYhAAAAAAAWcTQAbNy4Ubp16yaVK1eWkJAQWbFiRbaPWb9+vTRv3lxCQ0OlVq1aMm/evAIpKwAAAFAYOBoAUlJSpEmTJjJt2rQcHX/w4EHp2rWr3HjjjbJz504ZMmSIDBgwQNasWXPZywoAAAAUBsWcfPEuXbqYLadmzJghNWrUkIkTJ5rb9erVk88//1wmT54snTt3vowlBQAAAAqHoJoDsHnzZunYsaPPPq346/7MpKamSnJyss8GAAAA2MrRHoDcSkxMlMjISJ99elsr9b/99puULFkyw2Pi4+Nl3LhxBVhKFBbDJh9zughAocDvEgAElqDqAciLkSNHSlJSkmdLSEhwukgAAACAY4KqByAqKkqOHfNtSdLbZcuW9dv6r3S1IN0AAAAABFkPQOvWrWXdunU++9auXWv2AwAAAAjwAHD27FmznKdu7mU+9efDhw97hu/06dPHc/wDDzwgP/74ozz22GOyd+9eefXVV+Xtt9+WoUOHOvYeAAAAgGDiaADYunWrNGvWzGxq2LBh5ucxY8aY20ePHvWEAaVLgL7//vum1V+vH6DLgc6ePZslQAEAAIBgmAPQrl07cblcmd7v7yq/+pgdO3Zc5pIBAAAAhVNQzQEAAAAA8McQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLEAAAAAAAixAAAAAAAIsQAAAAAACLBEQAmDZtmlSvXl3CwsLkuuuuk6+//jrTY+fNmychISE+mz4OAAAAQBAEgMWLF8uwYcNk7Nixsn37dmnSpIl07txZjh8/nuljypYtK0ePHvVshw4dKtAyAwAAAMHK8QAwadIkGThwoNx3331Sv359mTFjhpQqVUrmzJmT6WO01T8qKsqzRUZGFmiZAQAAgGDlaAC4cOGCbNu2TTp27Pi/AhUpYm5v3rw508edPXtWqlWrJrGxsdK9e3fZs2dPpsempqZKcnKyzwYAAADYytEAcPLkSUlLS8vQgq+3ExMT/T6mTp06pndg5cqVMn/+fLl06ZK0adNGjhw54vf4+Ph4CQ8P92waGgAAAABbOT4EKLdat24tffr0kaZNm0pcXJwsW7ZMKlasKDNnzvR7/MiRIyUpKcmzJSQkFHiZAQAAgEBRzMkXv/LKK6Vo0aJy7Ngxn/16W8f250Tx4sWlWbNmsn//fr/3h4aGmg0AAACAwz0AJUqUkBYtWsi6des8+3RIj97Wlv6c0CFEu3btkujo6MtYUgAAAKBwcLQHQOkSoH379pWWLVvKtddeKy+//LKkpKSYVYGUDveJiYkxY/nVM888I61atZJatWrJ6dOnZcKECWYZ0AEDBjj8TgAAAIDA53gA6Nmzp5w4cULGjBljJv7q2P4PP/zQMzH48OHDZmUgt1OnTpllQ/XYiIgI04OwadMms4QoAAAAgKyFuFwul1hElwHV1YB0QrBeUMwJwyb7znkAAABA4TBpaGTA13ODbhUgAAAAAHlHAAAAAAAsQgAAAAAALEIAAAAAACxCAAAAAAAsQgAAAAAALEIAAAAAACxCAAAAAAAsQgAAAAAALEIAAAAAACxCAAAAAAAsQgAAAAAALEIAAAAAACxCAAAAAAAsQgAAAAAALEIAAAAAACxCAAAAAAAsQgAAAAAALEIAAAAAACxCAAAAAAAsQgAAAAAALEIAAAAAACxCAAAAAAAsQgA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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Генерация данных для графиков\n", "x_values = np.linspace(-5, 5, 120)\n", "y_tan = np.tan(x_values)\n", "y_exp = np.exp(-x_values)\n", "\n", "# Визуализация графиков tan(x) и exp(-x) \n", "plt.figure(figsize=(9, 5))\n", "plt.plot(x_values, y_tan, label=\"tan(x)\", color=\"darkorange\") # Оранжевый тангенс\n", "plt.plot(x_values, y_exp, label=\"exp(-x)\", color=\"darkcyan\") # Тёмно-синий экспоненциальный спад\n", "plt.xlabel(\"Значение X\")\n", "plt.ylabel(\"Значение Y\")\n", "plt.title(\"Графики tan(x) и exp(-x)\")\n", "plt.axhline(0, color=\"black\", linewidth=0.5) # Линия уровня y=0\n", "plt.axvline(0, color=\"black\", linewidth=0.5) # Линия уровня x=0\n", "plt.legend()\n", "plt.grid()\n", "plt.show()\n", "\n", "# Столбчатая диаграмма (Bar chart) \n", "np.random.seed(99)\n", "random_values = np.random.randint(2, 12, size=12)\n", "\n", "plt.figure(figsize=(9, 5))\n", "plt.bar(range(len(random_values)), random_values, color=\"brown\", alpha=0.75)\n", "plt.xlabel(\"Индексы\")\n", "plt.ylabel(\"Случайные числа\")\n", "plt.title(\"Столбчатая диаграмма\")\n", "plt.show()\n", "\n", "# Точечная диаграмма (Scatter plot) \n", "plt.figure(figsize=(9, 5))\n", "plt.scatter(range(len(random_values)), random_values, color=\"deeppink\", alpha=0.75)\n", "plt.xlabel(\"Позиции\")\n", "plt.ylabel(\"Значения\")\n", "plt.title(\"Диаграмма рассеяния\")\n", "plt.show()\n", "\n", "# Гистограмма распределения (Histogram) \n", "plt.figure(figsize=(9, 5))\n", "plt.hist(random_values, bins=6, color=\"royalblue\", alpha=0.75)\n", "plt.xlabel(\"Диапазоны значений\")\n", "plt.ylabel(\"Частота\")\n", "plt.title(\"Гистограмма распределения\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "3a3c3d12-08e0-47d5-a033-0fd42809783b", "metadata": {}, "source": [ "-----------" ] }, { "cell_type": "markdown", "id": "64c7e48a-b875-48b6-9c76-6c05d82fe2d4", "metadata": {}, "source": [ "# SEABORN:::::::::::" ] }, { "cell_type": "code", "execution_count": 8, "id": "add8f9c6-cf42-4e38-bbd8-e19210578f07", "metadata": {}, "outputs": [ { "data": { "image/png": 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Qq/QraJ2YXlMgdF7QadOmudVlXcCk6ynrg1hHcjR40lkAdHRaR8z14jDtq9alF17NmTPH1KlfdWsKgn4Vr/O9+hMA69ekOu+prq9pDbpN9UJFHe3WAFRHnzSf0J8LztKjfaxSpYrZvunRk5wtW7bIe++9Z3KsdcRcg2ZNgdH+ae6sbuO0AmmluZE6W4QG35puo/McW/Pn6kjZO++84zUfW79psPadKyt9QPMsNW9d94UGmfpa0MBDvyHQ+Vh1JFS/XteTEz0RatiwoV958ZndD086O4DuUx3p1PdSVlzsZc3jrSdieoKrJ4q6HXSUVb/t0a/oPS80zQw6Aqr90/fE73//e+dz6nvSyu/1pO8vnUdb8/L1/ZLe6ymr6Am1Lp999plJZdD263FE55fWE299j/qTQ6wLkCl8TpAG4LbmAfbm0qVLjr/85S9mHtrIyEjHPffc4xg9erSZm9bXXLMXL140c8NWrVrVPCYmJsZRq1YtM8+w6zy5GZmrVue/1cdGRUWZ+V3btWvn2Ldvn9e6fvvtN8drr71m5rTNly+fI3/+/KYfXbt2dXz11Vep5nb1Z/HW7vnz5zuaN2/uKFSokCN37txmztkmTZo43nnnHcfZs2fNOq+++qqjdu3ajr///e9ucyL7M/+szsncv39/03bdrtrvatWqOfr06eNYvny527oZmWNZ54L1Zy5ZpXOifvDBB45GjRqZ9mi7ypQp43j00UcdU6ZMcVy+fNnhD90Wf/vb38xcsFqHznms7V+0aJHPuWf9WTznVt29e7ejd+/epi86T7HuK33Ol19+2bFhw4YMzQN8p/3wNoeuNUdsp06dsmQeYKWvSe233qevV52ruEOHDo6ffvop3ef097m9bc+dO3c6/vCHP5jXi75/9T3jbZ5sb/Nye87nnd3zAJ85c8bM+VuyZElH3rx5zX5+//33HQcPHvT6evG17W+nHYAvYfpP5oTSAIKZ5ibqaK6OoHqbmiqjdERXR6TSmybM3/UQOLp/9Cd+dZQ4EBdMwfv+0DQRXz9h7YuO8sfFxZm8dL0uIStGpoGciHcCAAAhStMxdBo0TYUg+AX+ixxgAJniiSee8GsmB3/XQ+DohUYaMGn+L3KmN9980+To65R8mversycA+C8CYACZQgPbzFwPgaMXBepFcMi5dDYNnfVBL1rUubzT+8EYwG7IAQYAAICtkBAEAAAAWyEABgAAgK2QA+wH/cUrnURcLwzRyfMBAAAQXDSrV3/MRy/gTW/WEwJgP2jwW7p06UA3AwAAAOnQn1DX+a/TQgDsBx35tTZodHR0oJsDAAAAD4mJiWbA0orb0kIA7Acr7UGDXwJgAACA4OVPuioXwQEAAMBWCIABAABgKwTAAAAAsBUCYAAAANgKATAAAABshQAYAAAAtkIADAAAAFshAAYAAICtEAADAADAVgiAAQAAYCtBFQBfunRJ4uPjpWzZspIvXz5p2LChbNy40Xl/jx49zM/buS6PPvpouvW+//77Uq5cOcmbN6/Ur19fNmzYkMU9AQAAQLAKqgC4T58+snTpUvnnP/8pP/30k7Ro0UKaN28ux48fd66jAe/Jkyedy9y5c9Osc/78+TJgwAAZMWKEbNmyRWrWrCktW7aUM2fOZEOPAAAAEGzCHA6HQ4LAtWvXpECBArJo0SJp1aqVs7x27dry2GOPyZgxY8wI8IULF2ThwoV+16sjvnXr1pXJkyeb27du3ZLSpUtLv379ZPDgwX7VkZiYKDExMXLx4kWJjo6+g94BAAAgK91OvBYhQSI5OVlSUlJMmoIrTYVYvXq18/aKFSukWLFiUqhQIXn44YdNYFy4cGGvdd64cUM2b94sQ4YMcZblypXLjCqvXbvWZ1uSkpLM4rpBrTbqYtWjiwbUurjWr4v2xfXcwld5eHi4SeWw6nUtV7q+P+URERGmXtdyrVfX92yjr3L6RJ/oE32iT1nXJ/1MOnv2rLMe5fqc1vpar2fbrTa6PmdWl2uZ3ue53X21nT55f06NWTSW4f2UK8v75Ll+jgiAdfS3QYMGMnr0aKlWrZoUL17cpDdooFqpUiVn+sOTTz4p5cuXlwMHDsjQoUPN6LCuY3Xe1blz58xG0rpc6e3du3f7bMu4ceNk1KhRqcq3bt0qUVFR5u+iRYtKxYoV5dChQ84DmoqLizPL3r17zRmIpUKFCuZNsHPnTjPabalataoULFjQ1O26Q2vUqCF58uSRTZs2ubWhTp065iC6Y8cOZ5n2XUe59flc+6VvOE350O1w8OBBZ7meHek2PnHihBw7dsxZTp/oE32iT/Qp6/qUkJAgy5cvd+sbQl/btm3lgQce4P0Ul/V90vVzXAqE0qC2V69esmrVKrMz7r//fqlcubIZxf3ll19Sra87Qzf0smXLpFmzZqnu1x1TqlQpWbNmjQmuLYMGDZKVK1fK+vXr/R4B1rSJ8+fPO4fUA32WE4pnbvSJPtEn+hTKfbLrCLB+ds6ZM0c6depkgp1Q6BMjwGEBfz95K9eTTM0KyFEpEEqDWQ1Mr1y5YoLO2NhY84bRMwRvtLxIkSKyf/9+rwGw3qcb5fTp027lertEiRI+2xEZGWkWT/ri0MWVtfM8eRuRTqvcs947KdcXi7dyX2283XL6RJ98ldMn+pRW2+nTfz8/dJYju7G2lX6m6yigXfF+koD0KUfMAmHRNAN9o2gkv2TJEvP1gTc67K5nlrquNzpMrhfRuX7lpGckett1RBgAAAD2EVQBsAa7ixcvNrkjOh1a06ZNTR5Iz5495fLlyzJw4EBZt26dHD582ASxGhhrfrBOa2bRkWBrxgelU6B9+OGHMmvWLJNG8cILL5gRZq0TAAAA9hNUKRCas6EzNujI7t133y3t27eXsWPHSu7cuU0eiCZsayCrU6GVLFnSzBOsF825pitoHrEma1s0hUJzroYPHy6nTp2SWrVqmSDb88I4AAAA2ENQXQQXrJgHGACAO6ODWhMnTjS/9GrnHGAEV7wWVCkQAAAAQFYjAAYAAICtEAADAADAVgiAAQAAYCsEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALZCAAwAAABbIQAGAACArRAAAwAAwFYIgAEAAGArBMAAAACwFQJgAAAA2AoBMAAAAGyFABgAAAC2QgAMAAAAWyEABgAAgK0QAAMAAMBWCIABAABgKwTAAAAAsBUCYAAAANgKATAAAABshQAYAAAAtkIADAAAAFshAAYAAICtEAADAADAVgiAAQAAYCsEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALZCAAwAAABbCaoA+NKlSxIfHy9ly5aVfPnyScOGDWXjxo3mvps3b8qrr74q1atXl6ioKClZsqQ8/fTTcuLEiTTrHDlypISFhbktVatWzaYeAQAAINhESBDp06eP7Ny5U/75z3+aAHf27NnSvHlz2bVrl+TPn1+2bNkiw4YNk5o1a0pCQoL0799f2rRpI5s2bUqz3vvuu0+WLVvmvB0REVTdBgAAQDYKmkjw2rVr8uWXX8qiRYvkwQcfdI7efvPNNzJlyhQZM2aMLF261O0xkydPlnr16snRo0elTJkyPuvWgLdEiRJZ3gcAAAAEv6AJgJOTkyUlJUXy5s3rVq6pEKtXr/b6mIsXL5qUhoIFC6ZZ9759+8yIstbdoEEDGTduXJoBc1JSklksiYmJzjbqonLlymWWW7dumcVilWtfHA5HuuXh4eGmD1a9ruVK1/enXIN8rde1XOvV9T3b6KucPtEn+kSf6BN9yuw+WbTcqiun9ykU91NECPTJc/0cEQAXKFDABKejR4+WatWqSfHixWXu3Lmydu1aqVSpUqr1r1+/bnKCu3TpItHR0T7rrV+/vsycOVOqVKkiJ0+elFGjRskDDzxgUi30Ob3RAFnX87R161aTf6yKFi0qFStWlEOHDsnZs2ed68TFxZll7969JkC3VKhQQYoVK2aeV0e7LZqPrAG81u26Q2vUqCF58uRJld5Rp04duXHjhuzYscNtx9etW9c83+7du91OHjRd5Ny5c3Lw4EFneUxMjNnGmj997NgxZzl9ok/0iT7RJ/qU2X2KjY01f2s6o34Oh0KfQnE/1Q2BPun6/gpzuIbcAXbgwAHp1auXrFq1yuyM+++/XypXriybN2+WX375xbmeXhDXvn17s9FXrFiRZgDs6cKFC+YiuwkTJkjv3r39HgEuXbq0nD9/3vlcgT7LCcUzN/pEn+gTfaJPodenU6dOycSJE6Vfv35SqlSpkOhTKO6niBDok14fVrhwYRNkpxcbBs0IsNKzhpUrV8qVK1dM0KlnjZ06dTJnCK7Bb8eOHeXIkSPy/fff31bwq/SMQoPq/fv3+1wnMjLSLJ70xeF5AZ218zxZO8Pfcl8X5t1Oub5YvJX7auPtltMn+uSrnD7Rp7TaTp/ok1W/v5+hOaFPobifwkKwTzliGjSLphlo8KuR/JIlS6Rt27Zuwa/m9OqsDhrl367Lly+bkWbrKxkAAADYS1AFwBrsLl682OSO6IwPTZs2NXkgPXv2NMFvhw4dTN7Hp59+aoa/9WsVXTTvw9KsWTMzO4TllVdeMaPKhw8fljVr1ki7du3MmYbmDgMAAMB+gioFQnM2hgwZYnJ77777bpPnO3bsWMmdO7cJYL/++muzXq1atdwe98MPP0iTJk3M3zq6q8naFq1Lg13N39Xk7MaNG8u6devM3wAAALCfoAqANb1BF2/KlSvnliDtiwbKrubNm5dp7QMAAEDOF1QpEAAAAICtRoABi+Z1nzlzJtDNQDbT+SB1jkcAALISATCCkga/Om8k7CU+Pt5Mlg4AQFYiAEbQjgRqMGTHwH/OnDnStWtXsw3sxo59BgBkPwJgBCX9GtzOI4EaCNq5/wAAZCUuggMAAICtEAADAADAVgiAAQAAYCsEwAAAALAVLoIDAGS7hIQEuXLlSqCbgWxgzenO3O72ERUVJYUKFZJgRgAMAMj24Hf8+Lfk5s3kQDcF2UineIQ95M4dIYMGvRrUQTABMAAgW+nIrwa/be8rLEWicge6OQAy0bkrN2XRz+fN+5wAGAAADxr8xkZHBroZAGyIi+AAAABgKwTAAAAAsBUCYAAAANgKATAAAABshQAYAAAAtkIADAAAAFshAAYAAICtEAADAADAVgiAAQAAYCsEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALZCAAwAAABbIQAGAACArRAAAwAAwFYIgAEAAGArBMAAAACwFQJgAAAA2AoBMAAAAGwlqALgS5cuSXx8vJQtW1by5csnDRs2lI0bNzrvdzgcMnz4cImNjTX3N2/eXPbt25duve+//76UK1dO8ubNK/Xr15cNGzZkcU8AAAAQrIIqAO7Tp48sXbpU/vnPf8pPP/0kLVq0MEHu8ePHzf3jx4+X9957T6ZOnSrr16+XqKgoadmypVy/ft1nnfPnz5cBAwbIiBEjZMuWLVKzZk3zmDNnzmRjzwAAABAsgiYAvnbtmnz55ZcmyH3wwQelUqVKMnLkSPP/lClTzOjvxIkT5bXXXpO2bdtKjRo15JNPPpETJ07IwoULfdY7YcIEeeaZZ6Rnz55y7733muD5rrvukhkzZmRr/wAAABAcIiRIJCcnS0pKiklTcKWpDqtXr5ZDhw7JqVOnzIiwJSYmxqQ0rF27Vjp37pyqzhs3bsjmzZtlyJAhzrJcuXKZOvQxviQlJZnFkpiY6GyjLlY9uty6dcssrvXron3RoD298vDwcAkLC3PW61qudH1/yiMiIky9ruVar67v2UZf5fQp8H2yyvV/XUKhT6G4n+hTxvrk+jeA0JSSkpIqZsrq457n+jkiAC5QoIA0aNBARo8eLdWqVZPixYvL3LlzTaCqo8Aa/Cotd6W3rfs8nTt3zmwkb4/ZvXu3z7aMGzdORo0alap869atJu1CFS1aVCpWrGgC87NnzzrXiYuLM8vevXvl4sWLzvIKFSpIsWLFZOfOnWa021K1alUpWLCgqdt1h+oId548eWTTpk1ubahTp44J7Hfs2OG24+vWrWuez7VfevKgKR+6HQ4ePOh24qDbWEfPjx075iynT4Hv065du0yZ/n/16tWQ6FMo7if6lLE+af0AQtuuXbvk5MmT2Xrc0/X9FeYIolPxAwcOSK9evWTVqlXmgH3//fdL5cqVzSju9OnTpVGjRuaArBfBWTp27GjOEjTX15OuW6pUKVmzZo0Jri2DBg2SlStXmjxif0eAS5cuLefPn5fo6GhTxugOfcqKPv36668yadIk6devnzlYhEKfQnE/0aeM9Uk/FN99913pXa+ExEZHurUTQM52MjFJpm84ZT7HNAbLzuNeQkKCFC5c2ATZVrwW9CPASkcWNDC9cuWKCTo10O3UqZM5QyhRooRZ5/Tp024BsN6uVauW1/qKFCliNoqu40pvW/V5ExkZaRZP+gGiiytr53mydoa/5Z713km5vli8lftq4+2W06es75P1vPq/9XdO71Mo7if6lLE+aTsAhLbw8PBUx5tAHPeC/iI4V5pmoEGuRvJLliwxF72VL1/eBK3Lly93rqdBso7iuo7uutJh8tq1a7s9Rkct9LavxwAAACC0BdUIsAa7OgRepUoV2b9/vwwcONDkgegMDjpioHMEjxkzRu655x4TEA8bNkxKliwpTzzxhLOOZs2aSbt27eSll14yt3UKtO7du5v8kHr16pmZJHSEWesEAACA/QRVAKw5Gzpjg150cffdd0v79u1l7Nixkjt3bmfurgavzz77rFy4cEEaN24sixcvdps5QvOI9YIOi6ZQ6MUa+gMaerGcpkvoYzwvjAMAAIA9BFUArBe06eKLjgK//vrrZvHl8OHDqcp0NNgaEQYAAIC9BWUOMAAAAJBVCIABAABgKwTAAAAAsBUCYAAAANgKATAAAABshQAYAAAAtkIADAAAAFshAAYAAICtEAADAADAVgiAAQAAYCsEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALZCAAwAAABbIQAGAACArRAAAwAAwFYIgAEAAGArEYFuANKXkJAgV65cCXQzkA3OnDnj9j9CX1RUlBQqVCjQzQAAWyEAzgHB7/jx4+XmzZuBbgqy0Zw5cwLdBGST3Llzy6BBgwiCASAbEQAHOR351eC3Uv3HJV904UA3B0AmupZ4Xvav/9a8zwmAASD7EADnEBr8RhUqEehmAAAA5HhcBAcAAABbIQAGAACArRAAAwAAwFYIgAEAAGArBMAAAACwFWaBAAAExLkrzG8OhJpzOeR9TQAMAAiIRT+fD3QTANgUATAAICDa3ldYikTlDnQzAGTyCHBOOLklAAYABIQGv7HRkYFuBgAb4iI4AAAA2AoBMAAAAGwlqALglJQUGTZsmJQvX17y5csnFStWlNGjR4vD4XCuExYW5nV5++23fdY7cuTIVOtXrVo1m3oFAACAYBJUOcBvvfWWTJkyRWbNmiX33XefbNq0SXr27CkxMTHy8ssvm3VOnjzp9ph///vf0rt3b2nfvn2adWt9y5Ytc96OiAiqrgMAACCbBFUUuGbNGmnbtq20atXK3C5XrpzMnTtXNmzY4FynRIkSbo9ZtGiRNG3aVCpUqJBm3Rrwej7Wl6SkJLNYEhMTzf/JyclmUbly5TLLrVu3zGKxynU023Xk2ld5eHi4GZG26nUtV7o+gNCm73M9jmTGMcJXuR4DtV7Xcq1X1/c8jvkqz6zjnuvfAEJTSkpKqpgpq2Ijq9xz/RwTADds2FCmTZsme/fulcqVK8v27dtl9erVMmHCBK/rnz59Wr777jszYpyeffv2ScmSJSVv3rzSoEEDGTdunJQpU8brunrfqFGjUpVv3bpVoqKizN9FixY1KRqHDh2Ss2fPOteJi4szi/bh4sWLznIN0IsVKyY7d+6Ua9euOcs1FaNgwYKmbtcdWqNGDcmTJ4/s2rUr3b4ByNn0fa5pX3dyjNBvylzVqVNHbty4ITt27HD7cKhbt645Ju3evdtZrs9Zs2ZNOXfunBw8eNBZrt+6VatWTU6cOCHHjh1zlmfWcU/rBxD6x7WT//9b+8yOjXwd93R9f4U5guhUXEcUhg4dKuPHjzcHbO302LFjZciQIV7X1/XefPNNc5DWwNYXTZO4fPmyVKlSxewMDW6PHz9uNniBAgX8GgEuXbq0nD9/XqKjo7N1BPjo0aMyadIkqf5Id4kq5N8INoCc4UrCKflp6Szp16+fOcbYZQRYj8Pvvvuu9K5XgmnQgBBzMjFJpm84ZY5rpUqVytYR4ISEBClcuLAJsq14LUeMAH/22Wfy6aefypw5c0zO7rZt2yQ+Pt6M3Hbv3j3V+jNmzJBu3bqlGfyqxx57zO3soX79+lK2bFnzfJo/7CkyMtIsnvQDxDN32Np5nqyd4W+5r5xkX+sDCB36PreOI7d7jLidcv1A8Vbu6zh2u+X+Hve0HQBCW3h4eKrjTWbFRrdb7nVdCSIDBw6UwYMHS+fOnc3t6tWry5EjR0xKgmcA/OOPP8qePXtk/vz5t/08OqyuKRb79+/PtLYDAAAgZwiqadCuXr2aalTB+hrO0/Tp06V27domf+12aTrEgQMHJDY2NkPtBQAAQM4TVAFw69atTc6vXth2+PBhWbBggbkArl27dm7raU7u559/Ln369PFaT7NmzWTy5MnO26+88oqsXLnS1KkzTWh9Glh36dIly/sEAACA4BJUKRB6sZf+EEbfvn3lzJkzJvf3ueeek+HDh7utN2/ePJMs7SuA1dFdvarZolcx67p6EZtexdy4cWNZt26d+RsAAAD2ElQBsM7IMHHiRLOk5dlnnzWLLzrS6xkwAwAAAEGXAgEAAABkNQJgAAAA2AoBMAAAAGyFABgAAAC2QgAMAAAAWyEABgAAgK0QAAMAAMBWMm0e4EuXLsnFixe9/mxxmTJlMutpAAAAgMAGwFOmTDE/V3zw4EGf66SkpGT0aQAAAIDAp0BMnTpVXnzxRalUqZKMGTPG/DxxfHy8DB48WEqUKCE1a9aU6dOnZ05LAQAAgEAHwJMmTZKWLVvKv//9b+dPE7dq1UrGjh0ru3btMmkR58+fz4x2AgAAAIEPgA8cOCCtW7c2f+fOndv8f+PGDfN/TEyM9OnTR/7xj39kRjsBAACAwAfAGuQmJyebv6Ojo+Wuu+6SX3/91Xl/gQIF5NSpUxlvJQAAABAMAfDvfvc72b59u/P273//e3NR3PHjx00g/MEHH0jlypUzo50AAABA4GeBeOqpp8yFcElJSRIZGSmjRo2S5s2bO6c907SIL7/8MnNaCgAAAAQ6AO7Zs6dZLI0aNZKff/5ZvvnmGwkPD5cWLVowAgwAAIDQ/CEMS4UKFaR///6ZXS0AAAAQ+Bzg3bt3p3n/6dOnpUOHDhl5CgAAACB4AuDGjRvLunXrvN730UcfSdWqVWX16tUZeQoAAAAgeALgevXqmYvevv32W2fZvn37pGnTpuaHMXSOYP1BDAAAACAkcoD1YrfevXvLk08+aX4VTn/1bfTo0RIbGyuLFy82F8EBAAAAIRMA60wPM2fOlJIlS8oLL7wgYWFhEh8fb4Jg/VEMAAAAIKRSICxvvPGGvPfeeyYAvnr1quTLly8zqgUAAACCawT49ddfd7tdp04dmTZtmhw+fFgaNGhgyjQoHjZsWMZaCQAAAARDADxy5Eiv5UuWLDGLIgAGAABAyATAt27dyryWAAAAADklBxgAAADIKQiAAQAAYCsZSoHIlSuXyfFNi96fnJyckacBAAAAgiMA7tu3rzMAvnbtmsyYMUPatm0rcXFxmdU+AAAAIHgC4MmTJzv/1l+B0wC4X79+8vDDD2dG2wAAAIBMRw4wAAAAbCWoAuCUlBQzZ3D58uXNr8lVrFjR/Kyyw+FwrtOjRw+TduG6PProo+nW/f7770u5cuUkb968Ur9+fdmwYUMW9wYAAAAhlwLhTXoXxaXlrbfekilTpsisWbPkvvvuk02bNknPnj0lJiZGXn75Zed6GvB+/PHHztuRkZFp1jt//nwZMGCATJ061QS/EydOlJYtW8qePXukWLFid9xeAAAA2CwAbtOmjfPvmzdvmv//+te/SpEiRdwC4kWLFvlV35o1a8xFdK1atTK3dcR27ty5qUZrNeAtUaKE3+2cMGGCPPPMMyaYVhoIf/fddyZnefDgwX7XAwAAAJsHwDt27HAb8S1btqycPHnSLHcyItywYUOZNm2a7N27VypXrizbt2+X1atXmwDW1YoVK8zIbaFChcwFd2PGjJHChQt7rfPGjRuyefNmGTJkiNv0bc2bN5e1a9d6fUxSUpJZLImJieZ/nc7NmtJN69BFfw3P9RfxrHJN53BN3fBVHh4e7nWqOC1Xur66lnjer20IIOew3tf6PtfjSEaOEemVR0REmHpdy7VeXd/zOOarPLOOe65/AwhNKSkpqWKmzI6NPMtvZ9rdDAXAhw8flsyko7EabFatWtV0Rjs4duxY6datm1v6w5NPPmnyhA8cOCBDhw6Vxx57zASz1gZwde7cOVNP8eLF3cr19u7du722Y9y4cTJq1KhU5Vu3bpWoqCjzd9GiRU2O8qFDh+Ts2bPOdXQKOF00iL948aKzvEKFCiZo37lzp5kyzqJ9LViwoKnbdYfWqFFD8uTJI7t27TK396//1u/tCCBn0fe5XvdwJ8cITRVzVadOHXPirwMUFj021q1b1xyTXI97+pw1a9Y0x8mDBw86yzXtrFq1anLixAk5duyYszyzjntaP4DQP66d/P8DopkdG/k67un6/gpzBNGp+Lx582TgwIHy9ttvmxzgbdu2SXx8vBkB7t69u9fH6EFbD8jLli2TZs2apbpfD+ClSpUy6RUNGjRwlg8aNEhWrlwp69ev92sEuHTp0maqt+jo6GwdAT569KhMmjRJKtV/XPJFex/lBpBzR4D15Fanj9RjjF1GgPVD8d1335Xe9UpIbHTa13AAyFlOJibJ9A2nzHFN46/sHAFOSEgwGQEaZFvxWpZdBKeN+Pzzz+WHH36QM2fOyOuvvy7Vq1c3T758+XJp1KhRqtFXXzT41VHgzp07m9taz5EjR8yIrK8AWM8eNOd4//79XgNgvU83zOnTp93K9bavPGLNMfZ2YZ1+gOjiytp5nryNRqdV7lmv5/oa/EYV8j/vGUDOoe9z6zhyu8eI2ynXDxRv5b6OY7db7u9xLyMXSwPIGcLDw1MdbzIrNrrd8kyfBu3ChQsmwO3atau5WO3rr792fi2WP39+M3ODnuX76+rVq6kOqtYohC/69ZyOzMbGxnq9X4fKa9eubYJxi9ant11HhAEAAGAPGQqAdbT2559/liVLlphUBM/h6w4dOsi//vUvv+tr3bq1yfnVGRo0v3jBggUm/aFdu3bm/suXL5tR4nXr1pn7NYjVWSMqVapkpjWz6Eiw66/U6RRoH374oZle7ZdffpEXXnhBrly54pwVAgAAAPaRoRSIhQsXmhyPRx55xIzCetKZHGbOnOl3fZrrqj+E0bdvX5NOUbJkSXnuuedk+PDhzqBaL+zQQFZHn/X+Fi1amB/LcE1Z0Ivj9KIOS6dOnczItNZz6tQpqVWrlixevNjv1AwAAACEjgwFwJrnq7Mx+KJzA9/OlBQFChQwP1Khizd6xbKONt/J7BQvvfSSWQAAAGBvGUqB0NkXtmzZ4vP+//znP3Lvvfdm5CkAAACA4AmA+/TpY35NTX9q2Mr/1at7dQox/UU4TTPQFAYAAAAgJFIg+vfvby6C69Kli5mwWOmMEJoPrKkPGvz27t07s9oKAAAABDYA1tFenV1B5+j94osvZN++fWaKMU2N6Nixozz44IMZbyEAAACQiTL8QxiqcePGZgEAAABsEQD7or/trPP4WvSX3f785z9n5VMCAAAAWRcAf/LJJ2ne/9NPP5k5e59++umMPA0AAAAQHAFwjx49TB6w6y/AedL7P/7444w8DQAAABAcAfDGjRvTvH/NmjUSHx+fkacAAAAAgicArl27dpr3u/4cMQAAAJDjfwgDAAAAyGkIgAEAAGArGUqB+O2339K8PzExMSPVAwAAAMEVABcpUsTM8gAAAADYIgAePnw4ATAAAADsEwCPHDnS/H/lyhWT7lCgQAHJnz9/ZrUNAAAACJ6L4A4fPix9+/aVsmXLSnR0tMTFxUlMTIyUKVNGXnzxRXM/AAAAEBIB8KJFi6RGjRoydepUCQ8Pl9atW0vXrl3N/xERETJlyhSpXr26WQ8AAADI0SkQu3btkk6dOkmFChXkgw8+kAceeCDVOj/++KM8//zz0rlzZ9m8ebPce++9mdVeAAAAIHtHgN944w0z+8Pq1au9Br9KyzUILly4sIwbNy5jLQQAAAACGQD/8MMP0rt3b7n77rvTXE/v79Wrl3z//fcZaR8AAAAQ2AD4/PnzUq5cOb/WLV++vFkfAAAAyLEBsKY/HDp0yK91dT1dHwAAAMixAXCTJk1k+vTp6f4Mst6v6+n6AAAAQI4NgIcOHWrSGh588EFZs2aN13W0/KGHHjLrDRkyJDPaCQAAAARmGjSd0mzOnDny9NNPm9keNB+4Zs2a5lfgLl26JDt27DCpD3nz5pXZs2fLfffdlzktBQAAAAL1U8hPPvmk1KpVS8aPHy/ffvutLFy40HlfbGys9OnTRwYOHCiVKlXKjDYCAAAAgQ2Alf4Qhv4SnEpMTDSjvzoKrD+LDABAes5duRnoJgCw6fv6jgNgVxr0EvgCAPwRFRUluXNHyKKfmSYTCEW5c0eY93nIB8AAAPirUKFCMmjQq3LlypVANwXZ4MyZM+baoa5du0qxYsUC3Rxkg6ioKPM+D2YEwACAbKcfjsH+AYnMpcFvXFxcoJsB3Nk0aAAAAEBORgAMAAAAWwmqADglJUWGDRsm5cuXl3z58knFihVl9OjR4nA4zP03b96UV199VapXr27yS0qWLGnmIz5x4kSa9Y4cOVLCwsLclqpVq2ZTrwAAABBMgioH+K233pIpU6bIrFmzzA9obNq0SXr27CkxMTHy8ssvy9WrV2XLli0mSNYf30hISJD+/ftLmzZtzLpp0fqWLVvmvB0REVRdBwAAQDYJqihQf0K5bdu20qpVK3Nbf2Vu7ty5smHDBnNbA+GlS5e6PWby5MlSr149OXr0qJQpU8Zn3RrwlihRIot7AAAAgGAXVAFww4YNZdq0abJ3716pXLmybN++XVavXi0TJkzw+ZiLFy+alIaCBQumWfe+fftMyoT+RHODBg1k3LhxPgPmpKQks1j0hz5UcnKyWVSuXLnMcuvWLbNYrHJN57BSN9IqDw8PN+236nUtV7o+gNCm73M9jmTGMcJXuQ4CaL2u5Vqvru95HPNVHqjjHn3K2X2yaLlVV07vUyjup4gQ6JPn+jkmAB48eLAJNjU/VzujHRw7dqx069bN6/rXr183OcFdunRJ84c46tevLzNnzpQqVarIyZMnZdSoUfLAAw/Izp07za/XedLgWNfxtHXrVufEzkWLFjU5yocOHZKzZ88619EpXnTRIF6Dc9dfztMpYPQ5r1275izXvmrwrnW77tAaNWpInjx5ZNeuXX5tOwA5l77P9bqHOzlGeKZ/1alTR27cuCE7duxwlunxtG7duuaYtHv3bme5Pqemk507d04OHjzoLNdv26pVq2aurzh27JizPLuOe/QptPoUGxvrfJ3rZ3Ao9CkU91PdEOiTru+vMIdryB1g8+bNk4EDB8rbb79tcna3bdsm8fHxZgS4e/fubuvqBXHt27c3G37FihW39Ut0Fy5ckLJly5p6e/fu7dcIcOnSpeX8+fPO58musxxN7Zg0aZJUf6S7RBUihQMIJVcSTslPS2dJv379zDGG0R36FIp9OnXqlEycONG8zkuVKhUSfQrF/RQRAn3Sa8MKFy5sguz04sKgGgHW4FdHgTt37mxu62wPR44cMSOyrgGwBr8dO3Y0933//fe3/TPMelahKRb79+/3en9kZKRZPOmLw/PiOWvnebJ2hr/lvi7K87U+gNCh73PrOHK7x4jbKdcPFG/lvo5jt1ueWcc9+hR6fbLq9/czNCf0KRT3U1gI9ilHTIOmszx4bjDrDMMz+NWcXp3VQSP923X58mU5cOCA82sZAAAA2EdQBcCtW7c2Ob/fffedHD58WBYsWGDSFNq1a+cMfjt06GByPz799FMzBK5freiiuR+WZs2amdkhLK+88oqsXLnS1KkzTWh9Glhr7jAAAADsJahSIDTXVef47du3r5w5c8bM2vDcc8/J8OHDzf3Hjx+Xr7/+2vxdq1Ytt8f+8MMP0qRJE/O3ju5qwrZF84Q12NUcXk3Qbty4saxbt878DQAAAHsJqgBYZ2TQRHldvNF5gf25Zk9Hej0vrgMAAACCLgUCAAAAyGoEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALZCAAwAAABbIQAGAACArRAAAwAAwFYIgAEAAGArBMAAAACwFQJgAAAA2AoBMAAAAGyFABgAAAC2QgAMAAAAWyEABgAAgK0QAAMAAMBWCIABAABgKwTAAAAAsBUCYAAAANgKATAAAABshQAYAAAAtkIADAAAAFshAAYAAICtEAADAADAVgiAAQAAYCsEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALZCAAwAAABbIQAGAACArRAAAwAAwFYIgAEAAGArQRUAp6SkyLBhw6R8+fKSL18+qVixoowePVocDodzHf17+PDhEhsba9Zp3ry57Nu3L92633//fSlXrpzkzZtX6tevLxs2bMji3gAAACAYBVUA/NZbb8mUKVNk8uTJ8ssvv5jb48ePl0mTJjnX0dvvvfeeTJ06VdavXy9RUVHSsmVLuX79us9658+fLwMGDJARI0bIli1bpGbNmuYxZ86cyaaeAQAAIFgEVQC8Zs0aadu2rbRq1cqM1nbo0EFatGjhHK3V0d+JEyfKa6+9ZtarUaOGfPLJJ3LixAlZuHChz3onTJggzzzzjPTs2VPuvfdeEzzfddddMmPGjGzsHQAAAIJBhASRhg0byrRp02Tv3r1SuXJl2b59u6xevdoEsOrQoUNy6tQpk/ZgiYmJMSkNa9eulc6dO6eq88aNG7J582YZMmSIsyxXrlymDn2MN0lJSWaxJCYmmv+Tk5PNYtWhy61bt8ziWrcums7hmrrhqzw8PFzCwsKc9bqWK11fXUs8fxtbEkBOYL2v9X2ux5GMHCPSK4+IiDD1upZrvbq+53HMV3l2H/foU2j0yaLlVl05vU+huJ8iQqBPnuvnmAB48ODBJtisWrWq6Yx2cOzYsdKtWzdzvwa/qnjx4m6P09vWfZ7OnTtn6vH2mN27d3t9zLhx42TUqFGpyrdu3WpSLlTRokVNjrIG5WfPnnWuExcXZxYN4i9evOgsr1ChghQrVkx27twp165dc5ZrXwsWLGjqdt2hOrqdJ08eOXDggNkW+9d/m87WA5AT6ftb3+d6TcOdHCM2bdrkVl+dOnXMif+OHTvcnqNu3brmmOR63NPn1JQwPU4ePHjQbWChWrVq5tu1Y8eOOcuz67hHn0KrT3rNjtq1a5ecPHkyJPoUivupbgj0Sdf3V5jDNeQOsHnz5snAgQPl7bfflvvuu0+2bdsm8fHxZgS4e/fuJkWiUaNGZoNbbyjVsWNHc6agub6edN1SpUqZxzZo0MBZPmjQIFm5cqXJI/ZnBLh06dJy/vx5iY6OzvaznAsXLsiVK1ec9SjX57TW13o9z9CsNro+Z1aXa5ne53mG5qvt9Om/z3n69GnzOu7UqZM5SQuFPoXifsrMtutJtR7oGd2hT6HaJx2g0vTFfv36mc/jUOhTKO6niBDoU0JCghQuXNgE2Va8liNGgDX41VFgK5WhevXqcuTIETMiqwFwiRIlTLkGCa4BsN6uVauW1zqLFCliNoyu40pvW/V5ioyMNIsnfXHo4sraeZ6sneFvuWe9ruXaB10Q+qzXkr6+9WwZ9nMnxwh/y/UDxVu5r+PY7ZZn5nHP33L6lDP6ZNXv72doTuhTKO6nsBDsU464CO7q1aupNph1hqF0ejQNWpcvX+42OqujuK6ju650qLx27dpuj9H69LavxwAAACB0BdUIcOvWrU3Ob5kyZUwKhOZyaPpDr169nGcmmhIxZswYueeee0xArPMGlyxZUp544glnPc2aNZN27drJSy+9ZG7rFGg6gqw5IvXq1TNfxWhKgc4KAQAAAHsJqgBY5/vVgLZv375mjl4NbJ977jnzwxeuubsavD777LMmN7Zx48ayePFi8wMXFr2gRBO2LZpPqcnYWo/mImm6hD7G88I4AAAAhL6gugguWGmahV7x6E9SNZARejWtfkOh33SQAwwgFHBcQzDGa0GVAwwAAABkNQJgAAAA2AoBMAAAAGyFABgAAAC2QgAMAAAAWyEABgAAgK0QAAMAAMBWCIABAABgKwTAAAAAsBUCYAAAANgKATAAAABshQAYAAAAtkIADAAAAFshAAYAAICtEAADAADAVgiAAQAAYCsEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALZCAAwAAABbIQAGAACArRAAAwAAwFYIgAEAAGArBMAAAACwFQJgAAAA2AoBMAAAAGwlItANAADADm7cuCFnzpwRu7H6bMe+q2LFikmePHkC3Qx4IAAGACAbaAA4ceJEsas5c+aIHcXHx0tcXFygmwEPBMAAAGTTSKAGQ7DffkfwIQAGACAb6NfgjAQCwYGL4AAAAGArBMAAAACwlaAKgMuVKydhYWGplhdffFEOHz7s9T5dPv/8c5919ujRI9X6jz76aLb2CwAAAMEjqHKAN27cKCkpKc7bO3fulEceeUT++Mc/SunSpeXkyZNu60+bNk3efvtteeyxx9KsVwPejz/+2Hk7MjIyC1oPAACAnCCoAuCiRYu63X7zzTelYsWK8tBDD5mR2xIlSrjdv2DBAunYsaPkz58/zXo14PV8bFqSkpLMYklMTDT/Jycnm0XlypXLLLdu3TKLxSrXQN7hcKRbHh4ebvpm1etarlxPCNIqj4iIMPW6lmu9ur5nG32V06fA98kq1/91CYU+heJ+ok/0iT7RJ/oUHnR98lw/xwTAnhOGz549WwYMGGA2gqfNmzfLtm3b5P3330+3rhUrVphpSAoVKiQPP/ywjBkzRgoXLuxz/XHjxsmoUaNSlW/dulWioqKcwboG54cOHZKzZ88619ErfHXZu3evXLx40VleoUIF0wYd1b527ZqzvGrVqlKwYEFTt+sOrVGjhrlieNOmTW5tqFOnjtk2O3bscNvxdevWNc+3e/duZ3m+fPmkZs2acu7cOTl48KCzPCYmRqpVqyYnTpyQY8eOOcvpU+D7tGvXLlOm/1+9ejUk+hSK+4k+0Sf6RJ/oU7Wg65Ou768wh2vIHUQ+++wz6dq1qxw9elRKliyZ6v6+ffuawNYKGHyZN2+e3HXXXVK+fHk5cOCADB061IwYr1271nnG4M8IsKZgnD9/XqKjo4PiLCcUz9zo0y359ddfZdKkSdKvXz9zsAiFPoXifqJP9Ik+0Sf6FB50fUpISDADnBpkW/FajguAW7ZsaaL8b775JtV9epYQGxsrw4YNk7/85S+3Va+ewejZybJly6RZs2Z+PUYDYD3b8WeDAhmhZ9L6S1H8chAAALfnduK1oJoFwnLkyBEToPbp08fr/V988YX5evjpp5++7bp1uL1IkSKyf//+TGgpAAAAcpqgDIB1xgbNCWnVqpXX+6dPny5t2rRJddGcvyNsmsqgI8gAAACwn6ALgDVnRAPg7t27m3wUTzpyu2rVKp+jw5o4rbNDqMuXL8vAgQNl3bp1Zh7h5cuXS9u2baVSpUomxQIAAAD2E3QBsKY+6IVvvXr18nr/jBkzTG5kixYtvN6/Z88e5xWGmhStVznqaHHlypWld+/eUrt2bfnxxx+ZCxgAAMCmgm4aNA1s07ou74033jCLL66P1ek7lixZkultBAAAQM4VdCPAAAAAQFYiAAYAAICtEAADAADAVgiAAQAAYCsEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALZCAAwAAABbIQAGAACArRAAAwAAwFYIgAEAAGArBMAAAACwFQJgAAAA2AoBMAAAAGyFABgAAAC2QgAMAAAAWyEABgAAgK0QAAMAAMBWCIABAABgKwTAAAAAsBUCYAAAANgKATAAAABshQAYAAAAtkIADAAAAFshAAYAAICtEAADAADAVgiAAQAAYCsEwAAAALAVAmAAAADYCgEwAAAAbIUAGAAAALYSVAFwuXLlJCwsLNXy4osvmvubNGmS6r7nn38+zTodDocMHz5cYmNjJV++fNK8eXPZt29fNvUIAAAAwSaoAuCNGzfKyZMnncvSpUtN+R//+EfnOs8884zbOuPHj0+zTr3/vffek6lTp8r69eslKipKWrZsKdevX8/y/gAAACD4REgQKVq0qNvtN998UypWrCgPPfSQs+yuu+6SEiVK+FWfjv5OnDhRXnvtNWnbtq0p++STT6R48eKycOFC6dy5cyb3AAAAAMEuqAJgVzdu3JDZs2fLgAEDTKqD5dNPPzXlGgS3bt1ahg0bZoJibw4dOiSnTp0yaQ+WmJgYqV+/vqxdu9ZnAJyUlGQWS2Jiovk/OTnZLCpXrlxmuXXrllksVnlKSooJwNMrDw8PN/2z6nUtV7q+P+URERGmXtdyrVfX92yjr/Jg6pPu/99++83U69l2q42uz5nV5Vqm93m2XcuVaxvTKte+ptWn06dPmzL9dkNvh0KfbqeNRYoUMa9l1+fk/USf6BN9ok/0yZ8+ea6fIwNgHaG9cOGC9OjRw1nWtWtXKVu2rJQsWVJ27Nghr776quzZs0e++uorr3Vo8Kt0xNeV3rbu82bcuHEyatSoVOVbt241KRTWaLWOTmuQffbsWec6cXFxZtm7d69cvHjRWV6hQgUpVqyY7Ny5U65du+Ysr1q1qhQsWNDU7bpDa9SoIXny5JFNmza5taFOnTomONT+u+74unXrmufbvXu3s1xznmvWrCnnzp2TgwcPup0EVKtWTU6cOCHHjh1zlgdTn/R5rBQYO5o/f77YUYcOHdxu836iT/SJPtEn+uRvn3R9f4U5XEPuIKJ5utrJb775xuc633//vTRr1kz2799vNrinNWvWSKNGjcwO0ovgLB07djRnFr6CDG8jwKVLl5bz589LdHR0UJzlhOKZGyPA9IkRYPpEn+gTfaJP4XfYp4SEBClcuLAJsq14LUeNAB85ckSWLVvmc2TXoqkMylcAbOUK69fKrgGw3q5Vq5bPeiMjI83iSV8crh/OrjvPk7Uz/C33rPdOyvXF4q3cVxtvtzw7+6R/+0ptgf3wfqJPvsrpE31Kq+30iT7liFkgLB9//LEZEm/VqlWa623bts387xrcuipfvrwJgpcvX+42mquzQTRo0CCTWw0AAICcIOgCYB0y1wC4e/fubpH8gQMHZPTo0bJ582Y5fPiwfP311/L000/Lgw8+aHJCXPNGFixY4DyTiY+PlzFjxpj1f/rpJ/MYzSF+4oknAtI/AAAABFbQpUBo6sPRo0elV69ebuWaD6z36bRmV65cMTm57du3N1OcudKL4lwTrAcNGmTWf/bZZ81FdY0bN5bFixdL3rx5s61PAAAACB5BexFcMNG0Cb3i0Z+kagAAAAR3vBZ0KRAAAABAViIABgAAgK0QAAMAAMBWCIABAABgKwTAAAAAsBUCYAAAANgKATAAAABshQAYAAAAtkIADAAAAFshAAYAAICtRAS6ATmB9WvR+hN7AAAACD5WnGbFbWkhAPbDpUuXzP+lS5cOdFMAAACQTtwWExOT1ioS5vAnTLa5W7duyYkTJ6RAgQISFhYW6OYgxM9e9UTr119/lejo6EA3BwAyjOMasouGtBr8lixZUnLlSjvLlxFgP+hGjIuLC3QzYCP6IcEHBYBQwnEN2SG9kV8LF8EBAADAVgiAAQAAYCsEwEAQiYyMlBEjRpj/ASAUcFxDMOIiOAAAANgKI8AAAACwFQJgAAAA2AoBMAAAAGyFABgAAAC2QgAMBIm1a9dKeHi4tGrVKtBNAYAM69Gjh/n1VGspXLiwPProo7Jjx45ANw0gAAaCxfTp06Vfv36yatUq89PbAJDTacB78uRJsyxfvlwiIiLk8ccfD3SzAAJgIBhcvnxZ5s+fLy+88IIZAZ45c2agmwQAGaZz/5YoUcIstWrVksGDB8uvv/4qZ8+eDXTTYHMEwEAQ+Oyzz6Rq1apSpUoVeeqpp2TGjBnCFN0AQu1Ef/bs2VKpUiWTDgEEUkRAnx2AM/1BA1/rK8OLFy/KypUrpUmTJoFuGgDcsW+//Vby589v/r5y5YrExsaasly5GH9DYPEKBAJsz549smHDBunSpYu5rTlynTp1MkExAORkTZs2lW3btplFj3MtW7aUxx57TI4cORLopsHmGAEGAkwD3eTkZClZsqSzTNMfNHdu8uTJEhMTE9D2AcCdioqKMikPlo8++sgc0z788EMZM2ZMQNsGe2MEGAggDXw/+eQTeeedd5yjJLps377dBMRz584NdBMBINPodGia/nDt2rVANwU2xwgwEECaC5eQkCC9e/dONdLbvn17Mzr8/PPPB6x9AJARSUlJcurUKfO3Huv0Wy29GK5169aBbhpsjhFgIIA0wG3evLnXNAcNgDdt2sSk8QByrMWLF5sL33SpX7++bNy4UT7//HMu8EXAhTmYawkAAAA2wggwAAAAbIUAGAAAALZCAAwAAABbIQAGAACArRAAAwAAwFYIgAEAAGArBMAAAACwFQJgAAAA2AoBMAAAAGyFABgAAmzmzJkSFhbmczl27FigmwgAISUi0A0AAPyf119/XcqXL5+q/O677w5IewAgVBEAA0CQeOyxx6ROnTqBbgYAhDxSIAAgB6VJrFq1Sp577jkpXLiwREdHy9NPPy0JCQnO9bp37y5FihSRmzdvpqqjRYsWUqVKFefttNIuypUr51zv8OHDaa7bpEkT57o3btyQ4cOHS+3atSUmJkaioqLkgQcekB9++CFLtw8A3A5GgAEgB3nppZekYMGCMnLkSNmzZ49MmTJFjhw5IitWrDDB6J/+9Cf55JNPZMmSJfL44487H3fq1Cn5/vvvZcSIEW71PfLIIyaIdvXOO++4BdWWLl26yB/+8Ae3siFDhrjdTkxMlI8++sis+8wzz8ilS5dk+vTp0rJlS9mwYYPUqlUrk7YEANw5AmAAyEHy5Mkjy5cvl9y5c5vbZcuWlUGDBsk333wjbdq0kYcfflji4uJk9uzZbgHw3Llz5datW/LUU0+51Ve5cuVUZfPmzfMaAN9///2p1n3zzTfdbhcqVMiMGGs7LRoIV61aVSZNmmSCYQAINFIgACAHefbZZ53Br3rhhRckIiJC/vWvf5nbuXLlkm7dusnXX39tRl8tn376qTRs2NDrRXaZKTw83Bn8asD922+/SXJysslt3rJlS5Y+NwD4iwAYAHKQe+65x+12/vz5JTY21oy6WjSl4dq1a7JgwQJzW1MlNm/ebNIjssOsWbOkRo0akjdvXpOrXLRoUfnuu+/k4sWL2fL8AJAeAmAACDH33nuvuQhN0yCU/q+jsh07dszy59bn6tGjh1SsWNGkOyxevFiWLl1qUjN0RBgAggEBMADkIPv27XO7ffnyZTl58qTbrA3WKLBe9Kb3zZkzR1q1amXyc7PaF198IRUqVJCvvvrKjDjrxW/NmzeX69evZ/lzA4C/CIABIAeZNm2a2xRnOguE5tjqHMKudBYGnRWif//+cvDgwVQXr2VlDrByOBzOsvXr18vatWuz5fkBwB/MAgEAOYjOs9usWTOTzqC5vf/4xz+kcePGZgYIV5p3++ijj8rnn39upk3TEeDsoDNP6Ohvu3btzHMeOnRIpk6datIydLQaAIIBI8AAkINMnjxZqlWrZn5sQn8cQ0d6Fy1aZEZ7PVnz+2qwHBkZmS3t0/zfN954Q7Zv3y4vv/yymY9Y84L5hTsAwSTM4fo9FQAgKGmw27NnT9m4caPfwaQGxk888YT59Tj9NTYAwP9hBBgAQtSHH35oLkjTFAkAwH+RAwwAIUZ/yW3Hjh1m7t13333Xa3oEANgZATAAhBjNC9YfyOjdu7f07ds30M0BgKBDDjAAAABshRxgAAAA2AoBMAAAAGyFABgAAAC2QgAMAAAAWyEABgAAgK0QAAMAAMBWCIABAABgKwTAAAAAEDv5fyVIi7YXgRDWAAAAAElFTkSuQmCC", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "# Создание DataFrame\n", "df = pd.DataFrame({\n", " \"Имя\": [\"Алексей\", \"Борис\", \"Виктория\", \"Георгий\", \"Дарья\", \"Елена\"],\n", " \"Возраст\": [20, 21, 22, 23, 24, 25],\n", " \"Оценка\": [85, 78, 92, 88, 75, 95],\n", " \"Группа\": [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\"]\n", "})\n", "\n", "# Boxplot по группам \n", "plt.figure(figsize=(8, 5))\n", "sns.boxplot(x=\"Группа\", y=\"Оценка\", hue=\"Группа\", data=df, palette=\"pastel\")\n", "plt.title(\"Распределение оценок по группам\", fontsize=14)\n", "plt.xlabel(\"Группа\", fontsize=12)\n", "plt.ylabel(\"Оценка\", fontsize=12)\n", "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", "plt.show()\n", "\n", "# Histplot \n", "plt.figure(figsize=(8, 5))\n", "sns.histplot(df[\"Оценка\"], bins=5, kde=True, color=\"royalblue\", alpha=0.7)\n", "plt.title(\"Распределение оценок\", fontsize=14)\n", "plt.xlabel(\"Оценка\", fontsize=12)\n", "plt.ylabel(\"Частота\", fontsize=12)\n", "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", "plt.show()\n", "\n", "# Scatterplot \n", "plt.figure(figsize=(8, 5))\n", "sns.scatterplot(x=\"Возраст\", y=\"Оценка\", hue=\"Группа\", style=\"Группа\", data=df, s=120, palette=\"coolwarm\")\n", "plt.title(\"Зависимость оценок от возраста\", fontsize=14)\n", "plt.xlabel(\"Возраст\", fontsize=12)\n", "plt.ylabel(\"Оценка\", fontsize=12)\n", "plt.legend(title=\"Группа\")\n", "plt.grid(alpha=0.5)\n", "plt.show()\n", "\n", "# Pairplot \n", "sns.pairplot(df, hue=\"Группа\", palette=\"husl\")\n", "plt.suptitle(\"Парные зависимости в данных\", fontsize=16, y=1.02)\n", "plt.show()\n", "\n", "# корреляционная матрица\n", "plt.figure(figsize=(8, 5))\n", "sns.heatmap(df.select_dtypes(include=[\"number\"]).corr(), annot=True, cmap=\"coolwarm\", linewidths=0.5)\n", "plt.title(\"Корреляционная матрица\", fontsize=14)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "654cd74d-ad5c-4249-9e78-70f44dc70452", "metadata": {}, "source": [ "------------------------" ] }, { "cell_type": "markdown", "id": "09333f10-a97f-49ce-a7af-e94b05931924", "metadata": {}, "source": [ "# 5 задание tqdm" ] }, { "cell_type": "code", "execution_count": 9, "id": "cb5189ce-1109-4514-a74a-32a052454f5a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Загрузка данных: 100%|████████████████| 80/80 [00:01<00:00, 61.82it/s]\n", "Обработка информации: 100%|\u001b[32m▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓\u001b[0m| 120/120 [00:01<00:00, 111.39it/s]\u001b[0m\n", "Обработка записей: 25%|\u001b[34m░░░░░░░░░░░░████████████████████████████████████\u001b[0m| 1/4 [00:00<00:01, 2.49it/s]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Запись обработана: Иванов - 92 баллов\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка записей: 50%|\u001b[34m░░░░░░░░░░░░░░░░░░░░░░░░████████████████████████\u001b[0m| 2/4 [00:00<00:00, 2.48it/s]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Запись обработана: Сидоров - 85 баллов\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка записей: 75%|\u001b[34m░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░████████████\u001b[0m| 3/4 [00:01<00:00, 2.48it/s]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Запись обработана: Кузнецов - 78 баллов\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка записей: 100%|\u001b[34m░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░\u001b[0m| 4/4 [00:01<00:00, 2.48it/s]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Запись обработана: Морозова - 88 баллов\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from tqdm import tqdm\n", "import time\n", "import pandas as pd\n", "\n", "# прогресс-бар с измененным шагом и временем ожидания\n", "for i in tqdm(range(80), desc=\"Загрузка данных\", ncols=70):\n", " time.sleep(0.015) # Симуляция процесса\n", "\n", "#кастомный прогресс-бар со стилизацией\n", "for i in tqdm(range(120), desc='Обработка информации', ascii=\"░▒▓\", colour=\"green\", ncols=90):\n", " time.sleep(0.008) # Симуляция процесса\n", "\n", "# tqdm для работы с DataFrame \n", "df = pd.DataFrame({\n", " \"Фамилия\": [\"Иванов\", \"Сидоров\", \"Кузнецов\", \"Морозова\"],\n", " \"Возраст\": [28, 34, 40, 45],\n", " \"Рейтинг\": [92, 85, 78, 88]\n", "})\n", "\n", "#итерация по строкам DataFrame с прогресс-баром\n", "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка записей\", colour=\"blue\", ascii=\"█▒░\"):\n", " time.sleep(0.4) # Имитация обработки строки\n", " print(f\"Запись обработана: {row['Фамилия']} - {row['Рейтинг']} баллов\")\n" ] }, { "cell_type": "markdown", "id": "b03b6b15-c430-41f7-8633-5a28b506e08c", "metadata": {}, "source": [ "------------------------------------------------" ] }, { "cell_type": "markdown", "id": "f4c215a4-40e4-4828-88ca-704c7a054e19", "metadata": {}, "source": [ "# 6 ЗАДАНИЕ: Таблица фильмов" ] }, { "cell_type": "code", "execution_count": 15, "id": "dff170a4-c244-48db-8c22-94eb067d7f27", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Первые 5 строк:\n", " id title \\\n", "0 278 The Shawshank Redemption \n", "1 238 The Godfather \n", "2 240 The Godfather Part II \n", "3 424 Schindler's List \n", "4 1356039 Counterattack \n", "\n", " overview release_date popularity \\\n", "0 Imprisoned in the 1940s for the double murder ... 1994-09-23 5.522 \n", "1 Spanning the years 1945 to 1955, a chronicle o... 1972-03-14 5.317 \n", "2 In the continuing saga of the Corleone crime f... 1974-12-20 4.747 \n", "3 The true story of how businessman Oskar Schind... 1993-12-15 4.457 \n", "4 When a hostage rescue mission creates a new en... 2025-02-27 9.430 \n", "\n", " vote_average vote_count \n", "0 8.708 27883 \n", "1 8.689 21151 \n", "2 8.570 12771 \n", "3 8.567 16219 \n", "4 8.524 431 \n", "\n", " Информация о данных:\n", "\n", "RangeIndex: 8560 entries, 0 to 8559\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 8560 non-null int64 \n", " 1 title 8560 non-null object \n", " 2 overview 8560 non-null object \n", " 3 release_date 8558 non-null object \n", " 4 popularity 8560 non-null float64\n", " 5 vote_average 8560 non-null float64\n", " 6 vote_count 8560 non-null int64 \n", "dtypes: float64(2), int64(2), object(3)\n", "memory usage: 468.3+ KB\n", "None\n", "\n", " Описательная статистика:\n", " id popularity vote_average vote_count\n", "count 8.560000e+03 8560.000000 8560.000000 8560.000000\n", "mean 2.082396e+05 3.721817 6.845229 2159.248715\n", "std 2.768840e+05 0.770182 0.597392 3370.513826\n", "min 2.000000e+00 0.003000 5.800000 300.000000\n", "25% 1.001850e+04 3.533000 6.371000 480.000000\n", "50% 3.686550e+04 3.557000 6.800000 903.000000\n", "75% 3.861218e+05 3.817000 7.300000 2193.250000\n", "max 1.356039e+06 29.661000 8.708000 37174.000000\n", "\n", " Проверка пропущенных значений:\n", "id 0\n", "title 0\n", "overview 0\n", "release_date 2\n", "popularity 0\n", "vote_average 0\n", "vote_count 0\n", "dtype: int64\n", "\n", " Обработка строк (имитация загрузки)...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка данных: 100%|██████████████████████████████████████████| 8560/8560 [00:16<00:00, 515.18it/s]\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", "import time\n", "\n", "# Загрузка данных\n", "file_path = \"top_movies.csv\" \n", "df = pd.read_csv(file_path)\n", "\n", "# Базовый анализ данных \n", "print(\"\\n Первые 5 строк:\")\n", "print(df.head())\n", "\n", "print(\"\\n Информация о данных:\")\n", "print(df.info())\n", "\n", "print(\"\\n Описательная статистика:\")\n", "print(df.describe())\n", "\n", "print(\"\\n Проверка пропущенных значений:\")\n", "print(df.isnull().sum())\n", "\n", "\n", "print(\"\\n Обработка строк (имитация загрузки)...\")\n", "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка данных\"):\n", " time.sleep(0.001) # Имитация вычислений\n", "\n", "#построение графиков \n", "sns.set_style(\"whitegrid\")\n", "\n", "# Гистограмма (Распределение рейтингов фильмов)\n", "plt.figure(figsize=(9, 5))\n", "sns.histplot(df[\"vote_average\"], bins=20, kde=True, color=\"royalblue\", alpha=0.7)\n", "plt.title(\"Распределение рейтингов фильмов\", fontsize=14)\n", "plt.xlabel(\"Средний рейтинг\", fontsize=12)\n", "plt.ylabel(\"Частота\", fontsize=12)\n", "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", "plt.show()\n", "\n", "# Точечная диаграмма (Популярность vs Рейтинг)\n", "plt.figure(figsize=(15, 8))\n", "sns.scatterplot(x=df[\"popularity\"], y=df[\"vote_average\"], hue=df[\"vote_count\"], palette=\"coolwarm\", s=80)\n", "plt.title(\"Популярность vs Средний рейтинг\", fontsize=14)\n", "plt.xlabel(\"Популярность\", fontsize=12)\n", "plt.ylabel(\"Средний рейтинг\", fontsize=12)\n", "plt.grid(alpha=0.5)\n", "plt.show()\n", "\n", "# Boxplot (Распределение рейтингов по количеству голосов)\n", "plt.figure(figsize=(10, 5))\n", "sns.boxplot(x=pd.cut(df[\"vote_count\"], bins=5), y=df[\"vote_average\"], hue=pd.cut(df[\"vote_count\"], bins=5), legend=False)\n", "plt.title(\"Рейтинг фильмов в зависимости от количества голосов\", fontsize=14)\n", "plt.xlabel(\"Количество голосов (группы)\", fontsize=12)\n", "plt.ylabel(\"Средний рейтинг\", fontsize=12)\n", "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6496b636-7639-43f2-944b-6034e60ba721", "metadata": {}, "source": [ "---------------------------------" ] }, { "cell_type": "code", "execution_count": null, "id": "8a6a6fe7-d675-424d-8545-533c7e41be18", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 5 }