diff --git a/.github/workflows/pyad.yml b/.github/workflows/pyad.yml
index 8b63ad9..a2f19e3 100644
--- a/.github/workflows/pyad.yml
+++ b/.github/workflows/pyad.yml
@@ -14,7 +14,7 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install numpy scipy
+        pip install numpy scipy sklearn nltk surprise pickle pandas
     - name: Run unittests
       run: |
         python -m unittest discover ${{ github.head_ref }}
diff --git a/lab0/basic_math.py b/lab0/basic_math.py
index 83052ff..4fcda39 100644
--- a/lab0/basic_math.py
+++ b/lab0/basic_math.py
@@ -7,8 +7,17 @@ def matrix_multiplication(matrix_a, matrix_b):
     Задание 1. Функция для перемножения матриц с помощью списков и циклов.
     Вернуть нужно матрицу в формате списка.
     """
-    # put your code here
-    pass
+    if len(matrix_a[0]) != len(matrix_b):
+            raise ValueError()
+
+    matrix_result = [[0 for _ in range(len(matrix_b[0]))] for _ in range(len(matrix_a))]
+
+    for i in range(len(matrix_a)):
+        for j in range(len(matrix_a[0])):
+            for k in range(len(matrix_b[0])):
+                matrix_result[i][k] += matrix_a[i][j] * matrix_b[j][k]
+    return matrix_result
+
 
 
 def functions(a_1, a_2):
@@ -17,8 +26,27 @@ def functions(a_1, a_2):
     Необходимо найти точки экстремума функции и определить, есть ли у функций общие решения.
     Вернуть нужно координаты найденных решения списком, если они есть. None, если их бесконечно много.
     """
-    # put your code here
-    pass
+    if a_1 == a_2:
+        return None
+    a1, b1, c1 = map(int, a_1.split())
+    a2, b2, c2 = map(int, a_2.split())
+    a3, b3, c3 = (a1 - a2), (b1 - b2), (c1 - c2)
+
+    if a3 == 0:
+        if b3 == 0:
+            return []
+        x = -c3 / b3
+        return [(x, a3 * x ** 2 + b3 * x + c3)]
+    dis = b3 ** 2 - 4 * a3 * c3
+    if dis < 0:
+        return None
+    elif dis == 0:
+        x = -(b3 / (2 * a3))
+        return [int(x), int(a3 * x ** 2 + b3 * x + c3)]
+    sqrt_dis = int(math.sqrt(dis))
+    x_plus = int((-b3 + sqrt_dis) / (2 * a3))
+    x_minus = int((-b3 - sqrt_dis) / (2 * a3))
+    return [(x_plus, int(a1 * x_plus ** 2 + b1 * x_plus + c1)), (x_minus, int(a2 * x_minus ** 2 + b2 * x_minus + c2))]
 
 
 def skew(x):
@@ -26,8 +54,11 @@ def skew(x):
     Задание 3. Функция для расчета коэффициента асимметрии.
     Необходимо вернуть значение коэффициента асимметрии, округленное до 2 знаков после запятой.
     """
-    # put your code here
-    pass
+    x_e = sum(x) / len(x)
+    sigma = (sum([(num - x_e) ** 2 for num in x]) / len(x)) ** 0.5
+    m_3 = sum([(num - x_e) ** 3 for num in x]) / len(x)
+    A_3 = m_3 / (sigma ** 3)
+    return round(A_3, 2)
 
 
 def kurtosis(x):
@@ -35,5 +66,8 @@ def kurtosis(x):
     Задание 3. Функция для расчета коэффициента эксцесса.
     Необходимо вернуть значение коэффициента эксцесса, округленное до 2 знаков после запятой.
     """
-    # put your code here
-    pass
+    x_e = sum(x) / len(x)
+    sigma = (sum([(num - x_e) ** 2 for num in x]) / len(x)) ** 0.5
+    m_4 = sum([(num - x_e) ** 4 for num in x]) / len(x)
+    E_4 = m_4 / (sigma ** 4) - 3
+    return round(E_4, 2)
diff --git a/lab0/test_basic_math.py b/lab0/test_basic_math.py
index 0c71ce4..6ebfba6 100644
--- a/lab0/test_basic_math.py
+++ b/lab0/test_basic_math.py
@@ -72,7 +72,7 @@ def test_skew(self):
         x1 = [2,3,5,7,8]
         x2 = [2,3,2,5,7,2,2,8]
         self.assertEqual(basic_math.skew(x1), round(scipy.stats.skew(x1), 2))
-        self.assertEqual(basic_math.skew(x1), round(scipy.stats.skew(x2), 2))
+        self.assertEqual(basic_math.skew(x2), round(scipy.stats.skew(x2), 2))
 
         random.seed(100)
         random_floats = [random.random() for _ in range(10000)]
@@ -85,7 +85,7 @@ def test_kurtosis(self):
         x1 = [2,3,5,7,8]
         x2 = [2,3,2,5,7,2,2,8]
         self.assertEqual(basic_math.kurtosis(x1), round(scipy.stats.kurtosis(x1), 2))
-        self.assertEqual(basic_math.kurtosis(x1), round(scipy.stats.kurtosis(x2), 2))
+        self.assertEqual(basic_math.kurtosis(x2), round(scipy.stats.kurtosis(x2), 2))
 
         random.seed(100)
         random_floats = [random.random() for _ in range(10000)]
diff --git "a/lab1/PY\320\220\320\224_\320\233\320\2401_PySpark_Basics.ipynb" "b/lab1/PY\320\220\320\224_\320\233\320\2401_PySpark_Basics.ipynb"
new file mode 100644
index 0000000..9889e6f
--- /dev/null
+++ "b/lab1/PY\320\220\320\224_\320\233\320\2401_PySpark_Basics.ipynb"
@@ -0,0 +1,747 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "authorship_tag": "ABX9TyO2y37uOnzbXiAWLMHytm+2",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/anastasiiaCher/pyad-2024/blob/main/lab1/PY%D0%90%D0%94_%D0%9B%D0%A01_PySpark_Basics.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Данные"
+      ],
+      "metadata": {
+        "id": "_hnS7THrsGgz"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Об авиаперевозках с 1987 года: https://www.transtats.bts.gov/Tables.asp?QO_VQ=EFD&QO_anzr=Nv4yv0r%FDb0-gvzr%FDcr4s14zn0pr%FDQn6n&QO_fu146_anzr=b0-gvzr\n",
+        "\n",
+        "Ниже скачиваются только данные за часть 2023 и 2024 годов."
+      ],
+      "metadata": {
+        "id": "fJhG7ScHBLjr"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!gdown 1NQuold7jvGZfHikbvtj0QynbhM90pT8L\n",
+        "!gdown 1HNAGhPHE6BmamcI0D767-BFhF4BWs6Hh\n",
+        "!gdown 1ERgltJRuybLl7sIUUVckzpUVzyP1ttCq\n",
+        "!gdown 1XrUk6ZYwQLQTjtsMHKxzzERP4dCLMEao\n",
+        "!gdown 1qy95Qpd93VClYPethMtMDJdAMBl21fnW\n",
+        "!gdown 1js5pbc_xe6kP7W4_lp6HaeXR0oAw2ZDL\n",
+        "!gdown 1qb4_uKGy0KU_4jRzaauqeObaaCQMtdBZ\n",
+        "!gdown 1TuC71TgrJDgpOvQVKl9jn89fAr9El1Pa\n",
+        "!gdown 1nt7e9Pszf2-IB3GsKHNRHZ_SPzxS0E2L\n",
+        "!gdown 1V5tCiD9jRCss0KoJxk-r1zOCw3onwez3\n",
+        "!gdown 1WsKGiVBV2p-sgiDePT6HZKUezWPc2zUH"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "a76Yg4c8sJf7",
+        "outputId": "4c051eb9-0519-4e64-ff36-87362a18dda9"
+      },
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1NQuold7jvGZfHikbvtj0QynbhM90pT8L\n",
+            "To: /content/T_ONTIME_REPORTING.csv\n",
+            "100% 67.6M/67.6M [00:00<00:00, 201MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1HNAGhPHE6BmamcI0D767-BFhF4BWs6Hh\n",
+            "To: /content/T_ONTIME_REPORTING 2.csv\n",
+            "100% 66.4M/66.4M [00:00<00:00, 234MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1ERgltJRuybLl7sIUUVckzpUVzyP1ttCq\n",
+            "To: /content/T_ONTIME_REPORTING 3.csv\n",
+            "100% 61.6M/61.6M [00:00<00:00, 87.7MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1XrUk6ZYwQLQTjtsMHKxzzERP4dCLMEao\n",
+            "To: /content/T_ONTIME_REPORTING 4.csv\n",
+            "100% 71.8M/71.8M [00:00<00:00, 133MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1qy95Qpd93VClYPethMtMDJdAMBl21fnW\n",
+            "To: /content/T_ONTIME_REPORTING 5.csv\n",
+            "100% 69.3M/69.3M [00:00<00:00, 265MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1js5pbc_xe6kP7W4_lp6HaeXR0oAw2ZDL\n",
+            "To: /content/T_ONTIME_REPORTING 6.csv\n",
+            "100% 71.1M/71.1M [00:00<00:00, 80.7MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1qb4_uKGy0KU_4jRzaauqeObaaCQMtdBZ\n",
+            "To: /content/T_ONTIME_REPORTING 7.csv\n",
+            "100% 71.7M/71.7M [00:00<00:00, 114MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1TuC71TgrJDgpOvQVKl9jn89fAr9El1Pa\n",
+            "To: /content/T_ONTIME_REPORTING 8.csv\n",
+            "100% 74.9M/74.9M [00:00<00:00, 229MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1nt7e9Pszf2-IB3GsKHNRHZ_SPzxS0E2L\n",
+            "To: /content/T_ONTIME_REPORTING 9.csv\n",
+            "100% 74.3M/74.3M [00:00<00:00, 307MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1V5tCiD9jRCss0KoJxk-r1zOCw3onwez3\n",
+            "To: /content/T_ONTIME_REPORTING 10.csv\n",
+            "100% 69.3M/69.3M [00:00<00:00, 189MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1WsKGiVBV2p-sgiDePT6HZKUezWPc2zUH\n",
+            "To: /content/T_ONTIME_REPORTING 11.csv\n",
+            "100% 70.3M/70.3M [00:00<00:00, 234MB/s]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "#### Основные функции PySpark\n",
+        "\n",
+        "В отдельном колабе: https://colab.research.google.com/drive/1noKypPI5ymbofp0YPtRH9gYSqNPAiTAT?usp=sharing"
+      ],
+      "metadata": {
+        "id": "5MLy27ccgVUf"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Пример работы с PySpark\n",
+        "Для работы с PySpark мы можем использовать SparkSession для создания сессии и работы с большими данными."
+      ],
+      "metadata": {
+        "id": "BvR64X6zI9y1"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!sudo apt update\n",
+        "!apt-get install openjdk-8-jdk-headless -qq > /dev/null\n",
+        "#Check this site for the latest download link https://www.apache.org/dyn/closer.lua/spark/spark-3.5.3/spark-3.5.3-bin-hadoop3.5.tgz\n",
+        "!wget -q https://dlcdn.apache.org/spark/spark-3.5.3/spark-3.5.3-bin-hadoop3.5.tgz\n",
+        "!tar xf spark-3.5.3-bin-hadoop3.5.tgz\n",
+        "!pip install -q findspark\n",
+        "!pip install pyspark\n",
+        "!pip install py4j\n",
+        "\n",
+        "import os\n",
+        "import sys\n",
+        "\n",
+        "\n",
+        "import findspark\n",
+        "findspark.init()\n",
+        "findspark.find()\n",
+        "\n",
+        "import pyspark\n",
+        "\n",
+        "from pyspark.sql import DataFrame, SparkSession\n",
+        "from typing import List\n",
+        "import pyspark.sql.types as T\n",
+        "import pyspark.sql.functions as F\n",
+        "\n",
+        "spark= SparkSession \\\n",
+        "       .builder \\\n",
+        "       .appName(\"Our First Spark Example\") \\\n",
+        "       .getOrCreate()\n",
+        "\n",
+        "spark"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 729
+        },
+        "id": "gQhFqiIO1A7u",
+        "outputId": "f9dfd8fa-23ac-48a7-a46f-73803dd84ead"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\u001b[33m\r0% [Working]\u001b[0m\r            \rGet:1 http://security.ubuntu.com/ubuntu jammy-security InRelease [129 kB]\n",
+            "Get:2 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease [3,626 B]\n",
+            "Get:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  InRelease [1,581 B]\n",
+            "Hit:4 http://archive.ubuntu.com/ubuntu jammy InRelease\n",
+            "Ign:5 https://r2u.stat.illinois.edu/ubuntu jammy InRelease\n",
+            "Get:6 https://r2u.stat.illinois.edu/ubuntu jammy Release [5,713 B]\n",
+            "Get:7 https://r2u.stat.illinois.edu/ubuntu jammy Release.gpg [793 B]\n",
+            "Get:8 http://archive.ubuntu.com/ubuntu jammy-updates InRelease [128 kB]\n",
+            "Get:9 http://security.ubuntu.com/ubuntu jammy-security/main amd64 Packages [2,372 kB]\n",
+            "Hit:10 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease\n",
+            "Hit:11 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease\n",
+            "Get:12 http://archive.ubuntu.com/ubuntu jammy-backports InRelease [127 kB]\n",
+            "Hit:13 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
+            "Get:14 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  Packages [1,032 kB]\n",
+            "Get:15 https://r2u.stat.illinois.edu/ubuntu jammy/main amd64 Packages [2,596 kB]\n",
+            "Get:16 https://r2u.stat.illinois.edu/ubuntu jammy/main all Packages [8,403 kB]\n",
+            "Get:17 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 Packages [2,648 kB]\n",
+            "Get:18 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 Packages [1,450 kB]\n",
+            "Fetched 18.9 MB in 3s (5,700 kB/s)\n",
+            "Reading package lists... Done\n",
+            "Building dependency tree... Done\n",
+            "Reading state information... Done\n",
+            "50 packages can be upgraded. Run 'apt list --upgradable' to see them.\n",
+            "\u001b[1;33mW: \u001b[0mSkipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\u001b[0m\n",
+            "tar: spark-3.5.3-bin-hadoop3.5.tgz: Cannot open: No such file or directory\n",
+            "tar: Error is not recoverable: exiting now\n",
+            "Requirement already satisfied: pyspark in /usr/local/lib/python3.10/dist-packages (3.5.3)\n",
+            "Requirement already satisfied: py4j==0.10.9.7 in /usr/local/lib/python3.10/dist-packages (from pyspark) (0.10.9.7)\n",
+            "Requirement already satisfied: py4j in /usr/local/lib/python3.10/dist-packages (0.10.9.7)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "<pyspark.sql.session.SparkSession at 0x7d154c80ad40>"
+            ],
+            "text/html": [
+              "\n",
+              "            <div>\n",
+              "                <p><b>SparkSession - in-memory</b></p>\n",
+              "                \n",
+              "        <div>\n",
+              "            <p><b>SparkContext</b></p>\n",
+              "\n",
+              "            <p><a href=\"http://b18350f8c5a8:4040\">Spark UI</a></p>\n",
+              "\n",
+              "            <dl>\n",
+              "              <dt>Version</dt>\n",
+              "                <dd><code>v3.5.3</code></dd>\n",
+              "              <dt>Master</dt>\n",
+              "                <dd><code>local[*]</code></dd>\n",
+              "              <dt>AppName</dt>\n",
+              "                <dd><code>Our First Spark Example</code></dd>\n",
+              "            </dl>\n",
+              "        </div>\n",
+              "        \n",
+              "            </div>\n",
+              "        "
+            ]
+          },
+          "metadata": {},
+          "execution_count": 3
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = spark.read.csv('/content/T_ONTIME_REPORTING.csv', header=True, inferSchema=True)\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 2.csv', header=True, inferSchema=True))\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 3.csv', header=True, inferSchema=True))\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 4.csv', header=True, inferSchema=True))\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 5.csv', header=True, inferSchema=True))\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 6.csv', header=True, inferSchema=True))\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 7.csv', header=True, inferSchema=True))\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 8.csv', header=True, inferSchema=True))\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 9.csv', header=True, inferSchema=True))\n",
+        "df = df.union(spark.read.csv('/content/T_ONTIME_REPORTING 10.csv', header=True, inferSchema=True))\n",
+        "\n",
+        "df.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "pXyPovp-ZAIk",
+        "outputId": "c60b39c4-2a4a-4823-884a-98ceca41056c"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "+----+--------------------+-----------------+-----------------+------+--------------------+---------------+----+--------------------+---------+---------+---------+-------------------+--------+-------------+-------------+---------+--------------+-------------------+\n",
+            "|YEAR|             FL_DATE|OP_UNIQUE_CARRIER|ORIGIN_AIRPORT_ID|ORIGIN|    ORIGIN_CITY_NAME|DEST_AIRPORT_ID|DEST|      DEST_CITY_NAME|DEP_DELAY|ARR_DELAY|CANCELLED|ACTUAL_ELAPSED_TIME|DISTANCE|CARRIER_DELAY|WEATHER_DELAY|NAS_DELAY|SECURITY_DELAY|LATE_AIRCRAFT_DELAY|\n",
+            "+----+--------------------+-----------------+-----------------+------+--------------------+---------------+----+--------------------+---------+---------+---------+-------------------+--------+-------------+-------------+---------+--------------+-------------------+\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10135|   ABE|Allentown/Bethleh...|          10397| ATL|         Atlanta, GA|     -2.0|    -35.0|      0.0|              119.0|   692.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10135|   ABE|Allentown/Bethleh...|          10397| ATL|         Atlanta, GA|      9.0|    -13.0|      0.0|              117.0|   692.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10185|   AEX|      Alexandria, LA|          10397| ATL|         Atlanta, GA|    -11.0|    -26.0|      0.0|               91.0|   500.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10185|   AEX|      Alexandria, LA|          10397| ATL|         Atlanta, GA|     -5.0|    -29.0|      0.0|               86.0|   500.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10208|   AGS|         Augusta, GA|          10397| ATL|         Atlanta, GA|     -4.0|    -23.0|      0.0|               62.0|   143.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10257|   ALB|          Albany, NY|          12953| LGA|        New York, NY|    -10.0|    -43.0|      0.0|               47.0|   136.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10135| ABE|Allentown/Bethleh...|     -7.0|    -12.0|      0.0|              118.0|   692.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10135| ABE|Allentown/Bethleh...|     10.0|      8.0|      0.0|              124.0|   692.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10185| AEX|      Alexandria, LA|     -9.0|    -26.0|      0.0|               98.0|   500.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10185| AEX|      Alexandria, LA|     -7.0|     -8.0|      0.0|              112.0|   500.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10208| AGS|         Augusta, GA|      1.0|     -7.0|      0.0|               51.0|   143.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10408| ATW|        Appleton, WI|    -11.0|    -17.0|      0.0|              136.0|   765.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10431| AVL|       Asheville, NC|     -4.0|    -17.0|      0.0|               48.0|   164.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10431| AVL|       Asheville, NC|     -3.0|    -21.0|      0.0|               46.0|   164.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10685| BMI|Bloomington/Norma...|     -4.0|    -14.0|      0.0|              103.0|   533.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10685| BMI|Bloomington/Norma...|     15.0|     -1.0|      0.0|               94.0|   533.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10781| BTR|     Baton Rouge, LA|     -4.0|    -11.0|      0.0|               98.0|   448.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10980| CHA|     Chattanooga, TN|     -5.0|    -17.0|      0.0|               41.0|   106.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10980| CHA|     Chattanooga, TN|     -4.0|    -13.0|      0.0|               46.0|   106.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "|2024|1/1/2024 12:00:00 AM|               9E|            10397|   ATL|         Atlanta, GA|          10990| CHO| Charlottesville, VA|     -5.0|     -9.0|      0.0|               82.0|   457.0|         NULL|         NULL|     NULL|          NULL|               NULL|\n",
+            "+----+--------------------+-----------------+-----------------+------+--------------------+---------------+----+--------------------+---------+---------+---------+-------------------+--------+-------------+-------------+---------+--------------+-------------------+\n",
+            "only showing top 20 rows\n",
+            "\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Задание 1\n",
+        "\n",
+        "1. Сколько различных перевозчиков представлено в датасете?\n",
+        "2. Какие 5 перевозчиков сделали наибольшее число перелетов?"
+      ],
+      "metadata": {
+        "id": "UX_VkZuUGtOl"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Могут понадобиться методы:\n",
+        "- dropDuplicates()\n",
+        "- select()\n",
+        "- groupBy()\n",
+        "- orderBy()\n",
+        "- limit()\n",
+        "- count()"
+      ],
+      "metadata": {
+        "id": "AOcwuTUjoz0s"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# put your code here"
+      ],
+      "metadata": {
+        "id": "oop4qm4qMLYE"
+      },
+      "execution_count": 5,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Задание 2\n",
+        "\n",
+        "Найдите 10 самых частых направлений, если:\n",
+        "- Направление – это пара «аэропорт вылета-аэропорт прилета»\n",
+        "- Направление – это пара «город вылета-город прилета»\n",
+        "- Направление – это город прилета.\n"
+      ],
+      "metadata": {
+        "id": "rzfhELdVG1fb"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Могут понадобиться методы:\n",
+        "- groupBy()\n",
+        "- orderBy()\n",
+        "- limit()\n",
+        "- count()"
+      ],
+      "metadata": {
+        "id": "O9CaTff8pH4H"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# put your code here"
+      ],
+      "metadata": {
+        "id": "Dm-QBPZRG_3d"
+      },
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Задание 3\n",
+        "\n",
+        "1. Узнайте, сколько было отмен рейсов в каждом месяце. Отсортируйте ответ по числу отмен.\n",
+        "2. Для каждого месяца определите причину задержки, из-за которой было отложено больше всего рейсов."
+      ],
+      "metadata": {
+        "id": "UcQQvorpHAej"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Могут понадобиться методы/функции:\n",
+        "- withColumn()\n",
+        "- split()\n",
+        "- getItem()\n",
+        "- cast()\n",
+        "- groupBy()\n",
+        "- orderBy()\n",
+        "- sum()\n",
+        "- isNotNull()\n",
+        "- col()\n",
+        "- when()\n",
+        "- otherwise()\n",
+        "- agg()\n",
+        "- greatest()"
+      ],
+      "metadata": {
+        "id": "YZfg3zaXpZrX"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pyspark.sql.functions import split, when, col, greatest\n",
+        "\n",
+        "# put your code here"
+      ],
+      "metadata": {
+        "id": "CQu7PlGUHHNd"
+      },
+      "execution_count": 7,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Задание 4\n",
+        "\n",
+        "Создайте и обучите модель логистической регрессии для предсказания отмены рейса."
+      ],
+      "metadata": {
+        "id": "d05KbNOpezPb"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Закодируйте категориальные признаки в one-hot формат: разбейте столбец из $n$ категорий на $n$ столбцов, где в каждой строке $1$ будет стоять в том столбце, название которого раньше было категорией, к которой относится этот объект.\n",
+        "\n",
+        "Сначала закодируем таким образом столбец с перевозчиком (`OP_UNIQUE_CARRIER`)."
+      ],
+      "metadata": {
+        "id": "onSZOsn-qQk3"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pyspark.ml.feature import StringIndexer, OneHotEncoder\n",
+        "\n",
+        "carr_indexer = StringIndexer(inputCol=\"OP_UNIQUE_CARRIER\", outputCol=\"carrier_index\")\n",
+        "carr_encoder = OneHotEncoder(inputCol=\"carrier_index\", outputCol=\"carrier_fact\")"
+      ],
+      "metadata": {
+        "id": "GEAAt3oxe6VU"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Столбцы `ORIGIN` (пункт вылета) и `DEST` (пункт прилета) закодируйте аналогично самостоятельно."
+      ],
+      "metadata": {
+        "id": "sCY0voDWqsvv"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# put your code here"
+      ],
+      "metadata": {
+        "id": "hl3q8M1lfplQ"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Выделите целевую переменную. Ее важно назвать `label`. По этому названию дальше метод `fit()` отличит ее от других столбцов. Целевая переменная должна получиться из значений столбца `CANCELLED` (отмена рейса)."
+      ],
+      "metadata": {
+        "id": "4ECgSa4NrBWP"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df3 = df3.withColumn(\"label\", # put your code here)"
+      ],
+      "metadata": {
+        "id": "kov_B5gjiGot"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Соберите все признаки, которые будут использоваться для обучения, в один вектор `features`."
+      ],
+      "metadata": {
+        "id": "5SBH4xcfreKx"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pyspark.ml.feature import VectorAssembler\n",
+        "\n",
+        "vec_assembler = VectorAssembler(inputCols=[\"DATE\", \"DISTANCE\", \"carrier_fact\", \"dest_fact\", \"origin_fact\"], outputCol=\"features\")"
+      ],
+      "metadata": {
+        "id": "2Yncr9WTf_ys"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Объедините все предобработки в один пайплайн. Он будет состоять из кодирования категориальных переменных и объединения новых столбцов с некоторыми старыми в матрицу признаков."
+      ],
+      "metadata": {
+        "id": "PvwmSvieroRJ"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pyspark.ml import Pipeline\n",
+        "\n",
+        "flights_pipe = Pipeline(stages=[dest_indexer, dest_encoder, carr_indexer, carr_encoder, origin_indexer, origin_encoder, vec_assembler])"
+      ],
+      "metadata": {
+        "id": "l6xM3-kKgbMa"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Выполните созданный пайплайн."
+      ],
+      "metadata": {
+        "id": "LQXPbhnVr5hj"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "piped_data = flights_pipe.fit(df3).transform(df3)"
+      ],
+      "metadata": {
+        "id": "e4kFC9uXg7gR"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Разделите датасет на тренировочную и тестовую выборки."
+      ],
+      "metadata": {
+        "id": "lj5YR5Qfr74U"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "training, test = piped_data.randomSplit([.7, .3])"
+      ],
+      "metadata": {
+        "id": "WtcixzF8hHfW"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Создайте модель – логистическую регрессию."
+      ],
+      "metadata": {
+        "id": "KSeyZRH-r_5l"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pyspark.ml.classification import LogisticRegression\n",
+        "\n",
+        "lr = LogisticRegression()"
+      ],
+      "metadata": {
+        "id": "yF7w9InvhJvQ"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Введите метрику оценки качества предсказания – ROC-AUC. Метрика рассчитывается на основе матрицы неточностей. Чем ближе она к 1, тем качественнее классификатор. Значение 0.5 означает, что предсказания случайны."
+      ],
+      "metadata": {
+        "id": "-7i9Bvs4sD_1"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        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)"
+      ],
+      "metadata": {
+        "id": "lYXnG6t0sR6g"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pyspark.ml.evaluation as evals\n",
+        "\n",
+        "evaluator = evals.BinaryClassificationEvaluator(metricName=\"areaUnderROC\")"
+      ],
+      "metadata": {
+        "id": "PwdbuqLchR17"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Обучите модель."
+      ],
+      "metadata": {
+        "id": "8DaHuBGYs99Q"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "model = lr.fit(training)\n",
+        "print(model)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "K5dFjtLshj7w",
+        "outputId": "99afa32b-e4ad-4cec-8912-d20e2dbc95cd"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "LogisticRegressionModel: uid=LogisticRegression_0025f2eda729, numClasses=2, numFeatures=712\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Протестируйте модель."
+      ],
+      "metadata": {
+        "id": "NfDAAEals_4o"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "test_results = model.transform(test)\n",
+        "print(evaluator.evaluate(test_results))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "mChxh8ipikXB",
+        "outputId": "859393b5-6d44-4165-8870-b1c76ccc9b92"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "0.6661175113350906\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Точность классификатора – чуть меньше 0.7. Результат посредственный. Проведите несколько экспериментов с предобработкой и ответьте на следующие вопросы:\n",
+        "1. Повысится ли качество, если не использовать данные о пункте вылета?\n",
+        "2. Повысится ли качество, если не использовать данные о пункте прилета?\n",
+        "3. Повысится ли качество, если не использовать данные о перевозчике?\n",
+        "4. Повысится ли качество, если не использовать данные о месяце перелета?\n",
+        "5. Повысится ли качество, если задать направление полета иначе (см. задание 2)?"
+      ],
+      "metadata": {
+        "id": "DjgXySEXtBgk"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# put your code here"
+      ],
+      "metadata": {
+        "id": "UY03331XimQ9"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git "a/lab2/PY\320\220\320\224_\320\233\320\2402_Make_Recommendations.ipynb" "b/lab2/PY\320\220\320\224_\320\233\320\2402_Make_Recommendations.ipynb"
new file mode 100644
index 0000000..b4a825a
--- /dev/null
+++ "b/lab2/PY\320\220\320\224_\320\233\320\2402_Make_Recommendations.ipynb"
@@ -0,0 +1,2111 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "toc_visible": true,
+      "authorship_tag": "ABX9TyPGoSS0uRAjGLPFGhTW/pVj",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/anastasiiaCher/pyad-2024/blob/main/lab2/PY%D0%90%D0%94_%D0%9B%D0%A02_Make_Recommendations.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Данные"
+      ],
+      "metadata": {
+        "id": "_hnS7THrsGgz"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "В этой лабораторной работе будем работать с [датасетом](https://www.kaggle.com/datasets/arashnic/book-recommendation-dataset), предназначенным для обучения алгоритма рекомендаций книг.\n",
+        "\n",
+        "Для рекомендаций нам понадобятся таблицы `Books.csv` и `Ratings.scv`. Файл с рейтингами можно найти в папке с лабораторной работой на гитхабе. Файл с описаниями книг слишком большой, поэтому он располагается только по ссылке:\n",
+        "1. Файл с рейтингами (такой же, как в гитхабе): https://drive.google.com/file/d/1Hliaee7Y584-7lMoGeGjGabRRubzdoYn/view?usp=sharing\n",
+        "2. Файл с кригами:  https://drive.google.com/file/d/1JYpk5GTzK7GWT3mtDb9fNiwaVTzk8BBy/view?usp=sharing"
+      ],
+      "metadata": {
+        "id": "fJhG7ScHBLjr"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd"
+      ],
+      "metadata": {
+        "id": "QjsXOepge-27"
+      },
+      "execution_count": 1,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!gdown 1Hliaee7Y584-7lMoGeGjGabRRubzdoYn\n",
+        "!gdown 1JYpk5GTzK7GWT3mtDb9fNiwaVTzk8BBy"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Z4nPmsGsfEVR",
+        "outputId": "861b7b43-95b2-4aac-895e-50a94f646c1c"
+      },
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1Hliaee7Y584-7lMoGeGjGabRRubzdoYn\n",
+            "To: /content/Ratings.csv\n",
+            "100% 22.6M/22.6M [00:00<00:00, 44.5MB/s]\n",
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1JYpk5GTzK7GWT3mtDb9fNiwaVTzk8BBy\n",
+            "To: /content/Books.csv\n",
+            "100% 73.3M/73.3M [00:00<00:00, 84.9MB/s]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Посмотрим на таблицу `Ratings`."
+      ],
+      "metadata": {
+        "id": "SgY23p9PfrA1"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "ratings = pd.read_csv(\"Ratings.csv\")\n",
+        "ratings.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 201
+        },
+        "id": "Ck23gZpPfTzs",
+        "outputId": "dafe929c-ac0d-4569-c156-57e257026d4c"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   User-ID        ISBN  Book-Rating\n",
+              "0   276725  034545104X            0\n",
+              "1   276726  0155061224            5\n",
+              "2   276727  0446520802            0\n",
+              "3   276729  052165615X            3\n",
+              "4   276729  0521795028            6"
+            ],
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+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
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+              "          + ' to learn more about interactive tables.';\n",
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+              "        dataTable['output_type'] = 'display_data';\n",
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+              "  .colab-df-quickchart {\n",
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+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
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+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "ratings"
+            }
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "ratings.info()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Qw1-7kI-fVO1",
+        "outputId": "c2edcfc7-54a0-4f3c-f71d-18695dbebac2"
+      },
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 1149780 entries, 0 to 1149779\n",
+            "Data columns (total 3 columns):\n",
+            " #   Column       Non-Null Count    Dtype \n",
+            "---  ------       --------------    ----- \n",
+            " 0   User-ID      1149780 non-null  int64 \n",
+            " 1   ISBN         1149780 non-null  object\n",
+            " 2   Book-Rating  1149780 non-null  int64 \n",
+            "dtypes: int64(2), object(1)\n",
+            "memory usage: 26.3+ MB\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "ratings.describe().T"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 109
+        },
+        "id": "bzUeViHgfYix",
+        "outputId": "435086be-42ca-453a-f7de-4c24c34f8be6"
+      },
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "                 count           mean           std  min      25%       50%  \\\n",
+              "User-ID      1149780.0  140386.395126  80562.277718  2.0  70345.0  141010.0   \n",
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+              "                  75%       max  \n",
+              "User-ID      211028.0  278854.0  \n",
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+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-6ec5254d-4cbc-4d3b-ba48-95e6642c3428');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-da157b04-308a-431b-b170-c0d14030be03\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-da157b04-308a-431b-b170-c0d14030be03')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-da157b04-308a-431b-b170-c0d14030be03 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"ratings\",\n  \"rows\": 2,\n  \"fields\": [\n    {\n      \"column\": \"count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0,\n        \"min\": 1149780.0,\n        \"max\": 1149780.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1149780.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"mean\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 99266.14474001857,\n        \"min\": 2.8669501991685364,\n        \"max\": 140386.39512602412,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          2.8669501991685364\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"std\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 56963.40756303293,\n        \"min\": 3.8541838591801043,\n        \"max\": 80562.27771848648,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          3.8541838591801043\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"min\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.4142135623730951,\n        \"min\": 0.0,\n        \"max\": 2.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"25%\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 49741.426522567686,\n        \"min\": 0.0,\n        \"max\": 70345.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"50%\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 99709.12721511506,\n        \"min\": 0.0,\n        \"max\": 141010.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"75%\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 149214.38007276645,\n        \"min\": 7.0,\n        \"max\": 211028.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          7.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"max\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 197172.48329318166,\n        \"min\": 10.0,\n        \"max\": 278854.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          10.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 11
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Как распределяются рейтинги?"
+      ],
+      "metadata": {
+        "id": "iXS2pJO2fvD2"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "\n",
+        "sns.set_context(\"notebook\")\n",
+        "sns.set_style(\"whitegrid\")\n",
+        "\n",
+        "ratings[\"Book-Rating\"].hist()\n",
+        "plt.xlabel(\"Rating value\")\n",
+        "plt.ylabel(\"Rating count\")\n",
+        "plt.show()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 457
+        },
+        "id": "rgvUotNXfxYW",
+        "outputId": "d53f5a19-8979-43a9-c8cf-ac9070e14439"
+      },
+      "execution_count": 17,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Теперь посмотрим на таблицу `Books`."
+      ],
+      "metadata": {
+        "id": "xBfEqtNagkOj"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "books = pd.read_csv(\"Books.csv\")\n",
+        "books.head()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 451
+        },
+        "id": "3JHS-pRXgrWQ",
+        "outputId": "a5e560d2-f7b3-40f5-c1cc-c8ba3eeee580"
+      },
+      "execution_count": 35,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "<ipython-input-35-7dc4eb500039>:1: DtypeWarning: Columns (3) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+            "  books = pd.read_csv(\"Books.csv\")\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "         ISBN                                         Book-Title  \\\n",
+              "0  0195153448                                Classical Mythology   \n",
+              "1  0002005018                                       Clara Callan   \n",
+              "2  0060973129                               Decision in Normandy   \n",
+              "3  0374157065  Flu: The Story of the Great Influenza Pandemic...   \n",
+              "4  0393045218                             The Mummies of Urumchi   \n",
+              "\n",
+              "            Book-Author Year-Of-Publication                   Publisher  \\\n",
+              "0    Mark P. O. Morford                2002     Oxford University Press   \n",
+              "1  Richard Bruce Wright                2001       HarperFlamingo Canada   \n",
+              "2          Carlo D'Este                1991             HarperPerennial   \n",
+              "3      Gina Bari Kolata                1999        Farrar Straus Giroux   \n",
+              "4       E. J. W. Barber                1999  W. W. Norton &amp; Company   \n",
+              "\n",
+              "                                         Image-URL-S  \\\n",
+              "0  http://images.amazon.com/images/P/0195153448.0...   \n",
+              "1  http://images.amazon.com/images/P/0002005018.0...   \n",
+              "2  http://images.amazon.com/images/P/0060973129.0...   \n",
+              "3  http://images.amazon.com/images/P/0374157065.0...   \n",
+              "4  http://images.amazon.com/images/P/0393045218.0...   \n",
+              "\n",
+              "                                         Image-URL-M  \\\n",
+              "0  http://images.amazon.com/images/P/0195153448.0...   \n",
+              "1  http://images.amazon.com/images/P/0002005018.0...   \n",
+              "2  http://images.amazon.com/images/P/0060973129.0...   \n",
+              "3  http://images.amazon.com/images/P/0374157065.0...   \n",
+              "4  http://images.amazon.com/images/P/0393045218.0...   \n",
+              "\n",
+              "                                         Image-URL-L  \n",
+              "0  http://images.amazon.com/images/P/0195153448.0...  \n",
+              "1  http://images.amazon.com/images/P/0002005018.0...  \n",
+              "2  http://images.amazon.com/images/P/0060973129.0...  \n",
+              "3  http://images.amazon.com/images/P/0374157065.0...  \n",
+              "4  http://images.amazon.com/images/P/0393045218.0...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-a8ca527e-52de-460d-b2e7-200d233cf265\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>ISBN</th>\n",
+              "      <th>Book-Title</th>\n",
+              "      <th>Book-Author</th>\n",
+              "      <th>Year-Of-Publication</th>\n",
+              "      <th>Publisher</th>\n",
+              "      <th>Image-URL-S</th>\n",
+              "      <th>Image-URL-M</th>\n",
+              "      <th>Image-URL-L</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>0195153448</td>\n",
+              "      <td>Classical Mythology</td>\n",
+              "      <td>Mark P. O. Morford</td>\n",
+              "      <td>2002</td>\n",
+              "      <td>Oxford University Press</td>\n",
+              "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0195153448.0...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>0002005018</td>\n",
+              "      <td>Clara Callan</td>\n",
+              "      <td>Richard Bruce Wright</td>\n",
+              "      <td>2001</td>\n",
+              "      <td>HarperFlamingo Canada</td>\n",
+              "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0002005018.0...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>0060973129</td>\n",
+              "      <td>Decision in Normandy</td>\n",
+              "      <td>Carlo D'Este</td>\n",
+              "      <td>1991</td>\n",
+              "      <td>HarperPerennial</td>\n",
+              "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0060973129.0...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>0374157065</td>\n",
+              "      <td>Flu: The Story of the Great Influenza Pandemic...</td>\n",
+              "      <td>Gina Bari Kolata</td>\n",
+              "      <td>1999</td>\n",
+              "      <td>Farrar Straus Giroux</td>\n",
+              "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0374157065.0...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>0393045218</td>\n",
+              "      <td>The Mummies of Urumchi</td>\n",
+              "      <td>E. J. W. Barber</td>\n",
+              "      <td>1999</td>\n",
+              "      <td>W. W. Norton &amp;amp; Company</td>\n",
+              "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0393045218.0...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
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+              "  <style>\n",
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+              "\n",
+              "    .colab-df-buttons div {\n",
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+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-a8ca527e-52de-460d-b2e7-200d233cf265');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
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+              "        element.appendChild(docLink);\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
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+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
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+              "      --disabled-bg-color: #3B4455;\n",
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+              "\n",
+              "  .colab-df-quickchart {\n",
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+              "    fill: var(--button-hover-fill-color);\n",
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+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
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+              "    fill: var(--disabled-fill-color);\n",
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+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
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+              "\n",
+              "  @keyframes spin {\n",
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+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
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+              "      border-bottom-color: var(--fill-color);\n",
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+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-a4524fe8-41f6-46f7-a800-db40b245e787 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "books"
+            }
+          },
+          "metadata": {},
+          "execution_count": 35
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "books.info()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "CvRM2JScgxUT",
+        "outputId": "76e9b01d-cacf-4f0f-a8c5-69296469b9f3"
+      },
+      "execution_count": 36,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "<class 'pandas.core.frame.DataFrame'>\n",
+            "RangeIndex: 271360 entries, 0 to 271359\n",
+            "Data columns (total 8 columns):\n",
+            " #   Column               Non-Null Count   Dtype \n",
+            "---  ------               --------------   ----- \n",
+            " 0   ISBN                 271360 non-null  object\n",
+            " 1   Book-Title           271360 non-null  object\n",
+            " 2   Book-Author          271358 non-null  object\n",
+            " 3   Year-Of-Publication  271360 non-null  object\n",
+            " 4   Publisher            271358 non-null  object\n",
+            " 5   Image-URL-S          271360 non-null  object\n",
+            " 6   Image-URL-M          271360 non-null  object\n",
+            " 7   Image-URL-L          271357 non-null  object\n",
+            "dtypes: object(8)\n",
+            "memory usage: 16.6+ MB\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "- Есть немножко пропусков.\n",
+        "- Проверим уязвимую часть данных – года – на адекватность."
+      ],
+      "metadata": {
+        "id": "QTV7HLSqkNDl"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "books[\"Year-Of-Publication\"].value_counts().sort_values(ascending=True)[:10]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 416
+        },
+        "id": "7AR9ah_1g3BY",
+        "outputId": "6e6f404a-c6c7-4ff5-9320-af3c70051e48"
+      },
+      "execution_count": 37,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "Year-Of-Publication\n",
+              "2037    1\n",
+              "2011    1\n",
+              "2038    1\n",
+              "1938    1\n",
+              "1906    1\n",
+              "1919    1\n",
+              "1926    1\n",
+              "1926    1\n",
+              "2008    1\n",
+              "2024    1\n",
+              "Name: count, dtype: int64"
+            ],
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>count</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>Year-Of-Publication</th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2037</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2011</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2038</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1938</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1906</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1919</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1926</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1926</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2008</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2024</th>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div><br><label><b>dtype:</b> int64</label>"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 37
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Есть года, которые еще не наступили..."
+      ],
+      "metadata": {
+        "id": "44kZGFc3kWwi"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Проверим, есть ли строковые данные в столбце с годом (потому что `info()` назвал тип данных столбца `object`)."
+      ],
+      "metadata": {
+        "id": "UrncAU64ka-d"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "books[books[\"Year-Of-Publication\"].map(str).str.match(\"[^0-9]\")]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 324
+        },
+        "id": "it2GevU7hchV",
+        "outputId": "f04f41e0-1da7-46da-daf7-068232e14593"
+      },
+      "execution_count": 43,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "              ISBN                                         Book-Title  \\\n",
+              "209538  078946697X  DK Readers: Creating the X-Men, How It All Beg...   \n",
+              "220731  2070426769  Peuple du ciel, suivi de 'Les Bergers\\\";Jean-M...   \n",
+              "221678  0789466953  DK Readers: Creating the X-Men, How Comic Book...   \n",
+              "\n",
+              "       Book-Author Year-Of-Publication  \\\n",
+              "209538        2000   DK Publishing Inc   \n",
+              "220731        2003           Gallimard   \n",
+              "221678        2000   DK Publishing Inc   \n",
+              "\n",
+              "                                                Publisher  \\\n",
+              "209538  http://images.amazon.com/images/P/078946697X.0...   \n",
+              "220731  http://images.amazon.com/images/P/2070426769.0...   \n",
+              "221678  http://images.amazon.com/images/P/0789466953.0...   \n",
+              "\n",
+              "                                              Image-URL-S  \\\n",
+              "209538  http://images.amazon.com/images/P/078946697X.0...   \n",
+              "220731  http://images.amazon.com/images/P/2070426769.0...   \n",
+              "221678  http://images.amazon.com/images/P/0789466953.0...   \n",
+              "\n",
+              "                                              Image-URL-M Image-URL-L  \n",
+              "209538  http://images.amazon.com/images/P/078946697X.0...         NaN  \n",
+              "220731  http://images.amazon.com/images/P/2070426769.0...         NaN  \n",
+              "221678  http://images.amazon.com/images/P/0789466953.0...         NaN  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-5a0407eb-a979-44cd-bfdb-4ae697d323f9\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
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+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>ISBN</th>\n",
+              "      <th>Book-Title</th>\n",
+              "      <th>Book-Author</th>\n",
+              "      <th>Year-Of-Publication</th>\n",
+              "      <th>Publisher</th>\n",
+              "      <th>Image-URL-S</th>\n",
+              "      <th>Image-URL-M</th>\n",
+              "      <th>Image-URL-L</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>209538</th>\n",
+              "      <td>078946697X</td>\n",
+              "      <td>DK Readers: Creating the X-Men, How It All Beg...</td>\n",
+              "      <td>2000</td>\n",
+              "      <td>DK Publishing Inc</td>\n",
+              "      <td>http://images.amazon.com/images/P/078946697X.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/078946697X.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/078946697X.0...</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>220731</th>\n",
+              "      <td>2070426769</td>\n",
+              "      <td>Peuple du ciel, suivi de 'Les Bergers\\\";Jean-M...</td>\n",
+              "      <td>2003</td>\n",
+              "      <td>Gallimard</td>\n",
+              "      <td>http://images.amazon.com/images/P/2070426769.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/2070426769.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/2070426769.0...</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>221678</th>\n",
+              "      <td>0789466953</td>\n",
+              "      <td>DK Readers: Creating the X-Men, How Comic Book...</td>\n",
+              "      <td>2000</td>\n",
+              "      <td>DK Publishing Inc</td>\n",
+              "      <td>http://images.amazon.com/images/P/0789466953.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0789466953.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0789466953.0...</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5a0407eb-a979-44cd-bfdb-4ae697d323f9')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-5a0407eb-a979-44cd-bfdb-4ae697d323f9 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-5a0407eb-a979-44cd-bfdb-4ae697d323f9');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-bb12e28e-e04b-44fc-ba79-534a36240c11\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-bb12e28e-e04b-44fc-ba79-534a36240c11')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-bb12e28e-e04b-44fc-ba79-534a36240c11 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "repr_error": "0"
+            }
+          },
+          "metadata": {},
+          "execution_count": 43
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "В трех строках пропущен автор, из-за чего смещены данные. Автор либо пропущен, либо склеен с названием. Надо проверить."
+      ],
+      "metadata": {
+        "id": "-yQvkLqSkltM"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "В сводке написано, что часть авторов и издателей провущена. Проверим, так ли это."
+      ],
+      "metadata": {
+        "id": "KpGvTAp8k05k"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "books[(books[\"Book-Author\"].isnull()) | (books[\"Publisher\"].isnull())]"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 355
+        },
+        "id": "ezt51ciKjwMh",
+        "outputId": "dd4db0d9-6c16-4506-ff25-931a849344c2"
+      },
+      "execution_count": 48,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "              ISBN                                         Book-Title  \\\n",
+              "118033  0751352497                           A+ Quiz Masters:01 Earth   \n",
+              "128890  193169656X                                        Tyrant Moon   \n",
+              "129037  1931696993                                    Finders Keepers   \n",
+              "187689  9627982032  The Credit Suisse Guide to Managing Your Perso...   \n",
+              "\n",
+              "            Book-Author Year-Of-Publication                       Publisher  \\\n",
+              "118033              NaN                1999              Dorling Kindersley   \n",
+              "128890  Elaine Corvidae                2002                             NaN   \n",
+              "129037  Linnea Sinclair                2001                             NaN   \n",
+              "187689              NaN                1995  Edinburgh Financial Publishing   \n",
+              "\n",
+              "                                              Image-URL-S  \\\n",
+              "118033  http://images.amazon.com/images/P/0751352497.0...   \n",
+              "128890  http://images.amazon.com/images/P/193169656X.0...   \n",
+              "129037  http://images.amazon.com/images/P/1931696993.0...   \n",
+              "187689  http://images.amazon.com/images/P/9627982032.0...   \n",
+              "\n",
+              "                                              Image-URL-M  \\\n",
+              "118033  http://images.amazon.com/images/P/0751352497.0...   \n",
+              "128890  http://images.amazon.com/images/P/193169656X.0...   \n",
+              "129037  http://images.amazon.com/images/P/1931696993.0...   \n",
+              "187689  http://images.amazon.com/images/P/9627982032.0...   \n",
+              "\n",
+              "                                              Image-URL-L  \n",
+              "118033  http://images.amazon.com/images/P/0751352497.0...  \n",
+              "128890  http://images.amazon.com/images/P/193169656X.0...  \n",
+              "129037  http://images.amazon.com/images/P/1931696993.0...  \n",
+              "187689  http://images.amazon.com/images/P/9627982032.0...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-3791d1cd-4ad2-4ac3-98a4-85e64b3ff26c\" class=\"colab-df-container\">\n",
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+              "    .dataframe tbody tr th:only-of-type {\n",
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+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>ISBN</th>\n",
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+              "      <th>Image-URL-M</th>\n",
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+              "    <tr>\n",
+              "      <th>118033</th>\n",
+              "      <td>0751352497</td>\n",
+              "      <td>A+ Quiz Masters:01 Earth</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1999</td>\n",
+              "      <td>Dorling Kindersley</td>\n",
+              "      <td>http://images.amazon.com/images/P/0751352497.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0751352497.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/0751352497.0...</td>\n",
+              "    </tr>\n",
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+              "      <th>128890</th>\n",
+              "      <td>193169656X</td>\n",
+              "      <td>Tyrant Moon</td>\n",
+              "      <td>Elaine Corvidae</td>\n",
+              "      <td>2002</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>http://images.amazon.com/images/P/193169656X.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/193169656X.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/193169656X.0...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>129037</th>\n",
+              "      <td>1931696993</td>\n",
+              "      <td>Finders Keepers</td>\n",
+              "      <td>Linnea Sinclair</td>\n",
+              "      <td>2001</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>http://images.amazon.com/images/P/1931696993.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/1931696993.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/1931696993.0...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>187689</th>\n",
+              "      <td>9627982032</td>\n",
+              "      <td>The Credit Suisse Guide to Managing Your Perso...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1995</td>\n",
+              "      <td>Edinburgh Financial Publishing</td>\n",
+              "      <td>http://images.amazon.com/images/P/9627982032.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/9627982032.0...</td>\n",
+              "      <td>http://images.amazon.com/images/P/9627982032.0...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
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+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
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+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-3791d1cd-4ad2-4ac3-98a4-85e64b3ff26c button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-3791d1cd-4ad2-4ac3-98a4-85e64b3ff26c');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-3ff89c2c-fbe1-44fe-b334-c7ebd5be8873\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3ff89c2c-fbe1-44fe-b334-c7ebd5be8873')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-3ff89c2c-fbe1-44fe-b334-c7ebd5be8873 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "repr_error": "0"
+            }
+          },
+          "metadata": {},
+          "execution_count": 48
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Да, это так. Основные проблемы с данными выявили. Пора их исправлять и приступать к созданию рекомендаций."
+      ],
+      "metadata": {
+        "id": "c47dZz5yk7ng"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## План анализа данных\n",
+        "\n",
+        "1. Обработать данные, т.к. в данных есть несколько небольших проблем:\n",
+        "  1. В паре строк в таблице `Books.scv` значения столбцов сдвинуты вправо, а еще есть года, которые еще не наступили.\n",
+        "  2. В нескольких строках в таблице `Books.scv` есть пропуски, а также для рекомендаций в рамках лабораторной не понадобятся ссылки на картинки с обложкой.\n",
+        "  3. Не будем использовать для обучения записи с рейтинг равным 0 из таблицы `Ratings.scv`. Считаем, что 0 означает, что пользователь еще не оценивал книгу, но проявил к ней какой-то интерес.\n",
+        "  4. Не будем использовать для обучения алгоритмов те книги, которым оценка поставлена всего 1 раз. Пользователей, оценивших всего одну книгу тоже брать в расчет не будем (хотя это на самом деле будет не сильно сказываться на обобщающей способности алгоритмов, можете сами проверить).\n",
+        "  5. Пункты 1-4 необходимы и достаточны для выполнения всех задач. Но можно сделать более глубокую обработку.\n",
+        "2. Обучить [SVD](https://surprise.readthedocs.io/en/stable/getting_started.html) на следующих записях: у книги есть хотя бы одна оценка, пользователь оценил хотя бы одну книгу.\n",
+        "   - МАЕ должно быть ниже 1.3 (для этого есть тест)\n",
+        "   - **Сохранить модель.**\n",
+        "3. Научить линейную регрессию ([SGDRegressor](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDRegressor.html)) предсказывать средний рейтинг книги по следующим столбцам: автор, издатель, год издания, векторизованное название (для векторизации можно использовать [tf-idf](https://scikit-learn.org/stable/modules/feature_extraction.html#tfidf-term-weighting), [word2vec](https://radimrehurek.com/gensim/models/word2vec.html) или более сложный алгоритм. Для достижения требуемой тестом точности достаточно будет tf-idf. Собрав полностью датасет, не забудьте нормализовать данные ([StandardScaler](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html)).\n",
+        "   - МАЕ должно быть ниже 1.5 (для этого есть тест)\n",
+        "   - **Сохранить модель.**\n",
+        "4. В файле `personal_recommendation.py` создайте рекомендацию для пользователя, у которого в исходном датасете было больше всего 0 среди рейтингов книг.\n",
+        "   Алгоритм такой:\n",
+        "   1. Находим нужного пользователя.\n",
+        "   2. Делаем предсказание SVD для книг, которым он \"поставил\" 0.\n",
+        "   3. Берем те книги, для которых предсказали рейтинг не ниже 8. Считаем, что 8 означет, что книга ему точно понравится.\n",
+        "   4. Делаем предсказание LinReg для этих же книг.\n",
+        "   5. Сортируем полученный на шаге 3 список по убыванию рейтинга линейной модели.\n",
+        "   6. В конце файла комментарием записываем полученную рекомендацию.\n",
+        "\n",
+        "- То есть идея в том, чтобы сделать для пользователя индивидуальную рекомендацию, показывая в начале списка те книги, которые в целом могли бы иметь высокий рейтинг.\n",
+        "- Обязательно сохраняйте готовую модель и добавляйте ее в свой репозиторий, потому что файл с сохраненной моделью используется в тестах."
+      ],
+      "metadata": {
+        "id": "lI1qVeU4aZGE"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Куда сдавать?\n",
+        "\n",
+        "По инструкции в гитхаб – https://shy-question-39d.notion.site/1150ea832e418032bfc3d3e827c380fb?pvs=74\n",
+        "\n",
+        "- К этой работе есть два теста – на качество получившихся моделей.\n",
+        "- Пул-реквест нужно сделать в ветку `lab2`.\n",
+        "- Можно загрузить в гитхаб файлы с реализацией по шаблону (шаблон можно дополнять и изменять под себя) или подготовить колаб с решением. Главное – сохранить модели, тесты проверяют их.\n",
+        "\n",
+        "> Будьте внимательны! На гитхабе в ветке `main` обновился файл `pyad.yml`.\n",
+        "\n",
+        "**Устная защита работ не требуется, но вам могут быть заданы вопросы прямо в вашем пул-реквесте!**"
+      ],
+      "metadata": {
+        "id": "eFJYYNSfGyQ-"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "bjsfbERMHThP"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git a/lab2/Ratings.csv b/lab2/Ratings.csv
new file mode 100644
index 0000000..7743774
--- /dev/null
+++ b/lab2/Ratings.csv
@@ -0,0 +1,1149781 @@
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diff --git a/lab2/linreg_rec.py b/lab2/linreg_rec.py
new file mode 100644
index 0000000..6aaa111
--- /dev/null
+++ b/lab2/linreg_rec.py
@@ -0,0 +1,59 @@
+import pickle
+import re
+import nltk
+import pandas as pd
+import sklearn
+
+from nltk.corpus import stopwords
+from sklearn.feature_extraction.text import TfidfVectorizer
+from sklearn.linear_model import SGDRegressor
+from sklearn.metrics import mean_absolute_error
+from sklearn.model_selection import train_test_split
+from sklearn.preprocessing import StandardScaler
+
+nltk.download("stopwords")
+nltk.download("punkt")
+
+
+def books_preprocessing(df: pd.DataFrame) -> pd.DataFrame:
+    """Функция для предобработки таблицы Books.scv"""
+
+    pass
+
+
+def ratings_preprocessing(df: pd.DataFrame) -> pd.DataFrame:
+    """Функция для предобработки таблицы Ratings.scv
+    Целевой переменной в этой задаче будет средний рейтинг книги,
+    поэтому в предобработку (помимо прочего) нужно включить:
+    1. Замену оценки книги пользователем на среднюю оценку книги всеми пользователями.
+    2. Расчет числа оценок для каждой книги (опционально)."""
+
+    pass
+
+
+def title_preprocessing(text: str) -> str:
+    """Функция для нормализации текстовых данных в стобце Book-Title:
+    - токенизация
+    - удаление стоп-слов
+    - удаление пунктуации
+    Опционально можно убрать шаги или добавить дополнительные.
+    """
+
+    pass
+
+
+def modeling(books: pd.DataFrame, ratings: pd.DataFrame) -> None:
+    """В этой функции нужно выполнить следующие шаги:
+    1. Бинаризовать или представить в виде чисел категориальные столбцы (кроме названий)
+    2. Разбить данные на тренировочную и обучающую выборки
+    3. Векторизовать подвыборки и создать датафреймы из векторов (размер вектора названия в тестах – 1000)
+    4. Сформировать итоговые X_train, X_test, y_train, y_test
+    5. Обучить и протестировать SGDRegressor
+    6. Подобрать гиперпараметры (при необходимости)
+    7. Сохранить модель"""
+
+    # ...
+    linreg = SGDRegressor()
+    # ...
+    with open("linreg.pkl", "wb") as file:
+        pickle.dump(linreg, file)
diff --git a/lab2/linreg_test.csv b/lab2/linreg_test.csv
new file mode 100644
index 0000000..52bc67d
--- /dev/null
+++ b/lab2/linreg_test.csv
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diff --git a/lab2/personal_recommendation.py b/lab2/personal_recommendation.py
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/lab2/personal_recommendation.py
@@ -0,0 +1 @@
+
diff --git a/lab2/svd_rec.py b/lab2/svd_rec.py
new file mode 100644
index 0000000..fc7b73a
--- /dev/null
+++ b/lab2/svd_rec.py
@@ -0,0 +1,27 @@
+import pandas as pd
+import pickle
+
+from surprise import SVD
+from surprise import Dataset, Reader
+from surprise.model_selection import train_test_split
+from surprise import accuracy
+
+
+def ratings_preprocessing(df: pd.DataFrame) -> pd.DataFrame:
+    """Функция для предобработки таблицы Ratings.scv"""
+
+    pass
+
+
+def modeling(ratings: pd.DataFrame) -> None:
+    """В этой функции нужно выполнить следующие шаги:
+    1. Разбить данные на тренировочную и обучающую выборки
+    2. Обучить и протестировать SVD
+    3. Подобрать гиперпараметры (при необходимости)
+    4. Сохранить модель"""
+
+    # ...
+    svd = SVD()
+    # ...
+    with open("svd.pkl", "wb") as file:
+        pickle.dump(svd, file)
diff --git a/lab2/svd_test.csv b/lab2/svd_test.csv
new file mode 100644
index 0000000..b9c39bb
--- /dev/null
+++ b/lab2/svd_test.csv
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diff --git a/lab2/test_recommendations.py b/lab2/test_recommendations.py
new file mode 100644
index 0000000..59aa439
--- /dev/null
+++ b/lab2/test_recommendations.py
@@ -0,0 +1,24 @@
+import pickle
+import pandas as pd
+import unittest
+from surprise import accuracy
+from sklearn.metrics import mean_absolute_error
+
+
+class RecsTestCase(unittest.TestCase):
+    def test_svd_recs(self):
+        with open('svd.pkl', 'rb') as f:
+            loaded_svd = pickle.load(f)
+        td = pd.read_csv("svd_test.csv")
+        predictions = loaded_svd.test(td.values)
+        mae = accuracy.mae(predictions)
+        self.assertLessEqual(mae, 1.3)
+
+    def test_linreg_recs(self):
+        with open('linreg.pkl', 'rb') as f:
+            loaded_linreg = pickle.load(f)
+        td = pd.read_csv("linreg_test.csv")
+        y = td.pop("y")
+        predictions = loaded_linreg.predict(td)
+        mae = mean_absolute_error(y, predictions)
+        self.assertLessEqual(mae, 1.5)
diff --git "a/lab3/PY\320\220\320\224_\320\233\320\2403_Explore_Image_Processing.ipynb" "b/lab3/PY\320\220\320\224_\320\233\320\2403_Explore_Image_Processing.ipynb"
new file mode 100644
index 0000000..d3102cc
--- /dev/null
+++ "b/lab3/PY\320\220\320\224_\320\233\320\2403_Explore_Image_Processing.ipynb"
@@ -0,0 +1,83 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "toc_visible": true,
+      "authorship_tag": "ABX9TyNHlYqpdC1qC88bqehPKfVE",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/anastasiiaCher/pyad-2024/blob/main/lab3/PY%D0%90%D0%94_%D0%9B%D0%A03_Explore_Image_Processing.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Задание\n",
+        "\n",
+        "### Часть 1 (5 балла)\n",
+        "1. Выберите одну любую из задач, рассмотренных на [лекции](https://colab.research.google.com/drive/1B7Np_7y002NLiuNkriq6a6MchQL4Fw7p?usp=sharing) (локализация, сегментация, перенос стиля, генерация).\n",
+        "\n",
+        "2. Подберите на kaggle датасет, подходящий для решения этой задачи.\n",
+        "  - Вариант 1: если данные обладают необходимой разметкой, то повторите пайплайн из блокнота с примером на своих данных.\n",
+        "  - Вариант 2: если данные не обладают необходимой разметкой, то используйте модель, которую дообучали в примере, но без дообучения.\n",
+        "3. Оцените и прокомментируйте результат.\n",
+        "\n",
+        "### Часть 2 (8 баллов)\n",
+        "1. Выберите еще одну из рассмотренных в лекции задач (не совпадающую с первой).\n",
+        "2. Если ваши данные обладают разметкой, необходимой для новой задачи, продолжите работу с ними. Если нет, найдите другой датасет, в котором она будет. Можно взять какой-нибудь стандартный в PyTorch, но такой, который не встречался ни в одном из примеров с лекции. В этом задании обязательно нужно найти датасет с разметкой.\n",
+        "3. Повторите пайплайн из примера.\n",
+        "4. Постарайтесь улучшить качество результата (если классификация - точность выше 90%, во всех остальных - максимально понизить лосс). Это можно сделать за счет настройки гиперпараметров. Можно (опционально и в зависимости от задачи) также поменять гиперпараметры в слоях нейронных сетей и/или порядок слоев и/или их количество.\n",
+        "\n",
+        "В заданиях, где перечислены два варианта выполнения, нужно выбрать только один. Выполнение обоих дополнительных баллов не дает.\n",
+        "\n"
+      ],
+      "metadata": {
+        "id": "NtTyeWYx7qFk"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Куда сдавать?\n",
+        "\n",
+        "По инструкции в гитхаб – https://shy-question-39d.notion.site/1150ea832e418032bfc3d3e827c380fb?pvs=74\n",
+        "\n",
+        "- К этой работе тестов нет.\n",
+        "- Эту работу можно выполнить с кем-нибудь в паре или в гордом одиночестве.\n",
+        "- Пул-реквест нужно сделать в ветку `lab3`. Если вас двое, то можно 1 или 2 пул-реквеста, главное – отметьте как-нибудь, что выполняли в паре.\n",
+        "\n",
+        "**Устная защита работ не требуется, но вам могут быть заданы вопросы прямо в вашем пул-реквесте!**"
+      ],
+      "metadata": {
+        "id": "eFJYYNSfGyQ-"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "bjsfbERMHThP"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git "a/lab4/PY\320\220\320\224_\320\233\320\2404_Text_Processing_&_LLM.ipynb" "b/lab4/PY\320\220\320\224_\320\233\320\2404_Text_Processing_&_LLM.ipynb"
new file mode 100644
index 0000000..c21a0ea
--- /dev/null
+++ "b/lab4/PY\320\220\320\224_\320\233\320\2404_Text_Processing_&_LLM.ipynb"
@@ -0,0 +1,7522 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": [],
+      "toc_visible": true,
+      "authorship_tag": "ABX9TyOClF1NVUwUwlatbz8ovC3R",
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    },
+    "widgets": {
+      "application/vnd.jupyter.widget-state+json": {
+        "4c2f90393e754b99b9ecf7a928e68e64": {
+          "model_module": "@jupyter-widgets/controls",
+          "model_name": "HBoxModel",
+          "model_module_version": "1.5.0",
+          "state": {
+            "_dom_classes": [],
+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HBoxModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HBoxView",
+            "box_style": "",
+            "children": [
+              "IPY_MODEL_3f367c0f31b24a5cae775733d94e210b",
+              "IPY_MODEL_bb1944e5fa8947bebeb35cebe0341aaf",
+              "IPY_MODEL_4c8a51e701254c3998ff1820428156bb"
+            ],
+            "layout": "IPY_MODEL_4f8392a7f13b47b1a79c6d9f2d72a17a"
+          }
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+        "3f367c0f31b24a5cae775733d94e210b": {
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+          "model_name": "HTMLModel",
+          "model_module_version": "1.5.0",
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+            "_model_module": "@jupyter-widgets/controls",
+            "_model_module_version": "1.5.0",
+            "_model_name": "HTMLModel",
+            "_view_count": null,
+            "_view_module": "@jupyter-widgets/controls",
+            "_view_module_version": "1.5.0",
+            "_view_name": "HTMLView",
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+        }
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+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "<a href=\"https://colab.research.google.com/github/anastasiiaCher/pyad-2024/blob/main/lab4/PY%D0%90%D0%94_%D0%9B%D0%A04_Text_Processing_%26_LLM.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "mP9q8XdWKnp3"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "\n",
+        "sns.set_context(\"notebook\")\n",
+        "sns.set_theme(\"notebook\")\n",
+        "sns.set_style(\"whitegrid\")\n",
+        "sns.set_palette(\"Dark2\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Постановка задачи и загрузка данных"
+      ],
+      "metadata": {
+        "id": "vgYvmbhBkjoK"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "В рамках лабораторной работы поработаем снова с реальными данными, содержательно близкими к данным минус первой лабораторной, - про учебные дисциплины. В этот раз займемся обработкой и генерацией описания и содержания дисциплин с помощью языковых моделей."
+      ],
+      "metadata": {
+        "id": "iUOykV1HkjoM"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Данные\n",
+        "\n",
+        "Расположены по ссылке."
+      ],
+      "metadata": {
+        "id": "L3A-UYCskPSS"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!gdown 1k1drlKxdqLgw_y_iMgSkBuZwa2Gjc6Q1"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "CZSb1Pd3kSRI",
+        "outputId": "9ceeea89-89a0-4213-c06f-6db26cf4db8e"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Downloading...\n",
+            "From: https://drive.google.com/uc?id=1k1drlKxdqLgw_y_iMgSkBuZwa2Gjc6Q1\n",
+            "To: /content/disciplines_2018_2022.csv\n",
+            "100% 78.8M/78.8M [00:00<00:00, 81.5MB/s]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Из информации о дисциплине у нас есть следующая:\n",
+        "1. `course_id` - номер дисциплины (может повторяться)\n",
+        "2. `course_title`` - название дисциплины\n",
+        "3. `description` - краткое описание дисциплины\n",
+        "4. `up_id` - айди учебного плана (образовательной прогарммы)\n",
+        "5. `up_title` - название учебного плана (образовательной прогарммы)\n",
+        "6. `qualification` - уровень образования (бакалавриат или магистратура)\n",
+        "7. `start_year` - год набора\n",
+        "8. `module_name` - название модуля, в который входит дисциплина\n",
+        "9. `contents` – содержание дисциплины (все темы и разделы не по порядку, сплошным текстом)\n",
+        "\n",
+        "Данные уже частично предобработаны: датасет содержит только те дисциплины, которые реализовывались более одного года. Это примерно треть от всех дисциплин за 2018–2022 гг."
+      ],
+      "metadata": {
+        "id": "A711O2O_kjoM"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df = pd.read_csv(\"/content/disciplines_2018_2022.csv\")\n",
+        "df.sample(3, random_state=42)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 288
+        },
+        "outputId": "b22847dc-d479-4c39-9892-eafd2497f115",
+        "id": "f-rkEW7qkjoN"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "       course_id                       course_title  \\\n",
+              "16112      17498  Создание технологического бизнеса   \n",
+              "2457        3002         Теория электрической связи   \n",
+              "1077        2736   Организация массовых мероприятий   \n",
+              "\n",
+              "                                             description  up_id  \\\n",
+              "16112  Цель курса - предоставить возможность магистра...   7198   \n",
+              "2457   Программа составлена в соответствии с требован...   6989   \n",
+              "1077   Данная дисциплина учит планировать мероприятие...   6875   \n",
+              "\n",
+              "                                                up_title qualification  \\\n",
+              "16112  Информационная безопасность / Information secu...        master   \n",
+              "2457    Программирование в инфокоммуникационных системах      bachelor   \n",
+              "1077             Управление технологическими инновациями      bachelor   \n",
+              "\n",
+              "       start_year                     module_name  \\\n",
+              "16112        2022  Наукоемкое предпринимательство   \n",
+              "2457         2020   Модуль обязательных дисциплин   \n",
+              "1077         2018            Модуль «Soft Skills»   \n",
+              "\n",
+              "                                                contents  \n",
+              "16112  Инновационный маркетинг. Корпоративные финансы...  \n",
+              "2457   Математические модели сигналов, помех и канало...  \n",
+              "1077   Особенности организации массовых мероприятий.....  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-343a435e-68a5-4ac8-bffc-8519fd579705\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>course_id</th>\n",
+              "      <th>course_title</th>\n",
+              "      <th>description</th>\n",
+              "      <th>up_id</th>\n",
+              "      <th>up_title</th>\n",
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+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>16112</th>\n",
+              "      <td>17498</td>\n",
+              "      <td>Создание технологического бизнеса</td>\n",
+              "      <td>Цель курса - предоставить возможность магистра...</td>\n",
+              "      <td>7198</td>\n",
+              "      <td>Информационная безопасность / Information secu...</td>\n",
+              "      <td>master</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>Наукоемкое предпринимательство</td>\n",
+              "      <td>Инновационный маркетинг. Корпоративные финансы...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2457</th>\n",
+              "      <td>3002</td>\n",
+              "      <td>Теория электрической связи</td>\n",
+              "      <td>Программа составлена в соответствии с требован...</td>\n",
+              "      <td>6989</td>\n",
+              "      <td>Программирование в инфокоммуникационных системах</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2020</td>\n",
+              "      <td>Модуль обязательных дисциплин</td>\n",
+              "      <td>Математические модели сигналов, помех и канало...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1077</th>\n",
+              "      <td>2736</td>\n",
+              "      <td>Организация массовых мероприятий</td>\n",
+              "      <td>Данная дисциплина учит планировать мероприятие...</td>\n",
+              "      <td>6875</td>\n",
+              "      <td>Управление технологическими инновациями</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2018</td>\n",
+              "      <td>Модуль «Soft Skills»</td>\n",
+              "      <td>Особенности организации массовых мероприятий.....</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-343a435e-68a5-4ac8-bffc-8519fd579705')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-343a435e-68a5-4ac8-bffc-8519fd579705 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-343a435e-68a5-4ac8-bffc-8519fd579705');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-96801903-824e-4340-befd-62b6eafdf52d\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-96801903-824e-4340-befd-62b6eafdf52d')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-96801903-824e-4340-befd-62b6eafdf52d button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
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\\u0441\\u0442\\u0430\\u043d\\u0434\\u0430\\u0440\\u0442\\u044b, \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u041c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u043e\\u0433\\u043e \\u0441\\u043e\\u044e\\u0437\\u0430 \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u0438):\\n\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u043e\\u0446\\u0435\\u043d\\u0438\\u0432\\u0430\\u0442\\u044c \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0438 \\u0432\\u044b\\u0440\\u0430\\u0431\\u0430\\u0442\\u044b\\u0432\\u0430\\u0442\\u044c \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u043f\\u043e \\u043f\\u043e\\u0441\\u0442\\u0440\\u043e\\u0435\\u043d\\u0438\\u044e \\u0442\\u0435\\u043b\\u0435\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u0438 \\u0441\\u0435\\u0442\\u0435\\u0439, \\u0438\\u0445 \\u044d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442\\u043e\\u0432 \\u0438 \\u0443\\u0441\\u0442\\u0440\\u043e\\u0439\\u0441\\u0442\\u0432.\",\n          \"\\u0414\\u0430\\u043d\\u043d\\u0430\\u044f \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u0443\\u0447\\u0438\\u0442 \\u043f\\u043b\\u0430\\u043d\\u0438\\u0440\\u043e\\u0432\\u0430\\u0442\\u044c \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u0435, \\u0441\\u043e\\u0437\\u0434\\u0430\\u0432\\u0430\\u0442\\u044c \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e, \\u043f\\u0440\\u0435\\u0434\\u0443\\u0441\\u043c\\u0430\\u0442\\u0440\\u0438\\u0432\\u0430\\u0442\\u044c \\u0440\\u0438\\u0441\\u043a\\u0438 \\u0438 \\u043c\\u0435\\u0442\\u043e\\u0434\\u044b \\u0440\\u0435\\u0430\\u0433\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u0412\\u043e \\u0432\\u0440\\u0435\\u043c\\u044f \\u0437\\u0430\\u043d\\u044f\\u0442\\u0438\\u0439 \\u043e\\u0431\\u0443\\u0447\\u0430\\u044e\\u0449\\u0438\\u0435\\u0441\\u044f \\u0443\\u0437\\u043d\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u0432\\u0438\\u0437\\u0443\\u0430\\u043b\\u044c\\u043d\\u0443\\u044e \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e \\u0438 \\u043c\\u0435\\u0434\\u0430\\u0441\\u043e\\u043f\\u0440\\u043e\\u0432\\u043e\\u0436\\u0434\\u0435\\u043d\\u0438\\u0435 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f. \\u041f\\u043e\\u043b\\u0443\\u0447\\u0430\\u0442 \\u043f\\u0440\\u0430\\u043a\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043d\\u0430\\u0432\\u044b\\u043a\\u0438 \\u043f\\u043e \\u043e\\u0446\\u0435\\u043d\\u043a\\u0435 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438. \\n\\u0417\\u0430\\u043d\\u044f\\u0442\\u0438\\u044f \\u043f\\u0440\\u043e\\u0445\\u043e\\u0434\\u044f\\u0442 \\u0441 \\u0440\\u0430\\u0437\\u043b\\u0438\\u0447\\u043d\\u044b\\u043c\\u0438 \\u043f\\u0440\\u0435\\u043f\\u043e\\u0434\\u0430\\u0432\\u0430\\u0442\\u0435\\u043b\\u044f\\u043c\\u0438 \\u0438\\u0437  setters education \\u0438 evention, \\u043a\\u043e\\u0442\\u043e\\u0440\\u044b\\u0435 \\u043d\\u0430 \\u0441\\u0432\\u043e\\u0435\\u043c \\u043e\\u043f\\u044b\\u0442\\u0435 \\u0440\\u0430\\u0441\\u0441\\u043a\\u0430\\u0437\\u044b\\u0432\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u043e\\u0436\\u0438\\u0434\\u0430\\u043d\\u0438\\u044f \\u0438 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u043e\\u0441\\u0442\\u044c \\u0440\\u043e\\u043b\\u0438 \\\"\\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0430\\u0442\\u043e\\u0440\\u0430\\\". \\n\\u0414\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u043f\\u043e\\u0434\\u0445\\u043e\\u0434\\u0438\\u0442\\u044c \\u0434\\u043b\\u044f \\u0442\\u0435\\u0445, \\u043a\\u0442\\u043e \\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0443\\u0435\\u0442 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f \\u0432 \\u0443\\u043d\\u0438\\u0432\\u0435\\u0440\\u0441\\u0438\\u0442\\u0435\\u0442\\u0435 \\u0438 \\u0437\\u0430 \\u0435\\u0433\\u043e \\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0430\\u043c\\u0438.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 163,\n        \"min\": 6875,\n        \"max\": 7198,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          7198,\n          6989,\n          6875\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u0430\\u044f \\u0431\\u0435\\u0437\\u043e\\u043f\\u0430\\u0441\\u043d\\u043e\\u0441\\u0442\\u044c / Information security\",\n          \"\\u041f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0432 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0445\",\n          \"\\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u043c\\u0438 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u044f\\u043c\\u0438\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"qualification\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"bachelor\",\n          \"master\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"start_year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 2018,\n        \"max\": 2022,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          2022,\n          2020\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"module_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u041d\\u0430\\u0443\\u043a\\u043e\\u0435\\u043c\\u043a\\u043e\\u0435 \\u043f\\u0440\\u0435\\u0434\\u043f\\u0440\\u0438\\u043d\\u0438\\u043c\\u0430\\u0442\\u0435\\u043b\\u044c\\u0441\\u0442\\u0432\\u043e\",\n          \"\\u041c\\u043e\\u0434\\u0443\\u043b\\u044c \\u043e\\u0431\\u044f\\u0437\\u0430\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"contents\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0439 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433. \\u041a\\u043e\\u0440\\u043f\\u043e\\u0440\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u044b. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u0438 \\u0432 \\u0441\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0438 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0433\\u043e \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441\\u0430. \\u0420\\u043e\\u043b\\u0438 \\u0432 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0435 \\u0438 \\u0440\\u0430\\u0441\\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0434\\u043e\\u043b\\u0435\\u0439 \\u043c\\u0435\\u0436\\u0434\\u0443 \\u0443\\u0447\\u0430\\u0441\\u0442\\u043d\\u0438\\u043a\\u0430\\u043c\\u0438. \\u0421\\u0442\\u0440\\u0430\\u0442\\u0435\\u0433\\u0438\\u044f \\u0432\\u044b\\u0445\\u043e\\u0434\\u0430. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0438\\u043d\\u0442\\u0435\\u043b\\u043b\\u0435\\u043a\\u0442\\u0443\\u0430\\u043b\\u044c\\u043d\\u043e\\u0439 \\u0441\\u043e\\u0431\\u0441\\u0442\\u0432\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c\\u044e. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u043a\\u0430\\u0447\\u0435\\u0441\\u0442\\u0432\\u043e\\u043c. \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f. \\u041e\\u0431\\u0449\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f \\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u043e\\u0439 \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438. \\u041e\\u0442\\u043b\\u0438\\u0447\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u0439 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f\\u00bb \\u0438 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f\\u00bb. 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\\u0438\\u0441\\u0442\\u043e\\u0447\\u043d\\u0438\\u043a\\u043e\\u0432  \\u0434\\u0438\\u0441\\u043a\\u0440\\u0435\\u0442\\u043d\\u044b\\u0445 \\u0441\\u043e\\u043e\\u0431\\u0449\\u0435\\u043d\\u0438\\u0439. \\u041a\\u043e\\u0434 \\u0425\\u0430\\u0444\\u0444\\u043c\\u0430\\u043d\\u0430\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 13
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "rjDw-rZIlxO0",
+        "outputId": "d6fd9182-0ae8-4eb2-d00b-ea0994030ee4"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(20502, 9)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 14
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Немного погрузимся в данные."
+      ],
+      "metadata": {
+        "id": "kGGCPusKmA_5"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# количество дисциплин с уникальными названиями по уровням подготовки\n",
+        "df[[\"course_title\", \"qualification\"]].drop_duplicates().qualification.value_counts().sort_values(ascending=True).plot(kind=\"barh\")\n",
+        "plt.xlabel(\"Количество дисциплин\")\n",
+        "plt.ylabel(\"\")\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 457
+        },
+        "id": "bUnnyNx5mDcr",
+        "outputId": "0b7b1882-9e4a-44ae-858a-c09018132d1f"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# количество учебных планов с уникальными названиями по уровням подготовки\n",
+        "df[[\"up_title\", \"qualification\"]].drop_duplicates().qualification.value_counts().sort_values(ascending=True).plot(kind=\"barh\")\n",
+        "plt.xlabel(\"Количество учебных планов\")\n",
+        "plt.ylabel(\"\")\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 457
+        },
+        "id": "A1SCdwrAmMXG",
+        "outputId": "bce41e6d-4562-431e-f49d-debc18459273"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Видим, что дисциплин больше (незначительно) в бакалавриате, но учебных планов больше в магистратуре. Это соответствует истине."
+      ],
+      "metadata": {
+        "id": "zv5_0f_wmRfd"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# количество учебных планов по годам и квалификациям\n",
+        "sns.barplot(data=df[[\"up_title\", \"qualification\", \"start_year\"]].drop_duplicates().groupby([\"start_year\", \"qualification\"]).count().reset_index(), x=\"start_year\", y=\"up_title\", hue=\"qualification\")\n",
+        "plt.ylabel(\"Количество учебных планов\")\n",
+        "plt.xlabel(\"Год набора\")\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 461
+        },
+        "id": "f3iL8_zpmmqc",
+        "outputId": "54ae47e5-e793-4293-bf84-99c0464f1512"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# количество дисциплин по годам и квалификациям\n",
+        "sns.barplot(data=df[[\"course_title\", \"qualification\", \"start_year\"]].groupby([\"start_year\", \"qualification\"]).count().reset_index(), x=\"start_year\", y=\"course_title\", hue=\"qualification\")\n",
+        "plt.ylabel(\"Количество дисциплин\")\n",
+        "plt.xlabel(\"Год набора\")\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 457
+        },
+        "id": "uVOYDaTNmsMi",
+        "outputId": "eefa7413-db83-4c4c-8546-71b259e8284f"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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NoTdrnmoLrnki0g6ueaLqpM01T6S/at2aJyIiIqKagOGJiIiISA0MT0RERERqYHgiIiIiUgPDExEREZEaGJ6IiIiI1MDwREREVIuEh4dj8ODB1XIsR0dHxMTEaGWsPn364MMPP9TKWFWN4YmIiOg5SkpL6+Sx6dlq3BPGiYiIqpOhgQHmHoqFPPN+tR7XzrIxPvUNqNZj1gb5+flV/qBThiciIqIXkGfe17sn3r/IiRMn8Nlnn+HmzZt4+eWXsWjRIri5uQEAvvvuO+zevRvXr1+HIAho164d5syZA1dXV6Uxrl+/jlWrVuH3339HQUEBWrdujcmTJyvdFiwtLUVkZCS+/vprlJSUoE+fPli4cCFMTU3FPunp6VixYgV++eUXKBQKuLi4YN68eejQocNzzyE+Ph7r1q2DXC6Hubk5Bg0ahHfffRfGxsYAgNOnT2PcuHHYuHEj9u/fj5MnT6JLly7YuHGjlr6L5WN4IiIiqmUePHiAJUuWYObMmZDJZIiOjkZgYCDi4+NhZWWFO3fu4PXXX0erVq1QWFiIgwcP4q233sIPP/wAW1tbAMCNGzcwcuRING3aFO+//z6sra1x9epVpKWlKR1r586deOWVV7Bs2TLcuHEDy5cvh5WVFWbPng0AyMrKwpgxY2BqaoqFCxfCzMwMsbGxGD9+vFhPeY4dO4aQkBAMGjQIs2bNglwux6pVq3Dv3j2sXbtWqe/ChQsxZMgQrFu3DgYGVb8iieGJiIiolnn06BFWr14NT09PAEDXrl3Rs2dPbNu2DbNmzUJwcLDYt7S0FF5eXkhOTsa3336Ld999FwAQGRkJIyMjfP3112jYsCEAoHv37irHsra2xsqVKwEAPj4+uHjxIo4cOSKGp+3btyM7Oxt79+4Vg5KnpycGDhyImJgYvPfee+WeQ1RUFNzc3JTGNjExwaJFi3DlyhU4OjqKffv06YM5c+ZU6numDi4YJyIiqmXMzMzE4FT2unv37vjrr78APLkdN2PGDHTv3h1OTk5o3749UlNTcePGDXGf3377DQMHDhSD07P8N1DZ29sjPT1dfH3q1Cl4eHjA3NwcxcXFKC4uhoGBAbp06SJ+GO9/PX78GJcuXcLAgQOV2v38/AAAZ86cUWrv1avXc2vUNl55IiIiqmUsLS1V2qysrHD9+nXk5uZi4sSJsLS0RHh4OJo1awZjY2MsWLAABQUFYv9Hjx6hcePGLzyWTCZTem1kZITCwkLx9b///otz586hffv2Kvu2atWq3DFzcnIgCILKLT0zMzNIpVJkZWWpnFt1YngiIiKqZTIzM1XaHj58CGtra5w7dw7p6enYuHEj2rVrJ27PyclBkyZNxNcWFha4f7/y7zA0NzdHjx498M4776hsk0ql5e5jZmYGiUSich45OTkoLCyEubm5UrtEIql0nergbTsiIqJaJicnB4mJiUqvf/31V3Ts2BH5+fkAnlwhKnP27FncvXtXaQxPT08cOXIEubm5laqle/fuuH79Ouzt7eHi4qL09fS6pac1aNAATk5OOHz4sFL7oUOHAACvvPJKpWqqLF55IiIiqmUsLCzw/vvvIyQkBGZmZoiOjoYgCBg/fjwAwNTUFEuWLMHkyZORkZGByMhI2NjYKI0RHByMn3/+GWPGjMGkSZNgbW2N69evQ6FQICgoqMK1vP322zhw4ADGjh2LcePGoVmzZsjMzMRff/0FGxsbvP322+XuFxwcjBkzZmD27NkYMmQIUlNTsWrVKgwcOPCZoau6MDwRERG9gJ3li9f+6NMxra2tMXv2bCxfvhy3bt3Cyy+/jJiYGLz00ksAgDVr1mD58uWYPn062rRpgyVLlmDz5s1KY7Rp0wa7du3CypUrsWTJEpSUlKBNmzaYPHmyWrU0atQIu3fvxurVq7FixQo8evQIVlZW6NixI/r37//M/fr27Ys1a9Zg3bp1mD59OiwsLDBixAjMmjVL/W+IlkkEQRB0XURtUvbOARcXFx1XQlSzDd+5Uu8eSujUuAX2vqX7/3GT9uXn5yM1NRW2trYqT6cuKS2FYTU8O6g8ujx2bfS8eVbn9zdnhIiI6Dl0GV4YnPQTZ4WIiIhIDQxPRERERGpgeCIiIiJSA8MTERERkRoYnoiIiIjUwPBEREREpAaGJyIiIiI1MDwRERERqYHhiYiIiEgNDE9ERESkFZcuXUJkZCQUCoWuS6lSehWeTpw4gbFjx6Jbt27o0KED+vbti4iICOTk5Ih9wsPD4ejoqPKVkJCgNFZhYSE+/fRTeHl5wc3NDRMmTIBcLlc55vXr1zFhwgS4ubnBy8sLy5cvR2FhYZWfKxER1QxCaUmdPLYmLl26hKioqFofnurpuoCnPXr0CK6urggICICFhQWuXbuGyMhIXLt2DVu2bBH7tWzZEitWrFDa197eXun1xx9/jLi4OISHh8PGxgYbNmzA22+/jYMHD8LMzAwAkJWVhfHjx6NNmzaIjIxERkYGli1bhvz8fCxatKjqT5iIiPSexMAQF6ND8PheSrUet0HTtnAOWlutx9Q3hYWFqFevHgz07DP+9Co8+fv7K7328PCAVCrFwoULkZGRARsbGwBA/fr14ebm9sxx0tPT8c0332Dx4sUYNmwYgCefkty7d2/s2rULQUFBAIBdu3bh8ePHiIqKgoWFBQCgpKQES5YswZQpU8TjERFR3fb4Xgpyb53XdRkVEh4ejvPnz2P+/PmIiIjAzZs34erqimXLlqFhw4ZYvHgxfvnlF1haWuLdd9+Fn58fAODnn3/G9u3bcfnyZRQUFMDe3h4zZ86Ej4+POHZ2djaWL1+OEydO4NGjR7C0tESnTp2watUq7N+/H/PmzQMAeHp6AgCaN2+O48ePA3jyu3nFihX45ZdfoFAo4OLignnz5qFDhw7i+H369EGvXr3QtGlTfPXVV7h37x5+/fVXWFpaVte3r0L0KjyVpyzUFBUVVXifkydPorS0FK+++qrSOF5eXkhISBDDU0JCAjw9PcVjAICvry8WL16MU6dOYejQoVo5ByIiour04MEDLFu2DNOmTUO9evXw8ccfY/bs2TAxMUHnzp0xYsQI7NmzB3PmzEHHjh3RvHlz3LlzB71798bEiRNhYGCAhIQETJ48Gdu3b4eHhwcAICIiAr/88gtmzZqF5s2b48GDB+KymV69emHatGlYv349Nm/eDDMzM0ilUgBP7vSMGTMGpqamWLhwIczMzBAbG4vx48cjPj4eVlZWYu3x8fFo3bo13n//fRgYGMDU1LT6v4EvoJfhqaSkBMXFxUhJScG6devQp08ftGjRQtx+8+ZNvPLKKygoKICDgwOmT5+Ofv36idvlcjmsrKxgbm6uNK69vT2++eYbpX5vvvmmUh+ZTAZra+ty10dVlCAIyMvL03h/orpMIpHAxMRE12U8l0KhgCAIui6DtKigoAClpaUoKSlBSYnyOiNDQ0MdVfXEf+t5EUEQkJWVhe3bt+Pll18G8OSqzyeffIJJkyZh6tSpAABnZ2f873//w//+9z8EBARg9OjR4hilpaXo3Lkzrl27ht27d6Nz584AgOTkZPj5+WHIkCFi31dffRUlJSUwNzcXf1c7OTmhUaNGYv1bt25FdnY2du3aJQalrl27wtfXF5s3b8bs2bPF2ouKirBhwwal0KTu9+BZSkpKUFpaCoVCgdLSUpXvm0QiqdA4ehmeevfujYyMDABAjx49sHLlSnGbk5MTXFxc0LZtW+Tk5ODrr7/GjBkzsGbNGvFKU3Z2triu6WkymQxZWVni6+zsbMhkMpV+5ubmSv3UVVRUhEuXLmm8P1FdZmJiAmdnZ12X8Vypqam1fkFsXVSvXj0UFBQotRkYGOg8zBcWFqr8on+ekpISWFtbo2XLlsjPzwcANGvWDADwyiuviG1SqRSNGjXCnTt3kJ+fj4yMDKxbtw6nT5/GP//8I/6B4OTkJO7j6OiI7777Do0aNUL37t3Rtm1bpWOX3SXKz88X9wGe3BHq3LkzjI2NkZubK7Z36tQJycnJYl9BEPDKK6/AwMBAaX9tKSgoQHFx8TMvkJRdKXsRvQxPmzZtgkKhQEpKCtavX4+pU6di69atMDQ0xPjx45X69unTB6NGjcLatWuVbtPpkpGRkcoPFBFVTEX/8tMlW1tbXnmqZQoKCpCWlgZjY2PUr19f1+Uoqegv9DKGhoaQyWRK59GgQQMAgJWVlVK7VCpFSUkJpFIp3n33XeTm5iIkJAStWrWCiYkJIiMjce/ePXGfRYsWISoqCl9++SVWr16NJk2aYPLkyRg1ahSAJ7//gCdrk58+TlZWFv7++2907dpVpd6WLVuKfSUSCRo3blylc1CvXj20atUKxsbGSu0pKRV/Q4Behqd27doBANzd3eHi4gJ/f3/873//KzccGRgYYMCAAfjss8+Qn5+P+vXrQyaTKSXbMtnZ2Uq38mQymdJjEMpkZWWp3PJTh0Qi0ct7tESkHbq+EkHaZ2BgAAMDAxgaGur8Nt1/qVuPRCKBRCJR2q/s3Wpl5/jfvnfu3MGlS5ewbt06pWUwBQUFSmNZWFhgwYIFWLBgAa5cuYIdO3bgww8/hKOjIzp37vzM41hYWKB169Z45513VOqVSqViX4lEorKvNhkaGopXE/8b0NT5w02/3vtXDkdHRxgZGeHWrVsV3sfOzg7//POPyq03uVwOOzs7pX7/vXSXk5ODBw8eKPUjIiKqzcpuV5ZdOQKAu3fvIikp6Zn7ODo6iu+uu379utL+/31eYvfu3XH9+nXY29vDxcVF6cvR0VGr51Id9PLK09P++usvFBUVKS0Yf1ppaSkOHz6Ml19+WUyR3t7eMDAwQHx8PIYPHw7gydWkkydPYvr06eK+Pj4+2LBhg9Lap8OHD8PAwABeXl5VfGZERFRTNGha/UsxqvOYdnZ2aNKkCVauXInS0lLk5eVh7dq1aNy4sVK/UaNGoX///nj55ZdhaGiI7777DkZGRuKC8rJnLu7cuRP9+vVD/fr14ejoiLfffhsHDhzA2LFjMW7cODRr1gyZmZn466+/YGNjg7fffrvazlUb9Co8BQcHo0OHDnB0dET9+vVx+fJlxMTEwNHREf369cPdu3cRHh6OQYMGoXXr1sjKysLXX3+N8+fPIzIyUhynSZMmGDZsGJYvXw4DAwPY2Nhg48aNMDMzE+/LAk9+CGJjYzFjxgxMmTIFGRkZWL58OUaNGsVnPBEREYAnT/nW1cMqhdISSAyq/jaiVCpFZGQkPvzwQ7zzzjto2rQppk2bht9++w3nz//f8606deqE7777Dnfu3IGBgQEcHBywYcMGMTQ5Oztj5syZ2Lt3LzZv3oymTZvi+PHjaNSoEXbv3o3Vq1djxYoVePToEaysrNCxY0f079+/ys9P2ySCHq163LRpE+Li4nDr1i0IgoDmzZujf//+CAwMRMOGDfHo0SPMmzcPFy9exMOHD2FkZIQOHTpg8uTJ6NGjh9JYhYWFWLVqFb7//ns8fvwYnTp1woIFC1SeRH79+nV89NFHSEpKQoMGDeDv74+wsDC1F+iV+fvvvwE8eSgnEWlu+M6VuHT/jq7LUOLUuAX2vjVL12VQFcjPz0dqaipsbW31bsE4ac/z5lmd3996FZ5qA4YnIu1geKLqxPBUN2grPOn9gnEiItKdEjWeL6QL+l4f1U56teaJiIj0i6GBAeYeioU8876uS1FhZ9kYn/oG6LoMqoMYnojw5K9XQz371O6n6Xt9VLvJM+/r3S1UIl1ieCIC/7omoie4DLh209b8MjwR/X/865qo7qpX78mvw+LiYh1XQlWpbH7L5ltTvA9ARER1XtnHsmRnZ+u6FKpC2dnZWvkIHl55IiKiOq/sA2nv3bsHY2NjNGjQoEZ8SDVVjCAIePz4MbKzs9G0adNKzy3DExEREQBzc3MoFAr8888/ePDgga7LIS2TSCSwsLCAubl5pcdieCIiIsKTX65NmzZF48aNUVRUpOtySMuMjIwqfbuujMbhKSoq6oV9JBIJZsyYoekhiIiIqp021sRQ7aa18CSRSFTeAsjwRERERLWNxuEpMTFR/PdHjx7B19cXUVFReOWVV7RSGBEREZE+0jg8NWrUSKWtQYMG5bYTERER1RZ8zhMRERGRGhieiIiIiNSg8W27CxcuiP+ek5MDALh58yZkMplSv/bt22t6CCIiIiK9o3F4evPNN1We0LlkyRLx3wVBgEQiwaVLlzSvjoiIiEjPaByeIiIitFkHERERUY2gcXh64403tFkHERERUY3ABeNEREREatD4ytO8efNe2EcikWDp0qWaHoKIiIhI72gcnr799lvxQxSf5b8LyomIiIhqOo3D0+jRo7F37140bNgQs2bNQs+ePbVZFxEREZFe0njN0+LFixEXFwc7OztMmzYN48aNQ3JysjZrIyIiItI7lVow3qpVK6xevRp79uyBoaEhRo4ciZCQENy4cUNL5RERERHpF628265Dhw7YunUroqOjcefOHQwePBiLFy/GgwcPtDE8ERERkd7QeM3Td999V257QEAAfvzxR+zevRs//PADkpKSND0EERERkd7RODyFh4e/sE9+fr6mwxMRERHpJY3D07Fjx7RZBxEREVGNoHF4at68uTbrICIiIqoR9OrjWU6cOIGxY8eiW7du6NChA/r27YuIiAjk5OQo9Tt+/DiGDBkCFxcXDBw4EPv27VMZq7CwEJ9++im8vLzg5uaGCRMmQC6Xq/S7fv06JkyYADc3N3h5eWH58uUoLCyssnMkIiKimk3jK09OTk4v7CORSHDx4sUKj/no0SO4uroiICAAFhYWuHbtGiIjI3Ht2jVs2bIFAPDnn38iODgYw4YNw/z58/Hbb7/h/fffR4MGDfDqq6+KY3388ceIi4tDeHg4bGxssGHDBrz99ts4ePAgzMzMAABZWVkYP3482rRpg8jISGRkZGDZsmXIz8/HokWL1PyOEBERUV2gcXgSBAH9+/eHo6Oj1orx9/dXeu3h4QGpVIqFCxciIyMDNjY2WL9+PVxdXfHhhx8CALp164bbt29j7dq1YnhKT0/HN998g8WLF2PYsGEAABcXF/Tu3Ru7du1CUFAQAGDXrl14/PgxoqKiYGFhAQAoKSnBkiVLMGXKFNjY2Gjt3IiIiKh20Dg8AcCAAQPw2muvaauWcpWFmqKiIhQWFuL06dOYPXu2Uh8/Pz/8+OOPuHPnDlq0aIGTJ0+itLRU6UqUhYUFvLy8kJCQIIanhIQEeHp6iscAAF9fXyxevBinTp3C0KFDq/TciIiIqOapVHiqKiUlJSguLkZKSgrWrVuHPn36oEWLFkhJSUFRURHs7OyU+tvb2wMA5HI5WrRoAblcDisrK5ibm6v0++abb8TXcrkcb775plIfmUwGa2vrctdHVZQgCMjLy9N4f6peEokEJiYmui7jhRQKBQRB0HUZVa4mzAfnQr/UlfmgqiUIAiQSSYX6Vio8nTlzBqWlpZBKpTA1NYW1tTVsbW0r/R9b7969kZGRAQDo0aMHVq5cCeDJGiXgScB5Wtnrsu3Z2dniuqb/9ivrU9bvv2MBgLm5uVI/dRUVFeHSpUsa70/Vy8TEBM7Ozrou44VSU1OhUCh0XUaVqwnzwbnQL3VlPqjqSaXSCvWrVHjatWsXdu3aJb6WSCSQSCRwdXXFjBkz0KNHD43G3bRpExQKBVJSUrB+/XpMnToVW7durUyp1crIyAht27bVdRlUQRX9S0PXbG1t68Rf1zVhPjgX+qWuzAdVrZSUlAr3rfRDMktKSlBUVITs7Gz8888/uHbtGuLj4zF16lRER0eje/fuao/drl07AIC7uztcXFzg7++P//3vf2Ig+e+jC7KzswFAvE0nk8mQm5urMm52drbSrTyZTKYyFvDkCtZ/b/mpQyKRwNTUVOP9icpTE26f1BWcC/3C+SBtUOePBa0/JLN///6YMmUKxowZg/Xr12sUnp7m6OgIIyMj3Lp1C3369IGRkRHkcrnSVa2y9Ulla6Hs7Ozwzz//qIQguVyutF7Kzs5OZW1TTk4OHjx4oLKuioiIiAiooodkGhoaIjQ0VCuPMfjrr79QVFSEFi1aQCqVwsPDA0eOHFHqExcXB3t7e7Ro0QIA4O3tDQMDA8THx4t9srKycPLkSfj4+IhtPj4++PXXX8UrVwBw+PBhGBgYwMvLq9K1ExERUe1TZe+28/T0hKenp1r7BAcHo0OHDnB0dET9+vVx+fJlxMTEwNHREf369QMATJs2DePGjcMHH3wAX19fnD59Gj/++CNWrVoljtOkSRMMGzYMy5cvh4GBAWxsbLBx40aYmZlh1KhRYr9Ro0YhNjYWM2bMwJQpU5CRkYHly5dj1KhRfMYTERERlUvj8PTHH39UqF+XLl0qPKarqyvi4uKwadMmCIKA5s2bY/jw4QgMDBRXwHfu3BmRkZFYvXo1vvnmGzRr1gwff/wxfH19lcZasGABGjRogJUrV+Lx48fo1KkTtm7dqvQuPHNzc2zfvh0fffQRZsyYgQYNGmDYsGEICwurcM1ERERUt2gcngICAp67uKrseQnqvGV/8uTJmDx58gv79e3bF3379n1uH6lUirlz52Lu3LnP7Wdvb49t27ZVuEYiIiKq2yp12y4gIACvvPKKtmohIiIi0nuVCk8uLi4YOHCgtmohIiIi0ntV8m47IiIiotqK4YmIiIhIDZUKTzXl0f1ERERE2lKpNU/vv/8+Fi1a9MztEokEZ86cqcwhiIiIiPSKxuHpjTfe0GYdRERERDWCxuEpIiJCm3UQERER1QhcME5ERESkBo2vPH333XcV6vf6669reggiIiIivaNxeAoPDxffbScIQrl9JBIJwxMRERHVKhqHp5dffhnXrl1Dz549MWPGDFhZWWmzLiIiIiK9pPGapx9++AERERG4du0a3n77bXz77bdo1KgRmjdvrvRFREREVJtoHJ4kEgneeOMNHD58GDNnzsSXX36J/v37Y+fOnSguLtZmjURERER6o9LvtpNKpZgwYQKOHj2KN998EytWrICvry/i4uK0UR8RERGRXtE4PKWlpSl9ZWdnY9SoUdiyZQtatWqFWbNmYejQodqslYiIiEjnNF4w3qdPn2d+tl3Zu+8uXbqk6fBEREREeknj8LR06VJ+MDARERHVORqHJ96SIyIiorpI4/D0IhkZGUhMTBRf29jYwNPTs6oOR0RERFQtNA5PaWlpz93++++/Y968eWjatCkAwMPDg+GJiIiIarwqWTAOPFk0LpFIcPz4cU0PQURERKR3NA5Pc+bMeW54ksvl2Ldvn6bDExEREekljcNTYGDgc7f/8ssvDE9ERERU61T6CeNEREREdQnDExEREZEaGJ6IiIiI1KDxmqfXXnvtudvz8vI0HZqIiIhIb2kcniwsLF64vVmzZpoOT0RERKSXNA5PsbGx2qyDiIiIqEbQqzVPhw4dwrRp0+Dj4wM3Nzf4+/vjm2++gSAIYp+AgAA4OjqqfF2/fl1prJycHMyfPx9du3aFu7s7QkJCcP/+fZVjnj17FiNHjoSrqyt69+6NTZs2KR2PiIiI6GkaX3n68ccfcfLkSSxbtqzc7fPmzUOPHj3g5+dX4TG3bduG5s2bIzw8HI0aNcKvv/6KhQsXIj09HcHBwWK/Tp06Ye7cuUr7tmjRQul1aGgoUlJS8MEHH8DY2BirV69GUFAQ9u3bh3r1npz2zZs3ERgYCC8vL4SGhuLKlStYsWIFDA0NX/gcKyIiIqqbNA5P27Ztg7Oz8zO3GxsbY/v27WqFp/Xr18PS0lJ87enpiUePHmHr1q2YPn06DAyeXCiTyWRwc3N75jhJSUk4efIkYmJi4O3tDQCwtbWFn58f4uPjxZpiYmLQqFEjfP7555BKpfD09ERmZiY2bNiAgIAASKXSCtdOREREdYPGt+1SU1Ph5OT0zO3t2rWDXC5Xa8yng1MZJycn5ObmqvXuvYSEBMhkMnh5eYltdnZ2cHJyQkJCglK/vn37KoUkPz8/ZGdnIykpSa3aiYiIqG7Q+MqTIAjIycl55vbs7GwUFxdrOrzozJkzsLGxQcOGDcW233//HW5ubigpKUHHjh3xzjvvoEuXLuJ2uVwOW1tblc/es7OzEwNdXl4e7t27Bzs7O5U+EokEcrkcHh4eGtUsCAIf1VCDSCQSmJiY6LqMF1IoFHViPV5NmA/OhX7Jz8/X2/nQ17pIlSAIz/3M3qdpHJ6cnZ3x448/4u2331a5vVVYWIgDBw4898pURfz555+Ii4tTWt/UpUsX+Pv7o02bNrh//z5iYmIwYcIExMbGwt3dHcCT4GZmZqYynrm5Oc6fPw8AYvCTyWRKfaRSKUxMTJCVlaVx3UVFRbh06ZLG+1P1MjExee4taH2RmpoKhUKh6zKqXE2YD86FfnjJ1AxCaQnq16+v61LKVVJchAsXL6GoqEjXpVAFVXS5jsbhKSgoCFOnTsW4ceMwefJkvPzyywCAq1evYtOmTUhJScH69es1HR7p6ekICwuDh4cHxo0bJ7aHhIQo9evVqxcGDx6ML774AtHR0RofT5uMjIzQtm1bXZdBFVTRvzR0zdbWtk78FVsT5oNzoR/MjE0gMTDExegQPL6XoutylDRo2hbOQWvx8ssv14mfldogJaXiP0Mah6eePXvik08+wSeffIIZM2aI7YIgoEGDBvjoo4/Qq1cvjcbOzs5GUFAQLCwsEBkZKS4UL4+pqSl69uyJI0eOiG0ymQzp6ekqfbOysmBubg4A4pWp/956LCwshEKhEPtpQiKRwNTUVOP9icpTE26f1BWcC/3y+F4Kcm+d13UZ5eLPSs2hzh8LGocnABg6dCgGDBiAU6dO4datWwCAVq1awcvLS2mNkjry8/MxZcoU5OTkYPfu3eXefnsROzs7JCYmqty/TE1NhYODA4Anoatp06Yqi9pTU1MhCILKWigiIiIiQAsPyWzYsCEGDhyIoKAgBAUFYeDAgRoHp+LiYoSGhkIul2Pz5s2wsbF54T55eXn4+eef4eLiIrb5+PggKysLiYmJYltqaiouXrwIHx8fpX7Hjh1Tuh8dFxcHmUwmrp8iIiIieprGV57S0tIq1E+dz7dbsmQJfvrpJ4SHhyM3Nxfnzp0Ttzk7OyM5ORmbN29G//790bx5c9y/fx9bt27FgwcPsGbNGrGvu7s7vL29MX/+fMydOxfGxsZYtWoVHB0dMWDAALFfYGAgDhw4gFmzZmH06NG4evUqYmJiEBYWxmc8ERERUbk0Dk99+/atUD913nV26tQpACj3qeXHjh2DtbU1ioqKsGrVKjx69AgmJiZwd3fHkiVL4OrqqtR/9erViIiIwKJFi1BcXAxvb28sWLBAfLo4ALRu3RoxMTFYtmwZJk+eDEtLS4SEhGDixIkVrpmIiIjqFo3Dk5GREQoLC9GzZ08MHDhQK+/KOH78+Av7xMTEVGgsMzMzLF26FEuXLn1uv06dOmHPnj0VGpOIiIhI4/AUHx+PNWvW4Pvvv0dmZibmzJmDrl27arM2IiIiIr2j8YLxJk2aICIiAt9//z2srKwwfvx4TJ48GVeuXNFmfURERER6pdLvtnv55ZexYcMGxMbGIjs7G2+88Qbmzp1b4QXlRERERDVJpcNTmc6dO2PXrl1Yu3Ytzp8/j1dffbXchd9ERERENZnGa5769OnzzEXiJSUlKCwsxPbt2xEeHq5xcURERET6RuPw1LVrV73/3CMiIiIibdM4PPGWHBEREdVFWlvzRERERFQXVFl4+uGHH+Dk5CR+vffee1V1KCIiIqJqU2Ufz6JQKAAAR48eBQCYmppqeigiIiIivaFxeLp79y6cnJxgY2NT7vaMjAz8+++/aN68ucbFEREREekbjcMTAEycOBGvvfZaudu+//57PqaAiIiIap0qW/PExxgQERFRbVSpK093797FxYsXYWxsjIYNGz7zFh4RERFRbVGp8LRmzRqsWbPm/warVw/t27dH3759IZVKK10cERERkb7RODxFREQAAIqLi1FQUIB///0Xd+/exfnz57Fy5UretiMiIqJaSePw9MYbbzxzW0pKCsLCwpCSkoKoqCgAQLt27dCvXz9ND0dERESkF6pkwXjbtm0xd+5cdO7cGadPn8bp06dx/fr1qjgUERERUbWq1Jqn5/H29oa3t3dVDU9ERESkE/xsOyIiIiI1MDwRERERqYHhiYiIiEgNDE9EREREamB4IiIiIlKDVt5t9/jxY6SnpwMAmjRpggYNGmhjWCIiIiK9U6nwlJycjM8++wxnz55FaWkpAMDAwACvvPIK5syZAxcXF60USURERKQvNA5Pf/31FwICAmBkZIRhw4bB3t4eAHD9+nUcPHgQY8eORWxsLFxdXbVWLBEREZGuaRyeVq1aBRsbG3z11VewtrZW2jZz5kyMHj0aq1atwtatWytdJBEREZG+0HjB+F9//YWRI0eqBCcAeOmllzBixAicO3euMrURERER6R2Nw5OBgQFKSkqeub20tBQGBnwzHxEREdUuGqcbd3d37Ny5E3fv3lXZlpaWhq+++gqdOnVSa8xDhw5h2rRp8PHxgZubG/z9/fHNN99AEASlfnv37sXAgQPh4uKCIUOG4KefflIZKycnB/Pnz0fXrl3h7u6OkJAQ3L9/X6Xf2bNnMXLkSLi6uqJ3797YtGmTyvGIiIiIymi85undd9/FW2+9BV9fX/Tv3x9t2rQBAKSmpuLYsWMwNDTErFmz1Bpz27ZtaN68OcLDw9GoUSP8+uuvWLhwIdLT0xEcHAwAOHjwIBYuXIipU6eiW7duiIuLQ3BwMHbu3Ak3NzdxrNDQUKSkpOCDDz6AsbExVq9ejaCgIOzbtw/16j057Zs3byIwMBBeXl4IDQ3FlStXsGLFChgaGiIwMFDTbw0RERHVYhqHJ2dnZ+zduxerVq3C8ePHoVAoAAAmJibo0aMHQkND0bZtW7XGXL9+PSwtLcXXnp6eePToEbZu3Yrp06fDwMAAa9euxaBBgxAaGgoA6NatG65evYp169YhOjoaAJCUlISTJ08iJiYG3t7eAABbW1v4+fkhPj4efn5+AICYmBg0atQIn3/+OaRSKTw9PZGZmYkNGzYgICAAUqlU028PERER1VKVWpTUtm1brFu3DmfOnMHJkydx8uRJnDlzBlFRUWoHJwBKwamMk5MTcnNzkZeXh9u3b+PGjRvw9fVV6uPn54fExEQUFhYCABISEiCTyeDl5SX2sbOzg5OTExISEsS2hIQE9O3bVykk+fn5ITs7G0lJSWrXT0RERLWfVp4wbmBggJdeekl8XVxcLN4aq6wzZ87AxsYGDRs2xJkzZwA8uYr0NHt7exQVFeH27duwt7eHXC6Hra0tJBKJUj87OzvI5XIAQF5eHu7duwc7OzuVPhKJBHK5HB4eHhrVLAgC8vLyNNqXqp9EIoGJiYmuy3ghhUJRJ9bj1YT54FxQRdWlnxVjqRQGhoa6LqVcpSUlKCgsfO5cCIKgkhuepVIJZ9++fbh48SI8PT3Rr18/rFu3Dps3b0ZxcTF69+6NpUuXomHDhhqP/+effyIuLg5z584FAGRlZQEAZDKZUr+y12Xbs7OzYWZmpjKeubk5zp8/D+DJgvLyxpJKpTAxMRHH0kRRUREuXbqk8f5UvUxMTODs7KzrMl4oNTVVvD1em9WE+eBcUEXVtZ+Vi9EheHwvRdflKGnQtC2cg9ZWaC4qulxH4/C0adMmfP755zAwMMBXX32FadOmYdOmTRg6dCjy8/Px448/omnTppg3b55G46enpyMsLAweHh4YN26cpmXqhJGRkUa3LUk3KvqXhq7Z2trWmb9g9R3ngiqqrv2sPL6Xgtxb53VcTfleNBcpKRUPfRqHp3379qF79+7YsGEDoqOj8cUXX2DGjBmYPn06AMDU1BRHjx7VKDxlZ2cjKCgIFhYWiIyMFJ8XZW5uDuDJVaOnH86ZnZ2ttF0mk4kfVPy0rKwssU/ZlamyK1BlCgsLoVAoxH6akEgkMDU11Xh/ovLw9on+4FxQRfFnRX+8aC7U+WNB4wXjaWlp8PX1hVQqxdChQ1FSUqL0QcCurq7IyMhQe9z8/HxMmTIFOTk52Lx5s9Ltt7L1SWXrlsrI5XIYGRmhZcuWYr/U1FSVhJmamiqOYWpqiqZNm6qMVbbff9dCERER6VJJaamuS6D/T+MrT0VFRahfvz4AiP98epF4vXr1nvsE8vIUFxcjNDQUcrkcO3fuhI2NjdL2li1bok2bNjh8+DD69esntsfFxcHT01O8V+nj44MvvvgCiYmJ6N69O4AnoejixYuYNGmSuJ+Pjw+OHTuGOXPmwMjISBxLJpPB3d1drdqJiIiqkqGBAeYeioU8U/WBz7rm3aYd3vEapOsyqk2lFozL5XL88ccf4q2vK1euiAHq+vXrao+3ZMkS/PTTTwgPD0dubq7SZ+M5OztDKpVi5syZmD17Nlq1agUPDw/ExcUhOTkZX375pdjX3d0d3t7emD9/PubOnQtjY2OsWrUKjo6OGDBggNgvMDAQBw4cwKxZszB69GhcvXoVMTExCAsL4zOeiIhI78gz7+PS/Tu6LkOFbaPGui6hWlUqPK1fvx4bNmwQb48tW7ZMvGeozlv+ypw6dUoc57+OHTuGFi1aYPDgwVAoFIiOjsamTZtga2uLqKgolStFq1evRkREBBYtWoTi4mJ4e3tjwYIFSlfHWrdujZiYGCxbtgyTJ0+GpaUlQkJCMHHiRLXqJiIiorpD4/C0Y8cObdYBADh+/HiF+g0fPhzDhw9/bh8zMzMsXboUS5cufW6/Tp06Yc+ePRWukYiIiOo2jcNT165dtVkHERERUY2g8bvtxo0bh8TERG3WQkRERKT3NA5Pv//+O/755x9t1kJERESk9yr1wcBEREREdU2l3m336NEjpKWlPbdPs2bNKnMIIiIiIr1SqfBUkXez8QNyiYiIqDapVHgaMWIE3NzctFQKERERkf6rVHjq3LkzXnvtNW3VQkRERKT3uGCciIiISA0MT0RERERq0Pi23eXLl7VZBxGR3nvJ1AxCaQkkBoa6LuWZ9L0+otpA4/B04cIFnDt3Dm+99Va523fu3IlOnTrByclJ4+KIiPSJmbEJJAaGuBgdgsf3UnRdjooGTdvCOWitrssgqvU0Dk+rVq1C/fr1nxmeTp8+jYSEBGzcuFHj4oiI9NHjeynIvXVe12UQkY5ovObpwoUL6Ny58zO3v/LKKzh/nv9zISIiotpF4/D0+PFjGBo++766gYEBcnJyNB2eiIiISC9pHJ5at26NU6dOPXP7L7/8gpYtW2o6PBEREZFe0jg8DRs2DD///DMiIiKQnZ0ttmdnZ2Pp0qX45ZdfMGzYMK0USURERKQvNF4wPm7cOFy+fBnbt29HbGwsGjduDAC4f/8+SktL4e/vj7fffltbdRIRERHpBY3Dk0QiQUREBPz9/REfH4/bt28DAPr27YsBAwbAw8NDa0USERER6YtKfbYdAHTr1g3dunXTRi1EREREeq/S4SkjIwN//PEHHj58iIEDB6JJkyYoKSlBTk4OzMzMnvuOPCIiIqKaRuPwJAgCli1bhp07d6K4uBgSiQQODg5o0qQJ8vLy0KdPH4SEhHDdExEREdUqGr/bbvPmzdixYwcmTpyIrVu3QhAEcZuZmRkGDBiA+Ph4rRRJREREpC80Dk979+7F66+/jnfffRft2rVT2e7o6IgbN25UpjYiIiIivaNxeLp37x7c3d2fud3ExAS5ubmaDk9ERESklzQOT1ZWVrh3794zt1+4cAFNmzbVdHgiIiIivaRxeOrfvz927dolPt8JePLsJwA4efIkvv32W7z66quVr5CIiIhIj2j8bruQkBCcPn0a/v7+6Ny5MyQSCaKjo7FmzRqcO3cOTk5OmDp1qjZrJSIiItI5ja88mZmZYc+ePZg0aRIyMjJgbGyMP/74Azk5OZgxYwa++uormJiYaLNWIiIiIp2r1EMy69evj+nTp2P69OnaqoeIiIhIr2l85akq3Lx5E4sWLYK/vz+cnZ0xePBglT4BAQFwdHRU+bp+/bpSv5ycHMyfPx9du3aFu7s7QkJCcP/+fZXxzp49i5EjR8LV1RW9e/fGpk2blJ5ZRURERPQ0ja88zZs374V9JBIJli5dWuExr127hhMnTqBjx44oLS19Zojp1KkT5s6dq9TWokULpdehoaFISUnBBx98AGNjY6xevRpBQUHYt28f6tV7cto3b95EYGAgvLy8EBoaiitXrmDFihUwNDREYGBghesmIiKiukPj8HT69Gml14IgID09HVZWVpBKpQD+7913FdWnTx/069cPABAeHo7z58+X208mk8HNze2Z4yQlJeHkyZOIiYmBt7c3AMDW1hZ+fn6Ij4+Hn58fACAmJgaNGjXC559/DqlUCk9PT2RmZmLDhg0ICAgQz4OIiIiojMbh6fjx40qvMzMz0b17d3z22Wfw9PTUaEwDA+3cRUxISIBMJoOXl5fYZmdnBycnJyQkJIjhKSEhAf3791cKSX5+fti4cSOSkpLg4eGhlXqIiIio9qjUgvGnqXuVqTJ+//13uLm5oaSkBB07dsQ777yDLl26iNvlcjlsbW1VarKzs4NcLgcA5OXl4d69e7Czs1PpI5FIIJfLNQ5PgiAgLy9Po32p+kkkkhrxzlCFQlEn1uPVlPnQZ9r6WeFcVB7nQn+8aC4EQahwltFaeCoLC4aGhtoaslxdunSBv78/2rRpg/v37yMmJgYTJkxAbGys+HEx2dnZMDMzU9nX3NxcvBWYk5MD4MktwKdJpVKYmJggKytL4xqLiopw6dIljfen6mViYgJnZ2ddl/FCqampUCgUui6jytWU+dBn2vpZ4VxUHudCf1RkLiq6XEcr4SkjIwOrV6+GgYGBypUcbQsJCVF63atXLwwePBhffPEFoqOjq/TYFWVkZIS2bdvqugyqoOq8aloZtra2debKE1WOtn5WOBeVx7nQHy+ai5SUlAqPpXF4ateuncpkBgcH46WXXtJ0SI2YmpqiZ8+eOHLkiNgmk8mQnp6u0jcrKwvm5uYAIF6ZKrsCVaawsBAKhULspwmJRAJTU1ON9ycqDy/ZU0XxZ0V/cC70x4vmQp2AqnF4mjFjBiQSCSQSCaysrODm5oZ27dppOpxW2dnZITExUeX+ZWpqKhwcHAA8CV1NmzYV10A93UcQhCq/gkZEREQ1k8bhaebMmdqsQ2N5eXn4+eef4eLiIrb5+Pjgiy++QGJiIrp37w7gSSi6ePEiJk2apNTv2LFjmDNnDoyMjAAAcXFxkMlk4vopIiIioqdpbcG4NigUCpw4cQIAcPfuXeTm5uLw4cMAgK5du0Iul2Pz5s3o378/mjdvjvv372Pr1q148OAB1qxZI47j7u4Ob29vzJ8/H3PnzoWxsTFWrVoFR0dHDBgwQOwXGBiIAwcOYNasWRg9ejSuXr2KmJgYhIWF8RlPREREVC6Nw9O4ceNe2EcikWD79u0VHvPhw4d45513lNrKXu/YsQNNmjRBUVERVq1ahUePHsHExATu7u5YsmQJXF1dlfZbvXo1IiIisGjRIhQXF8Pb2xsLFiwQny4OAK1bt0ZMTAyWLVuGyZMnw9LSEiEhIZg4cWKFayYiIqK6RePw9Pvvv0MikaB9+/bPXISl7jsMWrRogStXrjy3T0xMTIXGMjMzw9KlS1/48TCdOnXCnj17KlwjERER1W0ah6fZs2cjOjoa6enpmDZtGkaNGlXlz3giIiIi0jWNPw9l0qRJOHr0KPz9/fHZZ5/Bz88Phw4d0mZtRERERHqnUh8mZ2Zmhjlz5uDIkSPo3LkzZs+ejWHDhuG3337TVn1EREREekUrn8RrY2ODTz75BD/88ANsbGwwYcIETJo0CZcvX9bG8ERERER6Q+M1T1FRUeW2Ozk5IT8/HydPnkRiYiIuXLigcXFERERE+kbr4elpJSUlmg5PREREpJc0Dk+8JUdERER1kVbWPJFmSkpLdV3Cc+l7fURERLqg8ZWntLS0CvVr1qyZpoeo9QwNDDD3UCzkmfd1XYoKO8vG+NQ3QNdlEBER6R2Nw1OfPn0gkUhe2O/SpUuaHqJOkGfex6X7d3RdBhEREVVQpT4YePjw4XB3d9dWLURERER6r1LhqUuXLnjttde0VQsRERGR3uOCcSIiIiI1VOrK0//+9z/cvn0bUqkUpqamsLa2hp2dHezt7bVVHxEREZFeqVR4io+PR3x8vFKbRCKBtbU1Zs6cieHDh1eqOCIiIiJ9U+mHZJaUlKCoqAjZ2dn4559/kJKSgri4OCxatAgNGjSAn5+f1oolIiIi0rVKr3kyNDRE/fr10bhxYzg7O2PIkCHYsGEDvLy8sG3bNi2USERERKQ/KnXb7nlCQ0Px22+/VdXwRERERDpRZeGpQ4cO6NChQ1UNT0RERKQTlQpPubm52LZtG37++Wfx41qaNWuGXr164e2330bDhg21UiQRERGRvtB4zVNGRgZef/11REVFIS8vD506dUKnTp2gUCgQFRWFN954A/fv699nthERERFVhsZXnlasWIF//vkHGzduRM+ePZW2nThxAqGhoVi5ciU+/fTTShdJREREpC80vvL0yy+/YPz48SrBCQB69uyJgIAAnDhxolLFEREREekbjcOTQqGAlZXVM7e/9NJLUCgUmg5PREREpJc0Dk/29vY4ePAgCgsLVbYVFRXh4MGD/JgWIiIiqnU0XvMUFBSEsLAwDB8+HGPGjEGbNm0AAKmpqdi1axeuXLmCVatWaatOIiIiIr2gcXjy9fWFQqHAypUrsXjxYkgkEgCAIAiwsrLC0qVL8eqrr2qtUCIiIiJ9UKnnPA0dOhRDhgzB+fPnlZ7z1KFDB9SrV2XP3yQiIiLSGbUSjiAI4hUmcYB69eDm5gY3NzeV/nfv3kXz5s0rVSARERGRPlFrwfjMmTPLXSD+X6WlpYiOjsbgwYM1LoyIiIhIH6kVno4ePYrAwEDk5uY+s09ycjLeeOMNrFy5Et27d1ermJs3b2LRokXw9/eHs7PzM8PX3r17MXDgQLi4uGDIkCH46aefVPrk5ORg/vz56Nq1K9zd3RESElLuE8/Pnj2LkSNHwtXVFb1798amTZsgCIJadRMREVHdoVZ4+vDDD3H27FmMHTsWDx8+VNqWm5uLDz/8EKNHj8ajR48QFRWFdevWqVXMtWvXcOLECbRu3fqZjzk4ePAgFi5cCF9fX0RHR8PNzQ3BwcE4d+6cUr/Q0FCcOnUKH3zwAVasWIHU1FQEBQWhuLhY7HPz5k0EBgbC2toaGzduxPjx47F27Vps2bJFrbqJiIio7lBrzdOIESPQqFEjzJo1C6NGjUJMTAxatWqFI0eO4JNPPsE///yDMWPGICwsDA0aNFC7mD59+qBfv34AgPDwcJw/f16lz9q1azFo0CCEhoYCALp164arV69i3bp1iI6OBgAkJSXh5MmTiImJgbe3NwDA1tYWfn5+iI+Ph5+fHwAgJiYGjRo1wueffw6pVApPT09kZmZiw4YNCAgIgFQqVfsciIiIqHZT+yGZ/fv3R3R0NP7991+MHj0akyZNwjvvvAMrKyvs3r0bCxYs0Cg4AYCBwfPLuX37Nm7cuAFfX1+ldj8/PyQmJorrsRISEiCTyeDl5SX2sbOzg5OTExISEsS2hIQE9O3bVykk+fn5ITs7G0lJSRqdAxEREdVuGj1PwMPDA7GxsZg0aRJOnTqF1157DcuWLYOhoaG261Mil8sBPLmK9DR7e3sUFRXh9u3bsLe3h1wuh62trco7A+3s7MQx8vLycO/ePdjZ2an0kUgkkMvl8PDw0KhOQRCQl5f33D4SiQQmJiYajV+dFApFrV8DxrnQLzVlPvSZtn5WOBeVx7nQHy+ai/KeKPAsGj+MycnJCV9//TUCAwNx5MgR9O/fHwMGDNB0uArJysoCAMhkMqX2stdl27Ozs2FmZqayv7m5uXgrMCcnp9yxpFIpTExMxLE0UVRUhEuXLj23j4mJCZydnTU+RnVJTU2t9Z9RyLnQLzVlPvSZtn5WOBeVx7nQHxWZi4ou11ErPF24cEGlbcGCBQgPD0dYWBjee+89dO7cWWl7+/bt1TlErWBkZIS2bds+t09F062u2dra1vqrHZwL/VJT5kOfaetnhXNReZwL/fGiuUhJSanwWGqFpzfffLPcCSwrJiIiQuljWiQSyQuvwKjD3NwcwJOrRtbW1mJ7dna20naZTIb09HSV/bOyssQ+ZVemyq5AlSksLIRCoRD7aUIikcDU1FTj/fUJLxPrD84FVRR/VvQH50J/vGgu1AmoaoWniIgIdbprXdn6JLlcrrRWSS6Xw8jICC1bthT7JSYmqty/TE1NhYODAwDA1NQUTZs2FddAPd1HEASVtVBEREREgJrh6Y033qiqOiqkZcuWaNOmDQ4fPiw+0gAA4uLi4OnpKd6r9PHxwRdffIHExETxQZ2pqam4ePEiJk2aJO7n4+ODY8eOYc6cOTAyMhLHkslkcHd3r8YzIyIioppCrz69V6FQ4MSJEwCefC5ebm4uDh8+DADo2rUrLC0tMXPmTMyePRutWrWCh4cH4uLikJycjC+//FIcx93dHd7e3pg/fz7mzp0LY2NjrFq1Co6OjkqL2gMDA3HgwAHMmjULo0ePxtWrVxETE4OwsDA+44mIiIjKpVfh6eHDh3jnnXeU2spe79ixAx4eHhg8eDAUCgWio6OxadMm2NraIioqSuVK0erVqxEREYFFixahuLgY3t7eWLBgAerV+79Tbt26NWJiYrBs2TJMnjwZlpaWCAkJwcSJE6v+ZImIiKhG0qvw1KJFC1y5cuWF/YYPH47hw4c/t4+ZmRmWLl2KpUuXPrdfp06dsGfPHrXqJCIiorpL7SeMExEREdVlDE9EREREamB4IiIiIlIDwxMRERGRGhieiIiIiNTA8ERERESkBoYnIiIiIjUwPBERERGpgeGJiIiISA0MT0RERERqYHgiIiIiUgPDExEREZEaGJ6IiIiI1MDwRERERKQGhiciIiIiNTA8EREREamB4YmIiIhIDQxPRERERGpgeCIiIiJSA8MTERERkRoYnoiIiIjUwPBEREREpAaGJyIiIiI1MDwRERERqYHhiYiIiEgNDE9EREREamB4IiIiIlIDwxMRERGRGhieiIiIiNTA8ERERESkhhoXnvbv3w9HR0eVrxUrVij127t3LwYOHAgXFxcMGTIEP/30k8pYOTk5mD9/Prp27Qp3d3eEhITg/v371XUqREREVAPV03UBmtq8eTPMzMzE1zY2NuK/Hzx4EAsXLsTUqVPRrVs3xMXFITg4GDt37oSbm5vYLzQ0FCkpKfjggw9gbGyM1atXIygoCPv27UO9ejX2W0NERERVqMYmhPbt28PS0rLcbWvXrsWgQYMQGhoKAOjWrRuuXr2KdevWITo6GgCQlJSEkydPIiYmBt7e3gAAW1tb+Pn5IT4+Hn5+ftVyHkRERFSz1Ljbdi9y+/Zt3LhxA76+vkrtfn5+SExMRGFhIQAgISEBMpkMXl5eYh87Ozs4OTkhISGhWmsmIiKimqPGXnkaPHgw/v33XzRr1gwjRozApEmTYGhoCLlcDuDJVaSn2dvbo6ioCLdv34a9vT3kcjlsbW0hkUiU+tnZ2YljaEoQBOTl5T23j0QigYmJSaWOUx0UCgUEQdB1GVWKc6Ffasp86DNt/axwLiqPc6E/XjQXgiCoZIJnqXHhydraGjNnzkTHjh0hkUhw/PhxrF69GhkZGVi0aBGysrIAADKZTGm/stdl27Ozs5XWTJUxNzfH+fPnK1VjUVERLl269Nw+JiYmcHZ2rtRxqkNqaioUCoWuy6hSnAv9UlPmQ59p62eFc1F5nAv9UZG5kEqlFRqrxoWnHj16oEePHuJrb29vGBsbY/v27Zg6daoOK/s/RkZGaNu27XP7VDTd6pqtrW2tv9rBudAvNWU+9Jm2flY4F5XHudAfL5qLlJSUCo9V48JTeXx9fbFlyxZcunQJ5ubmAJ48hsDa2lrsk52dDQDidplMhvT0dJWxsrKyxD6akkgkMDU1rdQY+oKXifUH54Iqij8r+oNzoT9eNBfqBNRat2Dczs4OAFTWLcnlchgZGaFly5Ziv9TUVJUUmpqaKo5BRERE9F+1IjzFxcXB0NAQzs7OaNmyJdq0aYPDhw+r9PH09BTvZ/r4+CArKwuJiYlin9TUVFy8eBE+Pj7VWj8RERHVHDXutl1gYCA8PDzg6OgIADh27Bj27NmDcePGibfpZs6cidmzZ6NVq1bw8PBAXFwckpOT8eWXX4rjuLu7w9vbG/Pnz8fcuXNhbGyMVatWwdHREQMGDNDJuREREZH+q3HhydbWFvv27UN6ejpKS0vRpk0bzJ8/HwEBAWKfwYMHQ6FQIDo6Gps2bYKtrS2ioqLg7u6uNNbq1asRERGBRYsWobi4GN7e3liwYAGfLk5ERETPVONSwoIFCyrUb/jw4Rg+fPhz+5iZmWHp0qVYunSpNkojIiKiOqBWrHkiIiIiqi4MT0RERERqYHgiIiIiUgPDExEREZEaGJ6IiIiI1MDwRERERKQGhiciIiIiNTA8EREREamB4YmIiIhIDQxPRERERGpgeCIiIiJSA8MTERERkRoYnoiIiIjUwPBEREREpAaGJyIiIiI1MDwRERERqYHhiYiIiEgNDE9EREREamB4IiIiIlIDwxMRERGRGhieiIiIiNTA8ERERESkBoYnIiIiIjUwPBERERGpgeGJiIiISA0MT0RERERqYHgiIiIiUgPDExEREZEaGJ6IiIiI1MDwRERERKQGhicA169fx4QJE+Dm5gYvLy8sX74chYWFui6LiIiI9FA9XRega1lZWRg/fjzatGmDyMhIZGRkYNmyZcjPz8eiRYt0XR4RERHpmTofnnbt2oXHjx8jKioKFhYWAICSkhIsWbIEU6ZMgY2NjW4LJCIiIr1S52/bJSQkwNPTUwxOAODr64vS0lKcOnVKd4URERGRXpIIgiDoughd8vT0xJtvvonZs2crtffo0QP+/v4q7S9y9uxZCIIAIyOjF/aVSCTIVOSiuKRErWNUh3qGhrA0aYi68uPBudAv+jof9esZQVbfFEU5D1FaUqTrclQYGBrByMxKqz8r+joXgH7PB+dCf1R0LoqKiiCRSNCpU6cXjlnnb9tlZ2dDJpOptJubmyMrK0vt8SQSidI/X8TSpKHax6hOFT2P2oBzoV/0eT6MzKx0XcJzaftnRZ/nAtDv+eBc6I8XzYVEIqnwfNX58KRt7u7uui6BiIiIqlCdX/Mkk8mQk5Oj0p6VlQVzc3MdVERERET6rM6HJzs7O8jlcqW2nJwcPHjwAHZ2djqqioiIiPRVnQ9PPj4++PXXX5GdnS22HT58GAYGBvDy8tJhZURERKSP6vy77bKysjBo0CDY2tpiypQp4kMyX3vtNT4kk4iIiFTU+fAEPPl4lo8++ghJSUlo0KAB/P39ERYWBqlUquvSiIiISM8wPBERERGpoc6veSIiIiJSB8MTERERkRoYnoiIiIjUwPBEREREpAaGJyIiIiI1MDwRERERqYHhqRY6dOgQpk2bBh8fH7i5ucHf3x/ffPMN/vtUir1792LgwIFwcXHBkCFD8NNPPyltLywsxPLly/HWW2/Bzc0Njo6OyMzMLPeYe/fuxWuvvQY3Nzf07NkTCxYswMOHD6vsHGsKXczFvn378Oqrr6JDhw7o378/YmNjq+z8ahJtzUVycjLmzZuH/v37o2PHjhgwYABWrlyJvLw8lWOePXsWI0eOhKurK3r37o1NmzapHK8uqu65+PvvvzFv3jz4+vqiXbt2mDJlSpWfY01S3fOxa9cuTJw4EV5eXujUqRNGjBiBo0ePVvl5ahPDUy20bds2mJiYIDw8HOvXr4ePjw8WLlyIdevWiX0OHjyIhQsXwtfXF9HR0XBzc0NwcDDOnTsn9snPz8fevXthbGyMV1555ZnH++6777BgwQL06NED69evR0hICH7++WfMmDGjKk+zRqjuuYiLi8P8+fPRo0cPbNy4EYMHD0ZERAS+/PLLqjzNGkFbc3Ho0CHcvHkTkyZNwqZNmzB+/Hjs2bMHU6dOVTrezZs3ERgYCGtra2zcuBHjx4/H2rVrsWXLluo6Zb1V3XNx9uxZ/Pnnn3B2dkazZs2q6zRrjOqejw0bNqBZs2b44IMPEBkZCUdHR8yYMQPffvttdZ1y5QlU6zx8+FClbcGCBUKnTp2EkpISQRAEYcCAAcK7776r1GfkyJHCpEmTlNpKS0sFQRCEffv2CQ4ODuWOPXHiRGHs2LFKbd98843g4OAgpKWlVepcarrqnouBAwcKwcHBSm0ffvih0LVrV6GwsLBS51LTaWsuyhvnhx9+EBwcHIS///5bbFu4cKHQu3dvoaCgQGxbuXKl0LlzZ6W2uqi656JsTEEQhLFjxwqTJ0+u9DnUJtU9H+X1mzBhgjB48GCNz6G68cpTLWRpaanS5uTkhNzcXOTl5eH27du4ceMGfH19lfr4+fkhMTERhYWFYptEInnh8YqLi9GwYUOlNjMzMwCo87coqnMuFAoFbty4ofKB1t7e3nj06JHSX4h1kbbmorxxnJ2dAQD3798X2xISEtC3b1+lj3ny8/NDdnY2kpKStHJONVV1z4WBAX/VPU91z8ezjvd0H33Hn6g64syZM7CxsUHDhg0hl8sBALa2tkp97O3tUVRUhNu3b6s19rBhw/DLL7/g8OHDyM3NxbVr17Bhwwb07t2bl8jLUVVzUVhYCEEQVD6Tsez19evXK1l57aOtuThz5gwAwM7ODgCQl5eHe/fuia/L2NnZQSKRiMei/1NVc0Gaqe75OHPmTI2as3q6LoCq3p9//om4uDjMnTsXAJCVlQUAkMlkSv3KXpdtr6jXXnsNCoUCs2fPRlFREQCge/fuWLVqVWVLr3Wqci7Mzc1hYWGB5ORkDB06VGwvu+Kk7rzWdtqai8zMTERGRqJv375o06YNACAnJ6fcsaRSKUxMTDgX/1GVc0Hqq+75OHDgAJKSkpTWWOk7Xnmq5dLT0xEWFgYPDw+MGzeuSo4RHx+PZcuWYdq0aYiNjcWnn36KmzdvIjQ0tM7ftntadczFmDFjsH//fhw4cABZWVn46aefsGPHDgAVuwVbV2hrLoqKivDuu+8CAD744AMtVVe3cC70S3XPx+XLl7F48WIMHToU/fr10/h41Y1Xnmqx7OxsBAUFwcLCApGRkeJ9f3NzcwBP/jq2trZW6v/09ooQBAGLFy/GiBEjlN5d17JlS4wZMwanTp2Ct7e3Nk6nRquOuQCAKVOm4NatW5gzZw4EQYCpqSlmz56NDz/8UGn8ukxbcyEIAubPn4/k5GR89dVXaNy4sbitbM1f2RWoMoWFhVAoFGrPa21VHXNBFVfd83H37l0EBQXB1dUVH374YVWcUpXhladaKj8/H1OmTEFOTg42b94s/s8c+L97z/9ddyGXy2FkZISWLVtW+DiZmZnIzMxEu3btlNrLFgneunVL01OoNaprLgCgfv36WLlyJX799Vf88MMPOHXqFFxcXAAAHTt2rOSZ1HzanItPP/0Uhw4dwrp161R+/k1NTdG0aVOVsVJTUyEIQo1a21FVqmsuqGKqez4yMzMRGBgIKysrREVFwcjISMtnVLUYnmqh4uJihIaGQi6XY/PmzbCxsVHa3rJlS7Rp0waHDx9Wao+Li4Onp6fKguPnsbS0hImJCS5evKjUfuHCBQBA8+bNNTyL2qE65+JplpaWcHR0hKmpKXbu3InOnTvX+V/Y2pyLTZs2Ydu2bVi2bBk8PT3LPZ6Pjw+OHTsmrgMsG0smk8Hd3V2LZ1bzVPdc0PNV93w8fvwYQUFBKCoqwqZNm1TerV0T8LZdLbRkyRL89NNPCA8PR25urtJb1J2dnSGVSjFz5kzMnj0brVq1goeHB+Li4pCcnKzyMMUTJ05AoVDg/PnzAICffvoJDRo0QNu2bdG2bVtIJBKMGDECX331FRo2bIguXbogLS0NUVFRePnll+v8/8yqcy7K+ty6dQtt27ZFVlYWDhw4gNOnT+Prr7+utnPWV9qaiwMHDmDlypUYMmQIWrRooTROq1atxLdhBwYG4sCBA5g1axZGjx6Nq1evIiYmBmFhYRqH4tqiuuciMzMTv//+u/jvjx8/FoNAz549YWJiUvUnrceqez5mzpyJy5cv45NPPkFaWhrS0tLEfm5ublV9ulohEbiit9bp06cP7t69W+62Y8eOoUWLFgCePGo/OjoaaWlpsLW1xbvvvovevXtXaKzg4GDMnDkTwJN1HFu2bMH333+PtLQ0NGrUCB4eHggLC0OTJk20fHY1S3XPxalTp7B8+XLcvHkT9erVQ9euXTFr1izY29tr+cxqHm3NRXh4+DOfhBwREaH0TsezZ89i2bJluHTpEiwtLfHWW28hKCiozi/er+65OH369DMXPz99vLqquufD0dHxmbVcuXJF09OoVgxPRERERGrgmiciIiIiNTA8EREREamB4YmIiIhIDQxPRERERGpgeCIiIiJSA8MTERERkRoYnoiIiIjUwPBERFRN8vLycO/ePWRlZem6FCKqBIYnIqIqdOjQIYwfPx7u7u5wd3dHr169sHnzZl2XRUSVwCeME1G12r9/P+bNm/fM7SdOnKg1H+uzYsUKREdHo2/fvhg0aBAaNWoEiUSCNm3aoGnTprouj4g0xA8GJiKdCAkJKfczxczNzXVQjfb9/vvviI6OxqxZszB58mRdl0NEWsTwREQ64ePjAxcXF12XUWW2bNkCd3d3BieiWohrnohIb92+fRshISHo2rUrOnbsiBEjRuDnn38ut29kZCQcHR1VvgICAl54nLJ9MzMzldr//vtvODo6Yv/+/WLb5cuXER4ejr59+8LFxQVeXl6YN28e/v33X6V9z507BwcHB4SFhaFr165wdXXFm2++iaNHj6oc/+HDh5g/fz66d+8OFxcXDBkyROXT6e/cuQNHR0fExMRg27Zt6N27N1xdXTF27FhcvXpVqW9FayQizfDKExHppX/++QejRo2CQqFAQEAAGjVqhG+//RbTpk3D2rVr0b9//3L3++CDD2BqagoA+Pzzz7Ve16+//orbt29j6NChsLa2xrVr17Bnzx6kpKRgz549kEgkAIBHjx5h9+7dMDU1xbhx49CoUSP88MMPCA4OxooVKzB48GAAQH5+PgICAnDr1i289dZbaNGiBQ4fPozw8HBkZ2dj/PjxSsf/7rvv8PjxY4wZMwYFBQWIjY3F+PHjceDAAbz00ktq1UhEGhKIiKrRvn37BAcHByE5Ofm5/T755BPBwcFB+OOPP8S23NxcoU+fPkLv3r2FkpISpf6ff/654ODgIGRmZoptgwYNEsaOHfvCmtauXSs4ODgIDx8+VGpPTk4WHBwchH379oltCoVCZf8ff/xRpVYHBwfBwcFBOH36tNK+vr6+gpeXl1BYWCgIgiBs27ZNcHBwEL7//nuxX2FhoTBy5EjBzc1NyMnJEQRBEG7fvi04ODgIrq6uQnp6utj3r7/+EhwcHISlS5eqXSMRaYa37YhIL504cQKurq7o3Lmz2NagQQOMHDkSd+/eRUpKilL/goICAICxsbHGx8zKykJmZqb4lZubq9Knfv36SsfMzMxEx44dAQAXLlxQ6uvi4oKuXbsq7TtmzBg8ePAAFy9eBAAkJCTA2tpavBIFAEZGRggICEBeXh7++OMPpTH79esHGxsb8bWrqys6duyIEydOaFQjEamPt+2ISC+lpaWJv/CfZmdnJ253cHAQ2//9918YGRnBxMRE42O++uqrL+zz6NEjREVFIS4uDg8fPlTalpOTU26tT7O3twcA3L17Fx07dsTdu3fRunVrGBgYlNsvLS1Nqb1169YqY7Zp0waHDh3SqEYiUh/DExHVCnfv3kXTpk0rtZ4nMjISDRs2FF+npqbiww8/VOoTGhqKpKQkBAYGwsnJCaampigtLcWkSZMgPPXYvKev/lS3itZIRJpheCIivdSsWTOkpqaqtMvlcnF7meLiYly+fBk9evSo1DE7d+4MS0tL8bWZmZnS9qysLCQmJmLmzJkIDg4W22/cuKEyVosWLZ5bf/PmzcV/XrlyBaWlpUpXn8o7TwC4efOmypg3btwQx1OnRiLSDNc8EZFe6tmzJ5KTk5GUlCS25eXlYc+ePWjevDnatm0rtp86dQo5OTno27dvldZkaGhYbvv27dtV2nx8fJCcnIyzZ8+KbQUFBfj6669hbW2N9u3bi/0ePHiAuLg4sV9xcTFiY2NhamqKLl26KI179OhRZGRkiK+Tk5Px119/wcfHR+0aiUgzvPJERHpp8uTJOHjwIIKCghAQEABzc3N89913uHPnDiIjI8WrNHFxcfj0008hlUqRn5+P77//XhwjJycHJSUlOHr0KPr161fpmho2bIguXbpg8+bNKCoqgo2NDU6dOoU7d+6o9A0KCsKBAwfE+sseVZCSkoIVK1agXr0n//sdOXIkdu/ejfDwcFy4cAHNmzfHkSNHcPbsWcyfP1/pNiIAtGrVCqNHj8bo0aNRWFiIHTt2wMLCApMmTVK7RiLSDMMTEemll156Cbt27cJnn32GL7/8EgUFBXB0dMSGDRvQq1cvsd+KFSuQnp4OAHj//ffLHWvp0qVaCU8AsHLlSnz00Uf46quvIAgCvLy8EB0drXLL0NLSEl9//bVYf2FhIRwcHBAVFaVUS/369REbG4sVK1bg22+/RW5uLmxtbREREYGhQ4eqHP/111+HgYEBtm/fjocPH8LV1RULFy5E48aN1a6RiDTDDwYmohqtT58+CA4OLjdoAMDp06cxb948HD9+vJor0647d+6gb9++eO+99xAYGKjrcojqNK55IiIiIlIDwxMR1Wj9+vVDq1atnrn9pZde0totOyIigGueiKiGmz9//nO329vbv7APEZE6uOaJiIiISA28bUdERESkBoYnIiIiIjUwPBERERGpgeGJiIiISA0MT0RERERqYHgiIiIiUgPDExEREZEaGJ6IiIiI1PD/AIQK/UnLFQMEAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "- Данные по магистратуре начали храниться с 2020 года, по бакалавриату – с 2018, поэтому графики выглядит именно так.\n",
+        "- Учебные планы могут существовать несколько лет с одним и тем же названием (как и дисциплины), поэтому в разрезе по годам уникальных записей больше, чем без него."
+      ],
+      "metadata": {
+        "id": "_QDlo5g1mwVq"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Задача 1 – Предобработать description и contents\n",
+        "1. Выполнить предобработку текстовых данных. Минимально понадобятся следующие шаги предобработки:\n",
+        "  - приведение к одному регистру\n",
+        "  - токенизация\n",
+        "  - удаление пунктуации (можно оставить только буквенные символы в текстах)\n",
+        "  - лемматизация (можно использовать pymystem, он менее точный, чем pymorphy2, но работает в несколько раз быстрее)\n",
+        "2. Построить для дисциплины вектор на основе word2vec\n",
+        "3. Потестировать текстовые представления\n",
+        "\n",
+        "Задач не много, но некоторые затратные по времени.\n",
+        "\n",
+        "Для предобработки можно воспользовать материалами:\n",
+        "- https://colab.research.google.com/drive/1Lxe0_dPxF5_nNC1hnHTRc01rnMmUVCXa?usp=sharing\n",
+        "- https://colab.research.google.com/drive/16EFOsDbaTF2128kkVMqXxx2Xnb7Gr4mW?usp=share_link"
+      ],
+      "metadata": {
+        "id": "Xtyo2G0flBDU"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Предобработка текстовых данных"
+      ],
+      "metadata": {
+        "id": "dIcqmkp4qBjS"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Проведите предобработку для столбца `contents`."
+      ],
+      "metadata": {
+        "id": "AslRQw7oqVX2"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import nltk\n",
+        "from nltk.corpus import stopwords\n",
+        "import re\n",
+        "from pymystem3 import Mystem # для лемматизации\n",
+        "\n",
+        "\n",
+        "nltk.download('stopwords')\n",
+        "nltk.download('punkt')\n",
+        "\n",
+        "\n",
+        "m = Mystem()"
+      ],
+      "metadata": {
+        "id": "MFWaZ9w3kjoP"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# пример результата\n",
+        "df.sample(3, random_state=42)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 324
+        },
+        "id": "Us5Gk5I6pjx3",
+        "outputId": "07fc5dc4-1579-4127-d06c-15d3f38b008e"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "       course_id                       course_title  \\\n",
+              "16112      17498  Создание технологического бизнеса   \n",
+              "2457        3002         Теория электрической связи   \n",
+              "1077        2736   Организация массовых мероприятий   \n",
+              "\n",
+              "                                             description  up_id  \\\n",
+              "16112  Цель курса - предоставить возможность магистра...   7198   \n",
+              "2457   Программа составлена в соответствии с требован...   6989   \n",
+              "1077   Данная дисциплина учит планировать мероприятие...   6875   \n",
+              "\n",
+              "                                                up_title qualification  \\\n",
+              "16112  Информационная безопасность / Information secu...        master   \n",
+              "2457    Программирование в инфокоммуникационных системах      bachelor   \n",
+              "1077             Управление технологическими инновациями      bachelor   \n",
+              "\n",
+              "       start_year                     module_name  \\\n",
+              "16112        2022  Наукоемкое предпринимательство   \n",
+              "2457         2020   Модуль обязательных дисциплин   \n",
+              "1077         2018            Модуль «Soft Skills»   \n",
+              "\n",
+              "                                                contents  \\\n",
+              "16112  Инновационный маркетинг. Корпоративные финансы...   \n",
+              "2457   Математические модели сигналов, помех и канало...   \n",
+              "1077   Особенности организации массовых мероприятий.....   \n",
+              "\n",
+              "                                                  tokens  \n",
+              "16112  [инновационный, маркетинг, корпоративный, фина...  \n",
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+            ],
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+              "      <td>Цель курса - предоставить возможность магистра...</td>\n",
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+              "      <td>Данная дисциплина учит планировать мероприятие...</td>\n",
+              "      <td>6875</td>\n",
+              "      <td>Управление технологическими инновациями</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2018</td>\n",
+              "      <td>Модуль «Soft Skills»</td>\n",
+              "      <td>Особенности организации массовых мероприятий.....</td>\n",
+              "      <td>[особенность, организация, массовый, мероприят...</td>\n",
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+              "    <div class=\"colab-df-buttons\">\n",
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+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2df1cccd-fa2a-4779-99d1-e681673f8ebd')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
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+              "\n",
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+              "      background-color: #E8F0FE;\n",
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+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-2df1cccd-fa2a-4779-99d1-e681673f8ebd button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-2df1cccd-fa2a-4779-99d1-e681673f8ebd');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
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+              "\n",
+              "<div id=\"df-9a62b8c3-82f4-404a-9206-b062c8b8bc32\">\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
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+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
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+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
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+              "      --hover-fill-color: #FFFFFF;\n",
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+              "\n",
+              "  .colab-df-quickchart {\n",
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+              "    width: 32px;\n",
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+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
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+              "    border: 2px solid var(--fill-color);\n",
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+              "    animation:\n",
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+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+              "      border-right-color: var(--fill-color);\n",
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+              "      border-right-color: var(--fill-color);\n",
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+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
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+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-9a62b8c3-82f4-404a-9206-b062c8b8bc32 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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+              "</div>\n",
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\\u043f\\u043e\\u0434\\u0433\\u043e\\u0442\\u043e\\u0432\\u043a\\u0438. \\u0426\\u0435\\u043b\\u044c\\u044e \\u043e\\u0441\\u0432\\u043e\\u0435\\u043d\\u0438\\u044f \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u044b \\u044f\\u0432\\u043b\\u044f\\u0435\\u0442\\u0441\\u044f \\u0434\\u043e\\u0441\\u0442\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u0441\\u043b\\u0435\\u0434\\u0443\\u044e\\u0449\\u0438\\u0445 \\u0440\\u0435\\u0437\\u0443\\u043b\\u044c\\u0442\\u0430\\u0442\\u043e\\u0432 \\u043e\\u0431\\u0443\\u0447\\u0435\\u043d\\u0438\\u044f \\u043f\\u043e \\u0444\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044e \\u043a\\u043e\\u043c\\u043f\\u0435\\u0442\\u0435\\u043d\\u0446\\u0438\\u0439: \\n-\\u041e\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u0432\\u043b\\u0430\\u0434\\u0435\\u0442\\u044c \\u043e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u043c\\u0438 \\u043c\\u0435\\u0442\\u043e\\u0434\\u0430\\u043c\\u0438, \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u0430\\u043c\\u0438 \\u0438 \\u0441\\u0440\\u0435\\u0434\\u0441\\u0442\\u0432\\u0430\\u043c\\u0438 \\u043f\\u043e\\u043b\\u0443\\u0447\\u0435\\u043d\\u0438\\u044f, \\u0445\\u0440\\u0430\\u043d\\u0435\\u043d\\u0438\\u044f, \\u043f\\u0435\\u0440\\u0435\\u0440\\u0430\\u0431\\u043e\\u0442\\u043a\\u0438 \\u0438\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438:\\n -\\u041e\\u041f\\u041a-5: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u0438\\u0441\\u043f\\u043e\\u043b\\u044c\\u0437\\u043e\\u0432\\u0430\\u0442\\u044c \\u043d\\u043e\\u0440\\u043c\\u0430\\u0442\\u0438\\u0432\\u043d\\u0443\\u044e \\u0438 \\u043f\\u0440\\u0430\\u0432\\u043e\\u0432\\u0443\\u044e \\u0434\\u043e\\u043a\\u0443\\u043c\\u0435\\u043d\\u0442\\u0430\\u0446\\u0438\\u044e, \\u0445\\u0430\\u0440\\u0430\\u043a\\u0442\\u0435\\u0440\\u043d\\u0443\\u044e \\u0434\\u043b\\u044f 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\\u0441\\u0442\\u0430\\u043d\\u0434\\u0430\\u0440\\u0442\\u044b, \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u041c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u043e\\u0433\\u043e \\u0441\\u043e\\u044e\\u0437\\u0430 \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u0438):\\n\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u043e\\u0446\\u0435\\u043d\\u0438\\u0432\\u0430\\u0442\\u044c \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0438 \\u0432\\u044b\\u0440\\u0430\\u0431\\u0430\\u0442\\u044b\\u0432\\u0430\\u0442\\u044c \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u043f\\u043e \\u043f\\u043e\\u0441\\u0442\\u0440\\u043e\\u0435\\u043d\\u0438\\u044e \\u0442\\u0435\\u043b\\u0435\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u0438 \\u0441\\u0435\\u0442\\u0435\\u0439, \\u0438\\u0445 \\u044d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442\\u043e\\u0432 \\u0438 \\u0443\\u0441\\u0442\\u0440\\u043e\\u0439\\u0441\\u0442\\u0432.\",\n          \"\\u0414\\u0430\\u043d\\u043d\\u0430\\u044f \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u0443\\u0447\\u0438\\u0442 \\u043f\\u043b\\u0430\\u043d\\u0438\\u0440\\u043e\\u0432\\u0430\\u0442\\u044c \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u0435, \\u0441\\u043e\\u0437\\u0434\\u0430\\u0432\\u0430\\u0442\\u044c \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e, \\u043f\\u0440\\u0435\\u0434\\u0443\\u0441\\u043c\\u0430\\u0442\\u0440\\u0438\\u0432\\u0430\\u0442\\u044c \\u0440\\u0438\\u0441\\u043a\\u0438 \\u0438 \\u043c\\u0435\\u0442\\u043e\\u0434\\u044b \\u0440\\u0435\\u0430\\u0433\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u0412\\u043e \\u0432\\u0440\\u0435\\u043c\\u044f \\u0437\\u0430\\u043d\\u044f\\u0442\\u0438\\u0439 \\u043e\\u0431\\u0443\\u0447\\u0430\\u044e\\u0449\\u0438\\u0435\\u0441\\u044f \\u0443\\u0437\\u043d\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u0432\\u0438\\u0437\\u0443\\u0430\\u043b\\u044c\\u043d\\u0443\\u044e \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e \\u0438 \\u043c\\u0435\\u0434\\u0430\\u0441\\u043e\\u043f\\u0440\\u043e\\u0432\\u043e\\u0436\\u0434\\u0435\\u043d\\u0438\\u0435 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f. \\u041f\\u043e\\u043b\\u0443\\u0447\\u0430\\u0442 \\u043f\\u0440\\u0430\\u043a\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043d\\u0430\\u0432\\u044b\\u043a\\u0438 \\u043f\\u043e \\u043e\\u0446\\u0435\\u043d\\u043a\\u0435 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438. \\n\\u0417\\u0430\\u043d\\u044f\\u0442\\u0438\\u044f \\u043f\\u0440\\u043e\\u0445\\u043e\\u0434\\u044f\\u0442 \\u0441 \\u0440\\u0430\\u0437\\u043b\\u0438\\u0447\\u043d\\u044b\\u043c\\u0438 \\u043f\\u0440\\u0435\\u043f\\u043e\\u0434\\u0430\\u0432\\u0430\\u0442\\u0435\\u043b\\u044f\\u043c\\u0438 \\u0438\\u0437  setters education \\u0438 evention, \\u043a\\u043e\\u0442\\u043e\\u0440\\u044b\\u0435 \\u043d\\u0430 \\u0441\\u0432\\u043e\\u0435\\u043c \\u043e\\u043f\\u044b\\u0442\\u0435 \\u0440\\u0430\\u0441\\u0441\\u043a\\u0430\\u0437\\u044b\\u0432\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u043e\\u0436\\u0438\\u0434\\u0430\\u043d\\u0438\\u044f \\u0438 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u043e\\u0441\\u0442\\u044c \\u0440\\u043e\\u043b\\u0438 \\\"\\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0430\\u0442\\u043e\\u0440\\u0430\\\". \\n\\u0414\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u043f\\u043e\\u0434\\u0445\\u043e\\u0434\\u0438\\u0442\\u044c \\u0434\\u043b\\u044f \\u0442\\u0435\\u0445, \\u043a\\u0442\\u043e \\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0443\\u0435\\u0442 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f \\u0432 \\u0443\\u043d\\u0438\\u0432\\u0435\\u0440\\u0441\\u0438\\u0442\\u0435\\u0442\\u0435 \\u0438 \\u0437\\u0430 \\u0435\\u0433\\u043e \\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0430\\u043c\\u0438.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 163,\n        \"min\": 6875,\n        \"max\": 7198,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          7198,\n          6989,\n          6875\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u0430\\u044f \\u0431\\u0435\\u0437\\u043e\\u043f\\u0430\\u0441\\u043d\\u043e\\u0441\\u0442\\u044c / Information security\",\n          \"\\u041f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0432 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0445\",\n          \"\\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u043c\\u0438 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u044f\\u043c\\u0438\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"qualification\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"bachelor\",\n          \"master\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"start_year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 2018,\n        \"max\": 2022,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          2022,\n          2020\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"module_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u041d\\u0430\\u0443\\u043a\\u043e\\u0435\\u043c\\u043a\\u043e\\u0435 \\u043f\\u0440\\u0435\\u0434\\u043f\\u0440\\u0438\\u043d\\u0438\\u043c\\u0430\\u0442\\u0435\\u043b\\u044c\\u0441\\u0442\\u0432\\u043e\",\n          \"\\u041c\\u043e\\u0434\\u0443\\u043b\\u044c \\u043e\\u0431\\u044f\\u0437\\u0430\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"contents\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0439 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433. \\u041a\\u043e\\u0440\\u043f\\u043e\\u0440\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u044b. 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\\u041f\\u043e\\u043c\\u0435\\u0445\\u043e\\u0443\\u0441\\u0442\\u043e\\u0439\\u0447\\u0438\\u0432\\u043e\\u0441\\u0442\\u044c. \\u0421\\u043a\\u0440\\u044b\\u0442\\u043d\\u043e\\u0441\\u0442\\u044c.. \\u041f\\u043e\\u043c\\u0435\\u0445\\u043e\\u0443\\u0441\\u0442\\u043e\\u0439\\u0447\\u0438\\u0432\\u043e\\u0435 (\\u043a\\u043e\\u0440\\u0440\\u0435\\u043a\\u0442\\u0438\\u0440\\u0443\\u044e\\u0449\\u0435\\u0435) \\u043a\\u043e\\u0434\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435.  \\u0413\\u0440\\u0443\\u043f\\u043f\\u043e\\u0432\\u044b\\u0435 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043b\\u0438\\u043d\\u0435\\u0439\\u043d\\u044b\\u0435 \\u0431\\u043b\\u043e\\u0447\\u043d\\u044b\\u0435 \\u043a\\u043e\\u0434\\u044b. \\u041f\\u0440\\u0435\\u043e\\u0431\\u0440\\u0430\\u0437\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0447\\u0430\\u0441\\u0442\\u043e\\u0442\\u044b. 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+            }
+          },
+          "metadata": {},
+          "execution_count": 20
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Проведите предобработку для столбца `description`."
+      ],
+      "metadata": {
+        "id": "P0evNDa4qdf8"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# обработка содержания"
+      ],
+      "metadata": {
+        "id": "HER-PBT8prKB"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# пример результата\n",
+        "df.sample(3, random_state=42)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 324
+        },
+        "id": "8YOO0h_Cp0oy",
+        "outputId": "a8028c39-0d8a-4c52-e6c0-0ebc73f613cc"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "       course_id                       course_title  \\\n",
+              "16112      17498  Создание технологического бизнеса   \n",
+              "2457        3002         Теория электрической связи   \n",
+              "1077        2736   Организация массовых мероприятий   \n",
+              "\n",
+              "                                             description  up_id  \\\n",
+              "16112  Цель курса - предоставить возможность магистра...   7198   \n",
+              "2457   Программа составлена в соответствии с требован...   6989   \n",
+              "1077   Данная дисциплина учит планировать мероприятие...   6875   \n",
+              "\n",
+              "                                                up_title qualification  \\\n",
+              "16112  Информационная безопасность / Information secu...        master   \n",
+              "2457    Программирование в инфокоммуникационных системах      bachelor   \n",
+              "1077             Управление технологическими инновациями      bachelor   \n",
+              "\n",
+              "       start_year                     module_name  \\\n",
+              "16112        2022  Наукоемкое предпринимательство   \n",
+              "2457         2020   Модуль обязательных дисциплин   \n",
+              "1077         2018            Модуль «Soft Skills»   \n",
+              "\n",
+              "                                                contents  \\\n",
+              "16112  Инновационный маркетинг. Корпоративные финансы...   \n",
+              "2457   Математические модели сигналов, помех и канало...   \n",
+              "1077   Особенности организации массовых мероприятий.....   \n",
+              "\n",
+              "                                                  tokens  \\\n",
+              "16112  [инновационный, маркетинг, корпоративный, фина...   \n",
+              "2457   [математический, модель, сигнал, помеха, канал...   \n",
+              "1077   [особенность, организация, массовый, мероприят...   \n",
+              "\n",
+              "                                                 tokensD  \n",
+              "16112  [цель, курс, -, предоставлять, возможность, ма...  \n",
+              "2457   [программа, составлять, соответствие, требован...  \n",
+              "1077   [данный, дисциплина, учить, планировать, мероп...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-8f9a0999-a108-4b5f-be1d-5bbf8e1a3470\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>course_id</th>\n",
+              "      <th>course_title</th>\n",
+              "      <th>description</th>\n",
+              "      <th>up_id</th>\n",
+              "      <th>up_title</th>\n",
+              "      <th>qualification</th>\n",
+              "      <th>start_year</th>\n",
+              "      <th>module_name</th>\n",
+              "      <th>contents</th>\n",
+              "      <th>tokens</th>\n",
+              "      <th>tokensD</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>16112</th>\n",
+              "      <td>17498</td>\n",
+              "      <td>Создание технологического бизнеса</td>\n",
+              "      <td>Цель курса - предоставить возможность магистра...</td>\n",
+              "      <td>7198</td>\n",
+              "      <td>Информационная безопасность / Information secu...</td>\n",
+              "      <td>master</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>Наукоемкое предпринимательство</td>\n",
+              "      <td>Инновационный маркетинг. Корпоративные финансы...</td>\n",
+              "      <td>[инновационный, маркетинг, корпоративный, фина...</td>\n",
+              "      <td>[цель, курс, -, предоставлять, возможность, ма...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2457</th>\n",
+              "      <td>3002</td>\n",
+              "      <td>Теория электрической связи</td>\n",
+              "      <td>Программа составлена в соответствии с требован...</td>\n",
+              "      <td>6989</td>\n",
+              "      <td>Программирование в инфокоммуникационных системах</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2020</td>\n",
+              "      <td>Модуль обязательных дисциплин</td>\n",
+              "      <td>Математические модели сигналов, помех и канало...</td>\n",
+              "      <td>[математический, модель, сигнал, помеха, канал...</td>\n",
+              "      <td>[программа, составлять, соответствие, требован...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1077</th>\n",
+              "      <td>2736</td>\n",
+              "      <td>Организация массовых мероприятий</td>\n",
+              "      <td>Данная дисциплина учит планировать мероприятие...</td>\n",
+              "      <td>6875</td>\n",
+              "      <td>Управление технологическими инновациями</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2018</td>\n",
+              "      <td>Модуль «Soft Skills»</td>\n",
+              "      <td>Особенности организации массовых мероприятий.....</td>\n",
+              "      <td>[особенность, организация, массовый, мероприят...</td>\n",
+              "      <td>[данный, дисциплина, учить, планировать, мероп...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8f9a0999-a108-4b5f-be1d-5bbf8e1a3470')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-8f9a0999-a108-4b5f-be1d-5bbf8e1a3470 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-8f9a0999-a108-4b5f-be1d-5bbf8e1a3470');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-13b355d4-823a-47a2-b485-5969299d15a8\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-13b355d4-823a-47a2-b485-5969299d15a8')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-13b355d4-823a-47a2-b485-5969299d15a8 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \"course_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8447,\n        \"min\": 2736,\n        \"max\": 17498,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          17498,\n          3002,\n          2736\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"course_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0421\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0435 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0433\\u043e \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441\\u0430\",\n          \"\\u0422\\u0435\\u043e\\u0440\\u0438\\u044f \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0439 \\u0441\\u0432\\u044f\\u0437\\u0438\",\n          \"\\u041e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f \\u043c\\u0430\\u0441\\u0441\\u043e\\u0432\\u044b\\u0445 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u0439\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"description\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0426\\u0435\\u043b\\u044c \\u043a\\u0443\\u0440\\u0441\\u0430 - \\u043f\\u0440\\u0435\\u0434\\u043e\\u0441\\u0442\\u0430\\u0432\\u0438\\u0442\\u044c \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u044c \\u043c\\u0430\\u0433\\u0438\\u0441\\u0442\\u0440\\u0430\\u043d\\u0442\\u0430\\u043c \\u0443\\u043d\\u0438\\u0432\\u0435\\u0440\\u0441\\u0438\\u0442\\u0435\\u0442\\u0430 \\u043f\\u043e\\u043f\\u0440\\u043e\\u0431\\u043e\\u0432\\u0430\\u0442\\u044c \\u0441\\u0435\\u0431\\u044f \\u0432 \\u0440\\u043e\\u043b\\u0438 \\u043f\\u0440\\u0435\\u0434\\u043f\\u0440\\u0438\\u043d\\u0438\\u043c\\u0430\\u0442\\u0435\\u043b\\u044f, \\u0441\\u043e\\u0437\\u0434\\u0430\\u0442\\u044c \\u0438 \\u0440\\u0430\\u0437\\u0432\\u0438\\u0442\\u044c \\u043c\\u0435\\u0436\\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430\\u0440\\u043d\\u044b\\u0439 \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441-\\u043f\\u0440\\u043e\\u0435\\u043a\\u0442 \\u043d\\u0430 \\u043f\\u0435\\u0440\\u0435\\u0434\\u043d\\u0435\\u043c \\u043a\\u0440\\u0430\\u0435 \\u043d\\u0430\\u0443\\u043a\\u0438, \\u043a\\u043e\\u0442\\u043e\\u0440\\u044b\\u0439 \\u0441\\u043b\\u043e\\u0436\\u043d\\u043e \\u0441\\u043e\\u0437\\u0434\\u0430\\u0442\\u044c \\u0438 \\u0440\\u0430\\u0437\\u0432\\u0438\\u0442\\u044c \\u0431\\u0435\\u0437 \\u043f\\u043e\\u0434\\u0434\\u0435\\u0440\\u0436\\u043a\\u0438 \\u0443\\u043d\\u0438\\u0432\\u0435\\u0440\\u0441\\u0438\\u0442\\u0435\\u0442\\u0430. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u043c\\u0438 \\u0437\\u0430\\u0434\\u0430\\u0447\\u0430\\u043c\\u0438 \\u043a\\u0443\\u0440\\u0441\\u0430 \\u044f\\u0432\\u043b\\u044f\\u044e\\u0442\\u0441\\u044f \\u0438\\u0437\\u0443\\u0447\\u0435\\u043d\\u0438\\u0435 \\u043e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0435\\u0439 \\u0440\\u0430\\u0437\\u0440\\u0430\\u0431\\u043e\\u0442\\u043a\\u0438 \\u0432\\u044b\\u0441\\u043e\\u043a\\u043e\\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u043d\\u043e\\u0433\\u043e \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0430 \\u0438 \\u043e\\u0446\\u0435\\u043d\\u043a\\u0430 \\u0433\\u043e\\u0442\\u043e\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0435\\u0433\\u043e \\u043a \\u043a\\u043e\\u043c\\u043c\\u0435\\u0440\\u0446\\u0438\\u0430\\u043b\\u0438\\u0437\\u0430\\u0446\\u0438\\u0438 \\u0432 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u043e\\u043c \\u0441\\u0435\\u043a\\u0442\\u043e\\u0440\\u0435 \\u044d\\u043a\\u043e\\u043d\\u043e\\u043c\\u0438\\u043a\\u0438.\",\n          \"\\u041f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u0430 \\u0441\\u043e\\u0441\\u0442\\u0430\\u0432\\u043b\\u0435\\u043d\\u0430 \\u0432 \\u0441\\u043e\\u043e\\u0442\\u0432\\u0435\\u0442\\u0441\\u0442\\u0432\\u0438\\u0438 \\u0441 \\u0442\\u0440\\u0435\\u0431\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f\\u043c\\u0438 \\u043e\\u0431\\u0440\\u0430\\u0437\\u043e\\u0432\\u0430\\u0442\\u0435\\u043b\\u044c\\u043d\\u043e\\u0433\\u043e \\u0441\\u0442\\u0430\\u043d\\u0434\\u0430\\u0440\\u0442\\u0430 \\u043f\\u043e \\u0434\\u0430\\u043d\\u043d\\u043e\\u043c\\u0443 \\u043d\\u0430\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u044e \\u043f\\u043e\\u0434\\u0433\\u043e\\u0442\\u043e\\u0432\\u043a\\u0438. \\u0426\\u0435\\u043b\\u044c\\u044e \\u043e\\u0441\\u0432\\u043e\\u0435\\u043d\\u0438\\u044f \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u044b \\u044f\\u0432\\u043b\\u044f\\u0435\\u0442\\u0441\\u044f \\u0434\\u043e\\u0441\\u0442\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u0441\\u043b\\u0435\\u0434\\u0443\\u044e\\u0449\\u0438\\u0445 \\u0440\\u0435\\u0437\\u0443\\u043b\\u044c\\u0442\\u0430\\u0442\\u043e\\u0432 \\u043e\\u0431\\u0443\\u0447\\u0435\\u043d\\u0438\\u044f \\u043f\\u043e \\u0444\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044e \\u043a\\u043e\\u043c\\u043f\\u0435\\u0442\\u0435\\u043d\\u0446\\u0438\\u0439: \\n-\\u041e\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u0432\\u043b\\u0430\\u0434\\u0435\\u0442\\u044c \\u043e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u043c\\u0438 \\u043c\\u0435\\u0442\\u043e\\u0434\\u0430\\u043c\\u0438, \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u0430\\u043c\\u0438 \\u0438 \\u0441\\u0440\\u0435\\u0434\\u0441\\u0442\\u0432\\u0430\\u043c\\u0438 \\u043f\\u043e\\u043b\\u0443\\u0447\\u0435\\u043d\\u0438\\u044f, \\u0445\\u0440\\u0430\\u043d\\u0435\\u043d\\u0438\\u044f, \\u043f\\u0435\\u0440\\u0435\\u0440\\u0430\\u0431\\u043e\\u0442\\u043a\\u0438 \\u0438\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438:\\n -\\u041e\\u041f\\u041a-5: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u0438\\u0441\\u043f\\u043e\\u043b\\u044c\\u0437\\u043e\\u0432\\u0430\\u0442\\u044c \\u043d\\u043e\\u0440\\u043c\\u0430\\u0442\\u0438\\u0432\\u043d\\u0443\\u044e \\u0438 \\u043f\\u0440\\u0430\\u0432\\u043e\\u0432\\u0443\\u044e \\u0434\\u043e\\u043a\\u0443\\u043c\\u0435\\u043d\\u0442\\u0430\\u0446\\u0438\\u044e, \\u0445\\u0430\\u0440\\u0430\\u043a\\u0442\\u0435\\u0440\\u043d\\u0443\\u044e \\u0434\\u043b\\u044f \\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u0438 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0439 \\u0438 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u0441\\u0432\\u044f\\u0437\\u0438 (\\u043d\\u043e\\u0440\\u043c\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u043f\\u0440\\u0430\\u0432\\u043e\\u0432\\u044b\\u0435 \\u0430\\u043a\\u0442\\u044b \\u0420\\u043e\\u0441\\u0441\\u0438\\u0439\\u0441\\u043a\\u043e\\u0439 \\u0424\\u0435\\u0434\\u0435\\u0440\\u0430\\u0446\\u0438\\u0438, \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0440\\u0435\\u0433\\u043b\\u0430\\u043c\\u0435\\u043d\\u0442\\u044b, \\u043c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u044b\\u0435 \\u0438 \\u043d\\u0430\\u0446\\u0438\\u043e\\u043d\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435 \\u0441\\u0442\\u0430\\u043d\\u0434\\u0430\\u0440\\u0442\\u044b, \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u041c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u043e\\u0433\\u043e \\u0441\\u043e\\u044e\\u0437\\u0430 \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u0438):\\n\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u043e\\u0446\\u0435\\u043d\\u0438\\u0432\\u0430\\u0442\\u044c \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0438 \\u0432\\u044b\\u0440\\u0430\\u0431\\u0430\\u0442\\u044b\\u0432\\u0430\\u0442\\u044c \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u043f\\u043e \\u043f\\u043e\\u0441\\u0442\\u0440\\u043e\\u0435\\u043d\\u0438\\u044e \\u0442\\u0435\\u043b\\u0435\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u0438 \\u0441\\u0435\\u0442\\u0435\\u0439, \\u0438\\u0445 \\u044d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442\\u043e\\u0432 \\u0438 \\u0443\\u0441\\u0442\\u0440\\u043e\\u0439\\u0441\\u0442\\u0432.\",\n          \"\\u0414\\u0430\\u043d\\u043d\\u0430\\u044f \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u0443\\u0447\\u0438\\u0442 \\u043f\\u043b\\u0430\\u043d\\u0438\\u0440\\u043e\\u0432\\u0430\\u0442\\u044c \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u0435, \\u0441\\u043e\\u0437\\u0434\\u0430\\u0432\\u0430\\u0442\\u044c \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e, \\u043f\\u0440\\u0435\\u0434\\u0443\\u0441\\u043c\\u0430\\u0442\\u0440\\u0438\\u0432\\u0430\\u0442\\u044c \\u0440\\u0438\\u0441\\u043a\\u0438 \\u0438 \\u043c\\u0435\\u0442\\u043e\\u0434\\u044b \\u0440\\u0435\\u0430\\u0433\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u0412\\u043e \\u0432\\u0440\\u0435\\u043c\\u044f \\u0437\\u0430\\u043d\\u044f\\u0442\\u0438\\u0439 \\u043e\\u0431\\u0443\\u0447\\u0430\\u044e\\u0449\\u0438\\u0435\\u0441\\u044f \\u0443\\u0437\\u043d\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u0432\\u0438\\u0437\\u0443\\u0430\\u043b\\u044c\\u043d\\u0443\\u044e \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e \\u0438 \\u043c\\u0435\\u0434\\u0430\\u0441\\u043e\\u043f\\u0440\\u043e\\u0432\\u043e\\u0436\\u0434\\u0435\\u043d\\u0438\\u0435 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f. \\u041f\\u043e\\u043b\\u0443\\u0447\\u0430\\u0442 \\u043f\\u0440\\u0430\\u043a\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043d\\u0430\\u0432\\u044b\\u043a\\u0438 \\u043f\\u043e \\u043e\\u0446\\u0435\\u043d\\u043a\\u0435 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438. \\n\\u0417\\u0430\\u043d\\u044f\\u0442\\u0438\\u044f \\u043f\\u0440\\u043e\\u0445\\u043e\\u0434\\u044f\\u0442 \\u0441 \\u0440\\u0430\\u0437\\u043b\\u0438\\u0447\\u043d\\u044b\\u043c\\u0438 \\u043f\\u0440\\u0435\\u043f\\u043e\\u0434\\u0430\\u0432\\u0430\\u0442\\u0435\\u043b\\u044f\\u043c\\u0438 \\u0438\\u0437  setters education \\u0438 evention, \\u043a\\u043e\\u0442\\u043e\\u0440\\u044b\\u0435 \\u043d\\u0430 \\u0441\\u0432\\u043e\\u0435\\u043c \\u043e\\u043f\\u044b\\u0442\\u0435 \\u0440\\u0430\\u0441\\u0441\\u043a\\u0430\\u0437\\u044b\\u0432\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u043e\\u0436\\u0438\\u0434\\u0430\\u043d\\u0438\\u044f \\u0438 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u043e\\u0441\\u0442\\u044c \\u0440\\u043e\\u043b\\u0438 \\\"\\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0430\\u0442\\u043e\\u0440\\u0430\\\". \\n\\u0414\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u043f\\u043e\\u0434\\u0445\\u043e\\u0434\\u0438\\u0442\\u044c \\u0434\\u043b\\u044f \\u0442\\u0435\\u0445, \\u043a\\u0442\\u043e \\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0443\\u0435\\u0442 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f \\u0432 \\u0443\\u043d\\u0438\\u0432\\u0435\\u0440\\u0441\\u0438\\u0442\\u0435\\u0442\\u0435 \\u0438 \\u0437\\u0430 \\u0435\\u0433\\u043e \\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0430\\u043c\\u0438.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 163,\n        \"min\": 6875,\n        \"max\": 7198,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          7198,\n          6989,\n          6875\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u0430\\u044f \\u0431\\u0435\\u0437\\u043e\\u043f\\u0430\\u0441\\u043d\\u043e\\u0441\\u0442\\u044c / Information security\",\n          \"\\u041f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0432 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0445\",\n          \"\\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u043c\\u0438 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u044f\\u043c\\u0438\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"qualification\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"bachelor\",\n          \"master\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"start_year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 2018,\n        \"max\": 2022,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          2022,\n          2020\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"module_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u041d\\u0430\\u0443\\u043a\\u043e\\u0435\\u043c\\u043a\\u043e\\u0435 \\u043f\\u0440\\u0435\\u0434\\u043f\\u0440\\u0438\\u043d\\u0438\\u043c\\u0430\\u0442\\u0435\\u043b\\u044c\\u0441\\u0442\\u0432\\u043e\",\n          \"\\u041c\\u043e\\u0434\\u0443\\u043b\\u044c \\u043e\\u0431\\u044f\\u0437\\u0430\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"contents\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0439 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433. \\u041a\\u043e\\u0440\\u043f\\u043e\\u0440\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u044b. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u0438 \\u0432 \\u0441\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0438 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0433\\u043e \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441\\u0430. \\u0420\\u043e\\u043b\\u0438 \\u0432 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0435 \\u0438 \\u0440\\u0430\\u0441\\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0434\\u043e\\u043b\\u0435\\u0439 \\u043c\\u0435\\u0436\\u0434\\u0443 \\u0443\\u0447\\u0430\\u0441\\u0442\\u043d\\u0438\\u043a\\u0430\\u043c\\u0438. \\u0421\\u0442\\u0440\\u0430\\u0442\\u0435\\u0433\\u0438\\u044f \\u0432\\u044b\\u0445\\u043e\\u0434\\u0430. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0438\\u043d\\u0442\\u0435\\u043b\\u043b\\u0435\\u043a\\u0442\\u0443\\u0430\\u043b\\u044c\\u043d\\u043e\\u0439 \\u0441\\u043e\\u0431\\u0441\\u0442\\u0432\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c\\u044e. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u043a\\u0430\\u0447\\u0435\\u0441\\u0442\\u0432\\u043e\\u043c. \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f. \\u041e\\u0431\\u0449\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f \\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u043e\\u0439 \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438. \\u041e\\u0442\\u043b\\u0438\\u0447\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u0439 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f\\u00bb \\u0438 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f\\u00bb. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441-\\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u0430\\u043c\\u0438, \\u0438\\u0445 \\u043e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438, \\u0444\\u043e\\u0440\\u043c\\u0430\\u043b\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f, \\u043e\\u043f\\u0442\\u0438\\u043c\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f \\u0438 \\u043f\\u0440\\u0438\\u043c\\u0435\\u0440\\u044b \\u0433\\u043e\\u0442\\u043e\\u0432\\u044b\\u0445 \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u0439: ERP-\\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430, CRM-\\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430 \\u0438 \\u0442.\\u0434.  \\u0410\\u0432\\u0442\\u043e\\u043c\\u0430\\u0442\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u0418\\u043d\\u0434\\u0443\\u0441\\u0442\\u0440\\u0438\\u044f 4.0.  \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u044b\\u0435 \\u0434\\u0432\\u043e\\u0439\\u043d\\u0438\\u043a\\u0438. \\u0411\\u043b\\u043e\\u043a\\u0447\\u0435\\u0439\\u043d.. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0433\\u043e \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433\\u0430.  \\u041f\\u0440\\u043e\\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u043f\\u0440\\u043e\\u0434\\u0443\\u043a\\u0442\\u0430 \\u043d\\u0430 \\u0440\\u044b\\u043d\\u043a\\u0435. \\u0420\\u044b\\u043d\\u043e\\u043a B2B, B2C, B2G. \\u0421\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0435 \\u043d\\u043e\\u0432\\u043e\\u0433\\u043e \\u0440\\u044b\\u043d\\u043a\\u0430. \\u041e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433\\u0430, \\u0441\\u0432\\u044f\\u0437\\u0430\\u043d\\u043d\\u044b\\u0435 \\u0441 \\u0432\\u044b\\u0441\\u043e\\u043a\\u0438\\u043c\\u0438 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u044f\\u043c\\u0438. \\u0418\\u043d\\u0441\\u0442\\u0440\\u0443\\u043c\\u0435\\u043d\\u0442\\u044b customerdevelopment\\u0438 productdevelopment\\u0432 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0439 \\u0441\\u0444\\u0435\\u0440\\u0435. \\u0420\\u0435\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435 \\u0438\\u043d\\u0441\\u0442\\u0440\\u0443\\u043c\\u0435\\u043d\\u0442\\u044b \\u043f\\u0440\\u043e\\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u044f \\u0442\\u043e\\u0432\\u0430\\u0440\\u0430 \\u043d\\u0430 \\u0441\\u043e\\u0432\\u0440\\u0435\\u043c\\u0435\\u043d\\u043d\\u043e\\u043c \\u0440\\u044b\\u043d\\u043a\\u0435.. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u0444\\u043e\\u0440\\u043c\\u044b \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u043e\\u0432\\u043e\\u0439 \\u043e\\u0442\\u0447\\u0435\\u0442\\u043d\\u043e\\u0441\\u0442\\u0438: \\u0444\\u043e\\u0440\\u043c\\u0430 \\u043e \\u043f\\u0440\\u0438\\u0431\\u044b\\u043b\\u044f\\u0445 \\u0438 \\u0443\\u0431\\u044b\\u0442\\u043a\\u0430\\u0445, \\u0431\\u0430\\u043b\\u0430\\u043d\\u0441\\u0430\\u0445, \\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u0434\\u0435\\u043d\\u0435\\u0436\\u043d\\u044b\\u0445 \\u0441\\u0440\\u0435\\u0434\\u0441\\u0442\\u0432 \\u0438 \\u0442.\\u0434. \\u041e\\u0441\\u043d\\u043e\\u0432\\u044b \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u043e\\u0432\\u043e\\u0433\\u043e \\u043c\\u043e\\u0434\\u0435\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u041e\\u0446\\u0435\\u043d\\u043a\\u0430 \\u0438\\u043d\\u0432\\u0435\\u0441\\u0442\\u0438\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0439 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0430: ARR, DPB, NPV, IRR \\u0438 \\u0442.\\u0434.. \\u041f\\u0435\\u0440\\u0438\\u043e\\u0434 \\u043e\\u043a\\u0443\\u043f\\u0430\\u0435\\u043c\\u043e\\u0441\\u0442\\u0438. \\u0422\\u043e\\u0447\\u043a\\u0430 \\u0431\\u0435\\u0437\\u0443\\u0431\\u044b\\u0442\\u043e\\u0447\\u043d\\u043e\\u0441\\u0442\\u0438.. \\u041e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441-\\u043c\\u043e\\u0434\\u0435\\u043b\\u0435\\u0439 \\u0432 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u0435 \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u041c\\u0430\\u0441\\u0448\\u0442\\u0430\\u0431\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0438 \\u0441\\u0435\\u0440\\u0442\\u0438\\u0444\\u0438\\u043a\\u0430\\u0446\\u0438\\u044f \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u0410\\u0443\\u0434\\u0438\\u0442 \\u043a\\u0430\\u0447\\u0435\\u0441\\u0442\\u0432\\u0430. \\u041f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0435\\u043d\\u043d\\u044b\\u0435 \\u0441\\u0442\\u0430\\u043d\\u0434\\u0430\\u0440\\u0442\\u044b. \\u041f\\u043e\\u0438\\u0441\\u043a \\u043a\\u043e\\u043c\\u043f\\u0440\\u043e\\u043c\\u0438\\u0441\\u0441\\u0430 \\u043c\\u0435\\u0436\\u0434\\u0443 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u044c\\u044e \\u0438 \\u043a\\u0430\\u0447\\u0435\\u0441\\u0442\\u0432\\u043e\\u043c.. \\u041f\\u0430\\u0442\\u0435\\u043d\\u0442\\u044b \\u0438 \\u0438\\u0445 \\u0432\\u0438\\u0434\\u044b. \\u041f\\u0430\\u0442\\u0435\\u043d\\u0442\\u043d\\u044b\\u0439 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442. \\u041f\\u0430\\u0442\\u0435\\u043d\\u0442 \\u043d\\u0430 \\u043f\\u043e\\u043b\\u0435\\u0437\\u043d\\u0443\\u044e \\u043c\\u043e\\u0434\\u0435\\u043b\\u044c. \\u041d\\u043e\\u0443-\\u0445\\u0430\\u0443. \\u0422\\u043e\\u0432\\u0430\\u0440\\u043d\\u044b\\u0439 \\u0437\\u043d\\u0430\\u043a. \\u0410\\u0432\\u0442\\u043e\\u0440\\u0441\\u043a\\u043e\\u0435 \\u043f\\u0440\\u0430\\u0432\\u043e. \\u041e\\u0431\\u0449\\u0438\\u0435 \\u044e\\u0440\\u0438\\u0434\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0430\\u0441\\u043f\\u0435\\u043a\\u0442\\u044b \\u0443\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u044f \\u0438\\u043d\\u0442\\u0435\\u043b\\u043b\\u0435\\u043a\\u0442\\u0443\\u0430\\u043b\\u044c\\u043d\\u043e\\u0439 \\u0441\\u043e\\u0431\\u0441\\u0442\\u0432\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c\\u044e: \\u0441\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0435 \\u043a\\u043e\\u043c\\u043f\\u0430\\u043d\\u0438\\u0438, \\u0435\\u0435 \\u0440\\u0435\\u0433\\u0438\\u0441\\u0442\\u0440\\u0430\\u0446\\u0438\\u044f,  \\u0440\\u0430\\u0441\\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0434\\u043e\\u043b\\u0435\\u0439, 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\\u0445\\u0430\\u0440\\u0430\\u043a\\u0442\\u0435\\u0440\\u0438\\u0441\\u0442\\u0438\\u043a. \\u041f\\u0430\\u0440\\u0430\\u043c\\u0435\\u0442\\u0440\\u044b \\u043f\\u043e\\u043b\\u0435\\u0437\\u043d\\u043e\\u0433\\u043e \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u0430. \\u0412\\u0438\\u0434 \\u043c\\u043e\\u0434\\u0443\\u043b\\u044f\\u0446\\u0438\\u0438 \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432. \\u041a\\u043b\\u0430\\u0441\\u0441 \\u0438\\u0437\\u043b\\u0443\\u0447\\u0435\\u043d\\u0438\\u044f. \\u042d\\u043d\\u0435\\u0440\\u0433\\u0435\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0445\\u0430\\u0440\\u0430\\u043a\\u0442\\u0435\\u0440\\u0438\\u0441\\u0442\\u0438\\u043a\\u0438 \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u0430. \\u041f\\u043e\\u043c\\u0435\\u0445\\u043e\\u0437\\u0430\\u0449\\u0438\\u0449\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c. \\u041f\\u043e\\u043c\\u0435\\u0445\\u043e\\u0443\\u0441\\u0442\\u043e\\u0439\\u0447\\u0438\\u0432\\u043e\\u0441\\u0442\\u044c. \\u0421\\u043a\\u0440\\u044b\\u0442\\u043d\\u043e\\u0441\\u0442\\u044c.. \\u041f\\u043e\\u043c\\u0435\\u0445\\u043e\\u0443\\u0441\\u0442\\u043e\\u0439\\u0447\\u0438\\u0432\\u043e\\u0435 (\\u043a\\u043e\\u0440\\u0440\\u0435\\u043a\\u0442\\u0438\\u0440\\u0443\\u044e\\u0449\\u0435\\u0435) \\u043a\\u043e\\u0434\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435.  \\u0413\\u0440\\u0443\\u043f\\u043f\\u043e\\u0432\\u044b\\u0435 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043b\\u0438\\u043d\\u0435\\u0439\\u043d\\u044b\\u0435 \\u0431\\u043b\\u043e\\u0447\\u043d\\u044b\\u0435 \\u043a\\u043e\\u0434\\u044b. \\u041f\\u0440\\u0435\\u043e\\u0431\\u0440\\u0430\\u0437\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0447\\u0430\\u0441\\u0442\\u043e\\u0442\\u044b. \\u0421\\u0438\\u0433\\u043d\\u0430\\u043b\\u044b \\u0441 \\u0444\\u0430\\u0437\\u043e\\u0432\\u043e\\u0439 \\u043c\\u043e\\u0434\\u0443\\u043b\\u044f\\u0446\\u0438\\u0435\\u0439 \\u0433\\u0430\\u0440\\u043c\\u043e\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0433\\u043e \\u043d\\u0435\\u0441\\u0443\\u0449\\u0435\\u0433\\u043e  \\u043a\\u043e\\u043b\\u0435\\u0431\\u0430\\u043d\\u0438\\u044f. \\u0424\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0410\\u041c \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432. \\u0424\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u043c\\u0430\\u043d\\u0438\\u043f\\u0443\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u043d\\u044b\\u0445 \\u0438 \\u0438\\u043c\\u043f\\u0443\\u043b\\u044c\\u0441\\u043d\\u043e-\\u043c\\u043e\\u0434\\u0443\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432. \\u0424\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0447\\u0430\\u0441\\u0442\\u043e\\u0442\\u043d\\u043e- \\u0438 \\u0444\\u0430\\u0437\\u043e- \\u043c\\u043e\\u0434\\u0443\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u043d\\u044b\\u0445  \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432. \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u043e\\u0431\\u0440\\u0430\\u0431\\u043e\\u0442\\u043a\\u0430 \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432 \\u0432 \\u0447\\u0430\\u0441\\u0442\\u043e\\u0442\\u043d\\u043e\\u0439 \\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u0438. \\u0427\\u0430\\u0441\\u0442\\u043e\\u0442\\u043d\\u043e-\\u043c\\u043e\\u0434\\u0443\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u043d\\u044b\\u0435 \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u044b. \\u042d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u044c. \\u042d\\u0442\\u0430\\u043f\\u044b \\u0440\\u0430\\u0437\\u0432\\u0438\\u0442\\u0438\\u044f \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u0438. \\u0421\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430 \\u043f\\u0435\\u0440\\u0435\\u0434\\u0430\\u0447\\u0438 \\u0438\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438. \\u041a\\u0430\\u043d\\u0430\\u043b \\u0441\\u0432\\u044f\\u0437\\u0438. \\u041c\\u043e\\u0434\\u0443\\u043b\\u044f\\u0442\\u043e\\u0440. \\u0414\\u0435\\u043c\\u043e\\u0434\\u0443\\u043b\\u044f\\u0442\\u043e\\u0440. \\u041f\\u0440\\u043e\\u043f\\u0443\\u0441\\u043a\\u043d\\u0430\\u044f \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c.. \\u042d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0435 \\u0441\\u0442\\u0430\\u0442\\u0438\\u0441\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0435 \\u043a\\u043e\\u0434\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0438\\u0441\\u0442\\u043e\\u0447\\u043d\\u0438\\u043a\\u043e\\u0432  \\u0434\\u0438\\u0441\\u043a\\u0440\\u0435\\u0442\\u043d\\u044b\\u0445 \\u0441\\u043e\\u043e\\u0431\\u0449\\u0435\\u043d\\u0438\\u0439. \\u041a\\u043e\\u0434 \\u0425\\u0430\\u0444\\u0444\\u043c\\u0430\\u043d\\u0430\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tokens\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tokensD\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 22
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Данные минимально предобработаны. Можно переходить к векторизации. Рассмотрим два подхода:\n",
+        "- Word2Vec, обученный на предобработанных данных\n",
+        "- Tiny BERT – предобученная мини-версия мультиязычного BERT"
+      ],
+      "metadata": {
+        "id": "GmpdQdkLlMi_"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Кратко про языковые модели"
+      ],
+      "metadata": {
+        "id": "HBYPs_iwXAUb"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Вне зависомости от того, большая модель или нет, данные, на которых она обучается и тестируется проходят одинаковые этапы предобработки.\n",
+        "\n",
+        "Перед тем как начать обучение модели, необходимо подготовить текстовые данные. Этот процесс включает несколько этапов:\n",
+        "\n",
+        "-\t**Сбор данных.**\n",
+        "\n",
+        "Модель обучается на большом корпусе текстов, который может включать книги, статьи, блоги, форумы и другие источники. Чем больше и разнообразнее данные, тем лучше модель сможет понять и воспроизвести язык.\n",
+        "-\t**Токенизация.**\n",
+        "\n",
+        "Процесс разбиения текста на отдельные элементы, называемые токенами. Токены могут представлять собой слова, части слов или даже отдельные символы. Например, фраза «Как дела?» может быть токенизирована как [«Как», «дела», «?»].\n",
+        "-\t**Создание словарей.**\n",
+        "\n",
+        "После токенизации формируется словарь, который сопоставляет с каждым токеном уникальный идентификатор. Этот словарь необходим для перевода текстовых данных в числовую форму, понятную модели.\n",
+        "-\t**Преобразование текста в числовые векторы.**\n",
+        "\n",
+        "Токены преобразуются в числовые векторы, которые будут использоваться в качестве входных данных для нейронной сети. Эти векторы могут быть статическими, как в Word2Vec, или динамическими, как в трансформерах.\n",
+        "\n",
+        "---\n",
+        "Обучение языковой модели заключается в настройке её параметров на основе текстовых данных, чтобы она могла предсказывать следующее слово или генерировать осмысленные фразы.\n",
+        "\n",
+        "-\t**Forward propagation (прямой проход).**\n",
+        "\n",
+        "На этом этапе данные проходят через слои нейронной сети, где каждое слово представляется в виде вектора. Эти векторы затем преобразуются в промежуточные состояния, которые несут информацию о контексте текста.\n",
+        "-\t**Механизм внимания.**\n",
+        "\n",
+        "В современных моделях, таких как трансформеры, используется механизм внимания, который позволяет модели выделять наиболее важные части текста, на которых нужно сосредоточиться при генерации или предсказании.\n",
+        "-\t**Обратное распространение ошибки (Backpropagation).**\n",
+        "\n",
+        "После того как модель сделала предсказание, она сравнивает его с реальными данными и вычисляет ошибку. Затем эта ошибка используется для корректировки параметров модели, чтобы улучшить точность предсказаний в будущем.\n",
+        "-\t**Обучение на основе батчей.**\n",
+        "\n",
+        "Данные разбиваются на небольшие группы — батчи, которые подаются модели для обучения. Этот метод позволяет эффективно использовать вычислительные ресурсы и ускорять процесс обучения."
+      ],
+      "metadata": {
+        "id": "z1WjOiUWXEhM"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Трансформеры\n",
+        "Современные языковые модели в большинстве основаны на архитектуре трансформеров, предложенной в 2017 году. Трансформеры решают многие проблемы, присущие RNN, и становятся доминирующим подходом в NLP.\n",
+        "\n",
+        "-\t**BERT (Bidirectional Encoder Representations from Transformers).**\n",
+        "\n",
+        "Модель BERT использует двунаправленное обучение, что позволяет ей понимать контекст слова как слева, так и справа от него. Это делает BERT особенно мощным инструментом для задач, связанных с пониманием текста, таких как вопросо-ответные системы и анализ тональности.\n",
+        "-\t**GPT (Generative Pre-Trained Transformer).**\n",
+        "\n",
+        "Модель GPT, напротив, использует однонаправленное обучение, предсказывая следующее слово только на основе предыдущих слов. Эта модель, особенно в версиях GPT-2 и GPT-3, стала чрезвычайно популярной для генерации текста благодаря своей способности создавать связные и осмысленные сообщения, которые трудно отличить от текстов, написанных человеком."
+      ],
+      "metadata": {
+        "id": "ZQfaxr4BYA09"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Векторизация word2vec"
+      ],
+      "metadata": {
+        "id": "51ucqaP7qpL6"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from gensim.models import Word2Vec\n",
+        "import gensim"
+      ],
+      "metadata": {
+        "id": "yzD2Y2fHqyt2"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# обучим на своих данных модель word2vec\n",
+        "# min_count – минимальная частота слова в корпусе\n",
+        "# vector_size – размер вектора для слова\n",
+        "# workers – количество потоков\n",
+        "# window – окно контекста, в которое попадает слово\n",
+        "\n",
+        "w2v_model = Word2Vec(\"ваши данные в формате списка списков токенов\", min_count=1, vector_size=300, workers=2, window=10)"
+      ],
+      "metadata": {
+        "id": "6oQuDr6Bq1XB"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "w2v_model_path = \"w2v.bin\" # будет удобно сохранить модель, если выполняете лабу не за один вечер\n",
+        "w2v_model.save(w2v_model_path)"
+      ],
+      "metadata": {
+        "id": "-cAq3FoSrY3-"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# загрузка сохраненной модели\n",
+        "w2v_model = gensim.models.Word2Vec.load(w2v_model_path)"
+      ],
+      "metadata": {
+        "id": "Fn2KEsktK64s"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# так выглядит один вектор\n",
+        "print(w2v_model.wv.get_vector(\"обучение\").shape)  # размер вектора\n",
+        "w2v_model.wv.get_vector(\"обучение\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "VfNxlY0Jraq8",
+        "outputId": "d074df62-4dc3-47b8-c4e7-444dc8696f04"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(300,)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([ 1.0956907e+00,  1.4233451e+00, -3.6250832e+00,  7.7131558e-03,\n",
+              "       -9.0657723e-01,  1.9586326e-01,  1.5344505e+00, -4.6481729e+00,\n",
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+              "       -2.3857351e-01,  1.4552513e+00, -1.3647692e+00,  2.7503006e+00,\n",
+              "       -3.5059564e+00,  5.1303893e-01,  1.4941009e+00,  3.1286108e+00,\n",
+              "       -2.6847348e+00, -1.1375122e+00, -3.0803838e-01, -1.8903989e+00,\n",
+              "        1.3237225e+00,  2.0954155e-03,  8.6177850e-01,  9.2225140e-01,\n",
+              "       -2.0853949e+00,  1.8333832e+00, -7.4237877e-01, -5.4098201e-01,\n",
+              "       -2.6860518e+00,  7.9029888e-01,  9.0864265e-01, -3.5428882e-01,\n",
+              "        1.5938795e+00,  4.7800976e-01,  1.9034328e-01,  1.2344238e+00],\n",
+              "      dtype=float32)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 30
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# слова, максимально близкие к \"машинному обучению\"\n",
+        "w2v_model.wv.most_similar([\"обучение\", \"машинный\"])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "eTxzlxA-rdT1",
+        "outputId": "ea7c3add-f03c-4a41-8d50-08fb15df4871"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "[('дикторский', 0.5493224859237671),\n",
+              " ('подкрепление', 0.5253544449806213),\n",
+              " ('нейросеть', 0.5114834904670715),\n",
+              " ('учитель', 0.5069007277488708),\n",
+              " ('аномалия', 0.5064149498939514),\n",
+              " ('семантический', 0.5037545561790466),\n",
+              " ('--', 0.4904346168041229),\n",
+              " ('crisp-dm', 0.489619642496109),\n",
+              " ('байесовский', 0.4880848526954651),\n",
+              " ('сигмоидальный', 0.4741494655609131)]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 31
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# слова, максимально близкие к \"анализу данных\"\n",
+        "w2v_model.wv.most_similar([\"анализ\", \"данные\"])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "ndTfiap1rfhR",
+        "outputId": "c9e0f745-0db7-4bce-eacb-5e0ed645fb96"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "[('статистика', 0.5160747170448303),\n",
+              " ('панель', 0.4314064085483551),\n",
+              " ('модальность', 0.424674391746521),\n",
+              " ('семантический', 0.4163769483566284),\n",
+              " ('вьювер', 0.40764570236206055),\n",
+              " ('субд', 0.40717607736587524),\n",
+              " ('аудиоряд', 0.40293943881988525),\n",
+              " ('дескриптивный', 0.39662471413612366),\n",
+              " ('pyldavis', 0.3948679268360138),\n",
+              " ('данный', 0.39240917563438416)]"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 32
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Семантически получились не идеальные, но в целом близкие списки. Это естественно, т.к. уникальных записей для обучения было передано около 2000.\n",
+        "\n",
+        "Создадим два вектора для каждой дисциплины:\n",
+        "1. По данным содержания (`contents`)\n",
+        "2. По данным описание дисциплины (`description`)\n",
+        "\n",
+        "Учитывайте, что должна быть возможность построить эмбеддинг для нового текста, даже если некоторые слова отсутствуют в исходной модели. При этом вектор не должен быть нулевым. Для этого напишите функцию `embed()`, в качестве агрументов принимающую список токенов текста и модель."
+      ],
+      "metadata": {
+        "id": "ZkKkoFb8ri2v"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def embed(tokens, w2v_model):\n",
+        "    # ваш код здесь\n",
+        "\n",
+        "\n",
+        "# пример вектора\n",
+        "embed(df.iloc[0].tokens, w2v_model)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "zbMgvE7Driic",
+        "outputId": "98d5666b-1d4a-4067-f3e6-75f3da0da4af"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
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+              "       -1.00228202e+00, -1.06464195e+00, -3.46156746e-01,  6.27270639e-01,\n",
+              "        7.34158039e-01, -4.11146611e-01, -1.08555818e+00, -6.70471251e-01,\n",
+              "        2.27671698e-01,  3.58476013e-01, -3.03740174e-01,  4.05371159e-01,\n",
+              "        6.46440625e-01, -2.25928962e-01,  8.14153552e-01,  5.15001655e-01,\n",
+              "        6.43403649e-01, -9.11136866e-01,  2.79784888e-01,  1.41376460e+00,\n",
+              "        5.41172922e-01, -9.27936971e-01,  2.42630094e-01, -5.82138836e-01,\n",
+              "        3.10100228e-01, -9.20305014e-01, -2.02172592e-01, -7.33254373e-01,\n",
+              "       -7.67284259e-02,  5.10609925e-01, -1.56563699e-01,  4.34133232e-01,\n",
+              "        1.07237458e+00,  4.41153735e-01, -1.83203876e-01,  4.86719579e-01,\n",
+              "       -9.71264094e-02,  4.77000058e-01, -6.39093995e-01, -2.44859517e-01,\n",
+              "       -3.88560980e-03,  9.40126553e-02,  2.93791622e-01,  7.11750269e-01,\n",
+              "       -6.82483008e-03, -1.56252608e-01,  3.80502552e-01, -3.87075357e-02,\n",
+              "       -1.11809075e+00,  3.97830844e-01, -3.34730715e-01,  2.07063537e-02,\n",
+              "       -1.16870451e+00,  1.08429231e-01, -4.82456774e-01,  7.61385560e-02,\n",
+              "        6.04807615e-01,  1.88425079e-01,  6.91339552e-01,  6.46933794e-01,\n",
+              "       -3.23569030e-01,  5.26470900e-01,  1.11312795e+00,  5.12032621e-02,\n",
+              "       -5.61130345e-01, -1.34176791e+00, -4.88683492e-01,  9.96772110e-01,\n",
+              "       -3.59947681e-02, -4.30267632e-01,  1.22872397e-01, -7.00789511e-01,\n",
+              "       -1.58089146e-01, -6.45145833e-01, -2.38410115e-01,  6.09793842e-01,\n",
+              "       -7.63992071e-01, -1.02998245e+00, -8.10775012e-02,  3.68131906e-01],\n",
+              "      dtype=float32)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 33
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Теперь применим функцию `embed()` для формирования вектора для содержаний и кратких описаний в каждой записи."
+      ],
+      "metadata": {
+        "id": "OeVAenBYm2F7"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь\n",
+        "\n",
+        "# пример результата\n",
+        "df.sample(3, random_state=42)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 324
+        },
+        "id": "z9j9i456r9cD",
+        "outputId": "79520fc8-abdf-4552-88ae-6614fe46ca2e"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "       course_id                       course_title  \\\n",
+              "16112      17498  Создание технологического бизнеса   \n",
+              "2457        3002         Теория электрической связи   \n",
+              "1077        2736   Организация массовых мероприятий   \n",
+              "\n",
+              "                                             description  up_id  \\\n",
+              "16112  Цель курса - предоставить возможность магистра...   7198   \n",
+              "2457   Программа составлена в соответствии с требован...   6989   \n",
+              "1077   Данная дисциплина учит планировать мероприятие...   6875   \n",
+              "\n",
+              "                                                up_title qualification  \\\n",
+              "16112  Информационная безопасность / Information secu...        master   \n",
+              "2457    Программирование в инфокоммуникационных системах      bachelor   \n",
+              "1077             Управление технологическими инновациями      bachelor   \n",
+              "\n",
+              "       start_year                     module_name  \\\n",
+              "16112        2022  Наукоемкое предпринимательство   \n",
+              "2457         2020   Модуль обязательных дисциплин   \n",
+              "1077         2018            Модуль «Soft Skills»   \n",
+              "\n",
+              "                                                contents  \\\n",
+              "16112  Инновационный маркетинг. Корпоративные финансы...   \n",
+              "2457   Математические модели сигналов, помех и канало...   \n",
+              "1077   Особенности организации массовых мероприятий.....   \n",
+              "\n",
+              "                                                  tokens  \\\n",
+              "16112  [инновационный, маркетинг, корпоративный, фина...   \n",
+              "2457   [математический, модель, сигнал, помеха, канал...   \n",
+              "1077   [особенность, организация, массовый, мероприят...   \n",
+              "\n",
+              "                                                 tokensD  \\\n",
+              "16112  [цель, курс, -, предоставлять, возможность, ма...   \n",
+              "2457   [программа, составлять, соответствие, требован...   \n",
+              "1077   [данный, дисциплина, учить, планировать, мероп...   \n",
+              "\n",
+              "                                               embedding  \\\n",
+              "16112  [-0.32808504, -0.16484217, 0.4222597, -0.21925...   \n",
+              "2457   [-0.4867806, -0.22165154, 0.2573713, 0.9042233...   \n",
+              "1077   [-0.48288378, -0.36358258, 0.26799712, 0.28041...   \n",
+              "\n",
+              "                                              embeddingD  \n",
+              "16112  [-0.6981015, -0.22522101, 0.27788776, 0.152220...  \n",
+              "2457   [0.354802, -0.14068794, -0.2379195, 0.35860807...  \n",
+              "1077   [-0.5632663, 0.11936013, 0.047031883, -0.18054...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-211dd808-f2a3-40a0-bb29-7ddd5c322587\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
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+              "\n",
+              "    .dataframe thead th {\n",
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+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>course_id</th>\n",
+              "      <th>course_title</th>\n",
+              "      <th>description</th>\n",
+              "      <th>up_id</th>\n",
+              "      <th>up_title</th>\n",
+              "      <th>qualification</th>\n",
+              "      <th>start_year</th>\n",
+              "      <th>module_name</th>\n",
+              "      <th>contents</th>\n",
+              "      <th>tokens</th>\n",
+              "      <th>tokensD</th>\n",
+              "      <th>embedding</th>\n",
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+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>16112</th>\n",
+              "      <td>17498</td>\n",
+              "      <td>Создание технологического бизнеса</td>\n",
+              "      <td>Цель курса - предоставить возможность магистра...</td>\n",
+              "      <td>7198</td>\n",
+              "      <td>Информационная безопасность / Information secu...</td>\n",
+              "      <td>master</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>Наукоемкое предпринимательство</td>\n",
+              "      <td>Инновационный маркетинг. Корпоративные финансы...</td>\n",
+              "      <td>[инновационный, маркетинг, корпоративный, фина...</td>\n",
+              "      <td>[цель, курс, -, предоставлять, возможность, ма...</td>\n",
+              "      <td>[-0.32808504, -0.16484217, 0.4222597, -0.21925...</td>\n",
+              "      <td>[-0.6981015, -0.22522101, 0.27788776, 0.152220...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2457</th>\n",
+              "      <td>3002</td>\n",
+              "      <td>Теория электрической связи</td>\n",
+              "      <td>Программа составлена в соответствии с требован...</td>\n",
+              "      <td>6989</td>\n",
+              "      <td>Программирование в инфокоммуникационных системах</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2020</td>\n",
+              "      <td>Модуль обязательных дисциплин</td>\n",
+              "      <td>Математические модели сигналов, помех и канало...</td>\n",
+              "      <td>[математический, модель, сигнал, помеха, канал...</td>\n",
+              "      <td>[программа, составлять, соответствие, требован...</td>\n",
+              "      <td>[-0.4867806, -0.22165154, 0.2573713, 0.9042233...</td>\n",
+              "      <td>[0.354802, -0.14068794, -0.2379195, 0.35860807...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1077</th>\n",
+              "      <td>2736</td>\n",
+              "      <td>Организация массовых мероприятий</td>\n",
+              "      <td>Данная дисциплина учит планировать мероприятие...</td>\n",
+              "      <td>6875</td>\n",
+              "      <td>Управление технологическими инновациями</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2018</td>\n",
+              "      <td>Модуль «Soft Skills»</td>\n",
+              "      <td>Особенности организации массовых мероприятий.....</td>\n",
+              "      <td>[особенность, организация, массовый, мероприят...</td>\n",
+              "      <td>[данный, дисциплина, учить, планировать, мероп...</td>\n",
+              "      <td>[-0.48288378, -0.36358258, 0.26799712, 0.28041...</td>\n",
+              "      <td>[-0.5632663, 0.11936013, 0.047031883, -0.18054...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
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+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-211dd808-f2a3-40a0-bb29-7ddd5c322587')\"\n",
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+              "  </svg>\n",
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+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-211dd808-f2a3-40a0-bb29-7ddd5c322587 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-211dd808-f2a3-40a0-bb29-7ddd5c322587');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-cf7bd075-b686-427e-9593-c81203636ef4\">\n",
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+              "\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
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+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
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+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
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+              "    cursor: pointer;\n",
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+              "    height: 32px;\n",
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+              "    width: 32px;\n",
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+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
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+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+              "    }\n",
+              "    40% {\n",
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+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-cf7bd075-b686-427e-9593-c81203636ef4 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
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+              "type": "dataframe",
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\\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u0438 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0439 \\u0438 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u0441\\u0432\\u044f\\u0437\\u0438 (\\u043d\\u043e\\u0440\\u043c\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u043f\\u0440\\u0430\\u0432\\u043e\\u0432\\u044b\\u0435 \\u0430\\u043a\\u0442\\u044b \\u0420\\u043e\\u0441\\u0441\\u0438\\u0439\\u0441\\u043a\\u043e\\u0439 \\u0424\\u0435\\u0434\\u0435\\u0440\\u0430\\u0446\\u0438\\u0438, \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0440\\u0435\\u0433\\u043b\\u0430\\u043c\\u0435\\u043d\\u0442\\u044b, \\u043c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u044b\\u0435 \\u0438 \\u043d\\u0430\\u0446\\u0438\\u043e\\u043d\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435 \\u0441\\u0442\\u0430\\u043d\\u0434\\u0430\\u0440\\u0442\\u044b, \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u041c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u043e\\u0433\\u043e \\u0441\\u043e\\u044e\\u0437\\u0430 \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u0438):\\n\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u043e\\u0446\\u0435\\u043d\\u0438\\u0432\\u0430\\u0442\\u044c \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0438 \\u0432\\u044b\\u0440\\u0430\\u0431\\u0430\\u0442\\u044b\\u0432\\u0430\\u0442\\u044c \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u043f\\u043e \\u043f\\u043e\\u0441\\u0442\\u0440\\u043e\\u0435\\u043d\\u0438\\u044e 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\\u043c\\u0435\\u0442\\u043e\\u0434\\u044b \\u0440\\u0435\\u0430\\u0433\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u0412\\u043e \\u0432\\u0440\\u0435\\u043c\\u044f \\u0437\\u0430\\u043d\\u044f\\u0442\\u0438\\u0439 \\u043e\\u0431\\u0443\\u0447\\u0430\\u044e\\u0449\\u0438\\u0435\\u0441\\u044f \\u0443\\u0437\\u043d\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u0432\\u0438\\u0437\\u0443\\u0430\\u043b\\u044c\\u043d\\u0443\\u044e \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e \\u0438 \\u043c\\u0435\\u0434\\u0430\\u0441\\u043e\\u043f\\u0440\\u043e\\u0432\\u043e\\u0436\\u0434\\u0435\\u043d\\u0438\\u0435 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f. \\u041f\\u043e\\u043b\\u0443\\u0447\\u0430\\u0442 \\u043f\\u0440\\u0430\\u043a\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043d\\u0430\\u0432\\u044b\\u043a\\u0438 \\u043f\\u043e \\u043e\\u0446\\u0435\\u043d\\u043a\\u0435 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438. \\n\\u0417\\u0430\\u043d\\u044f\\u0442\\u0438\\u044f \\u043f\\u0440\\u043e\\u0445\\u043e\\u0434\\u044f\\u0442 \\u0441 \\u0440\\u0430\\u0437\\u043b\\u0438\\u0447\\u043d\\u044b\\u043c\\u0438 \\u043f\\u0440\\u0435\\u043f\\u043e\\u0434\\u0430\\u0432\\u0430\\u0442\\u0435\\u043b\\u044f\\u043c\\u0438 \\u0438\\u0437  setters education \\u0438 evention, \\u043a\\u043e\\u0442\\u043e\\u0440\\u044b\\u0435 \\u043d\\u0430 \\u0441\\u0432\\u043e\\u0435\\u043c \\u043e\\u043f\\u044b\\u0442\\u0435 \\u0440\\u0430\\u0441\\u0441\\u043a\\u0430\\u0437\\u044b\\u0432\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u043e\\u0436\\u0438\\u0434\\u0430\\u043d\\u0438\\u044f \\u0438 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u043e\\u0441\\u0442\\u044c \\u0440\\u043e\\u043b\\u0438 \\\"\\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0430\\u0442\\u043e\\u0440\\u0430\\\". \\n\\u0414\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u043f\\u043e\\u0434\\u0445\\u043e\\u0434\\u0438\\u0442\\u044c \\u0434\\u043b\\u044f \\u0442\\u0435\\u0445, \\u043a\\u0442\\u043e \\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0443\\u0435\\u0442 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f \\u0432 \\u0443\\u043d\\u0438\\u0432\\u0435\\u0440\\u0441\\u0438\\u0442\\u0435\\u0442\\u0435 \\u0438 \\u0437\\u0430 \\u0435\\u0433\\u043e \\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0430\\u043c\\u0438.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 163,\n        \"min\": 6875,\n        \"max\": 7198,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          7198,\n          6989,\n          6875\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u0430\\u044f \\u0431\\u0435\\u0437\\u043e\\u043f\\u0430\\u0441\\u043d\\u043e\\u0441\\u0442\\u044c / Information security\",\n          \"\\u041f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0432 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0445\",\n          \"\\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u043c\\u0438 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u044f\\u043c\\u0438\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"qualification\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"bachelor\",\n          \"master\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"start_year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 2018,\n        \"max\": 2022,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          2022,\n          2020\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"module_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u041d\\u0430\\u0443\\u043a\\u043e\\u0435\\u043c\\u043a\\u043e\\u0435 \\u043f\\u0440\\u0435\\u0434\\u043f\\u0440\\u0438\\u043d\\u0438\\u043c\\u0430\\u0442\\u0435\\u043b\\u044c\\u0441\\u0442\\u0432\\u043e\",\n          \"\\u041c\\u043e\\u0434\\u0443\\u043b\\u044c \\u043e\\u0431\\u044f\\u0437\\u0430\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"contents\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0439 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433. \\u041a\\u043e\\u0440\\u043f\\u043e\\u0440\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u044b. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u0438 \\u0432 \\u0441\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0438 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0433\\u043e \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441\\u0430. \\u0420\\u043e\\u043b\\u0438 \\u0432 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0435 \\u0438 \\u0440\\u0430\\u0441\\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0434\\u043e\\u043b\\u0435\\u0439 \\u043c\\u0435\\u0436\\u0434\\u0443 \\u0443\\u0447\\u0430\\u0441\\u0442\\u043d\\u0438\\u043a\\u0430\\u043c\\u0438. \\u0421\\u0442\\u0440\\u0430\\u0442\\u0435\\u0433\\u0438\\u044f \\u0432\\u044b\\u0445\\u043e\\u0434\\u0430. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0438\\u043d\\u0442\\u0435\\u043b\\u043b\\u0435\\u043a\\u0442\\u0443\\u0430\\u043b\\u044c\\u043d\\u043e\\u0439 \\u0441\\u043e\\u0431\\u0441\\u0442\\u0432\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c\\u044e. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u043a\\u0430\\u0447\\u0435\\u0441\\u0442\\u0432\\u043e\\u043c. \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f. \\u041e\\u0431\\u0449\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f \\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u043e\\u0439 \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438. \\u041e\\u0442\\u043b\\u0438\\u0447\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u0439 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f\\u00bb \\u0438 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f\\u00bb. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441-\\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u0430\\u043c\\u0438, \\u0438\\u0445 \\u043e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438, \\u0444\\u043e\\u0440\\u043c\\u0430\\u043b\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f, \\u043e\\u043f\\u0442\\u0438\\u043c\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f \\u0438 \\u043f\\u0440\\u0438\\u043c\\u0435\\u0440\\u044b \\u0433\\u043e\\u0442\\u043e\\u0432\\u044b\\u0445 \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u0439: ERP-\\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430, CRM-\\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430 \\u0438 \\u0442.\\u0434.  \\u0410\\u0432\\u0442\\u043e\\u043c\\u0430\\u0442\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u0418\\u043d\\u0434\\u0443\\u0441\\u0442\\u0440\\u0438\\u044f 4.0.  \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u044b\\u0435 \\u0434\\u0432\\u043e\\u0439\\u043d\\u0438\\u043a\\u0438. \\u0411\\u043b\\u043e\\u043a\\u0447\\u0435\\u0439\\u043d.. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0433\\u043e \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433\\u0430.  \\u041f\\u0440\\u043e\\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u043f\\u0440\\u043e\\u0434\\u0443\\u043a\\u0442\\u0430 \\u043d\\u0430 \\u0440\\u044b\\u043d\\u043a\\u0435. \\u0420\\u044b\\u043d\\u043e\\u043a B2B, B2C, B2G. \\u0421\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0435 \\u043d\\u043e\\u0432\\u043e\\u0433\\u043e \\u0440\\u044b\\u043d\\u043a\\u0430. \\u041e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433\\u0430, \\u0441\\u0432\\u044f\\u0437\\u0430\\u043d\\u043d\\u044b\\u0435 \\u0441 \\u0432\\u044b\\u0441\\u043e\\u043a\\u0438\\u043c\\u0438 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u044f\\u043c\\u0438. \\u0418\\u043d\\u0441\\u0442\\u0440\\u0443\\u043c\\u0435\\u043d\\u0442\\u044b customerdevelopment\\u0438 productdevelopment\\u0432 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0439 \\u0441\\u0444\\u0435\\u0440\\u0435. \\u0420\\u0435\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435 \\u0438\\u043d\\u0441\\u0442\\u0440\\u0443\\u043c\\u0435\\u043d\\u0442\\u044b \\u043f\\u0440\\u043e\\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u044f \\u0442\\u043e\\u0432\\u0430\\u0440\\u0430 \\u043d\\u0430 \\u0441\\u043e\\u0432\\u0440\\u0435\\u043c\\u0435\\u043d\\u043d\\u043e\\u043c \\u0440\\u044b\\u043d\\u043a\\u0435.. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u0444\\u043e\\u0440\\u043c\\u044b \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u043e\\u0432\\u043e\\u0439 \\u043e\\u0442\\u0447\\u0435\\u0442\\u043d\\u043e\\u0441\\u0442\\u0438: \\u0444\\u043e\\u0440\\u043c\\u0430 \\u043e \\u043f\\u0440\\u0438\\u0431\\u044b\\u043b\\u044f\\u0445 \\u0438 \\u0443\\u0431\\u044b\\u0442\\u043a\\u0430\\u0445, \\u0431\\u0430\\u043b\\u0430\\u043d\\u0441\\u0430\\u0445, \\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u0434\\u0435\\u043d\\u0435\\u0436\\u043d\\u044b\\u0445 \\u0441\\u0440\\u0435\\u0434\\u0441\\u0442\\u0432 \\u0438 \\u0442.\\u0434. \\u041e\\u0441\\u043d\\u043e\\u0432\\u044b \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u043e\\u0432\\u043e\\u0433\\u043e \\u043c\\u043e\\u0434\\u0435\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u041e\\u0446\\u0435\\u043d\\u043a\\u0430 \\u0438\\u043d\\u0432\\u0435\\u0441\\u0442\\u0438\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0439 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0430: ARR, DPB, NPV, IRR \\u0438 \\u0442.\\u0434.. \\u041f\\u0435\\u0440\\u0438\\u043e\\u0434 \\u043e\\u043a\\u0443\\u043f\\u0430\\u0435\\u043c\\u043e\\u0441\\u0442\\u0438. \\u0422\\u043e\\u0447\\u043a\\u0430 \\u0431\\u0435\\u0437\\u0443\\u0431\\u044b\\u0442\\u043e\\u0447\\u043d\\u043e\\u0441\\u0442\\u0438.. \\u041e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441-\\u043c\\u043e\\u0434\\u0435\\u043b\\u0435\\u0439 \\u0432 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u0435 \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u041c\\u0430\\u0441\\u0448\\u0442\\u0430\\u0431\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0438 \\u0441\\u0435\\u0440\\u0442\\u0438\\u0444\\u0438\\u043a\\u0430\\u0446\\u0438\\u044f \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u0410\\u0443\\u0434\\u0438\\u0442 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Tag Along.. \\u041f\\u0440\\u0438\\u043d\\u0446\\u0438\\u043f\\u044b \\u043e\\u0446\\u0435\\u043d\\u043a\\u0438 \\u043a\\u043e\\u043c\\u043f\\u0430\\u043d\\u0438\\u0438. \\u041f\\u0440\\u0438\\u043d\\u044f\\u0442\\u0438\\u0435 \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u044f \\u043e \\u043f\\u0440\\u043e\\u0434\\u0430\\u0436\\u0435 \\u043a\\u043e\\u043c\\u043f\\u0430\\u043d\\u0438\\u0438. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u0441\\u0442\\u0440\\u0430\\u0442\\u0435\\u0433\\u0438\\u0438 \\u0432\\u044b\\u0445\\u043e\\u0434\\u0430 \\u0438 \\u0438\\u0445 \\u044d\\u0442\\u0430\\u043f\\u044b: M&A, IPO. \\u0414\\u0438\\u0432\\u0438\\u0434\\u0435\\u043d\\u0434\\u043d\\u044b\\u0439 \\u043f\\u043e\\u0442\\u043e\\u043a. \\u041a\\u043b\\u044e\\u0447\\u0435\\u0432\\u044b\\u0435 \\u043a\\u043e\\u043d\\u0441\\u0443\\u043b\\u044c\\u0442\\u0430\\u043d\\u0442\\u044b \\u0438 \\u0438\\u0445 \\u0440\\u043e\\u043b\\u0438 \\u0432 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u0435 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\\u041f\\u043e\\u043c\\u0435\\u0445\\u043e\\u0443\\u0441\\u0442\\u043e\\u0439\\u0447\\u0438\\u0432\\u043e\\u0441\\u0442\\u044c. \\u0421\\u043a\\u0440\\u044b\\u0442\\u043d\\u043e\\u0441\\u0442\\u044c.. \\u041f\\u043e\\u043c\\u0435\\u0445\\u043e\\u0443\\u0441\\u0442\\u043e\\u0439\\u0447\\u0438\\u0432\\u043e\\u0435 (\\u043a\\u043e\\u0440\\u0440\\u0435\\u043a\\u0442\\u0438\\u0440\\u0443\\u044e\\u0449\\u0435\\u0435) \\u043a\\u043e\\u0434\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435.  \\u0413\\u0440\\u0443\\u043f\\u043f\\u043e\\u0432\\u044b\\u0435 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043b\\u0438\\u043d\\u0435\\u0439\\u043d\\u044b\\u0435 \\u0431\\u043b\\u043e\\u0447\\u043d\\u044b\\u0435 \\u043a\\u043e\\u0434\\u044b. \\u041f\\u0440\\u0435\\u043e\\u0431\\u0440\\u0430\\u0437\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0447\\u0430\\u0441\\u0442\\u043e\\u0442\\u044b. \\u0421\\u0438\\u0433\\u043d\\u0430\\u043b\\u044b \\u0441 \\u0444\\u0430\\u0437\\u043e\\u0432\\u043e\\u0439 \\u043c\\u043e\\u0434\\u0443\\u043b\\u044f\\u0446\\u0438\\u0435\\u0439 \\u0433\\u0430\\u0440\\u043c\\u043e\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0433\\u043e \\u043d\\u0435\\u0441\\u0443\\u0449\\u0435\\u0433\\u043e  \\u043a\\u043e\\u043b\\u0435\\u0431\\u0430\\u043d\\u0438\\u044f. \\u0424\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0410\\u041c \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432. \\u0424\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u043c\\u0430\\u043d\\u0438\\u043f\\u0443\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u043d\\u044b\\u0445 \\u0438 \\u0438\\u043c\\u043f\\u0443\\u043b\\u044c\\u0441\\u043d\\u043e-\\u043c\\u043e\\u0434\\u0443\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432. \\u0424\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0447\\u0430\\u0441\\u0442\\u043e\\u0442\\u043d\\u043e- \\u0438 \\u0444\\u0430\\u0437\\u043e- \\u043c\\u043e\\u0434\\u0443\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u043d\\u044b\\u0445  \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432. \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u043e\\u0431\\u0440\\u0430\\u0431\\u043e\\u0442\\u043a\\u0430 \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u043e\\u0432 \\u0432 \\u0447\\u0430\\u0441\\u0442\\u043e\\u0442\\u043d\\u043e\\u0439 \\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u0438. \\u0427\\u0430\\u0441\\u0442\\u043e\\u0442\\u043d\\u043e-\\u043c\\u043e\\u0434\\u0443\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u043d\\u044b\\u0435 \\u0441\\u0438\\u0433\\u043d\\u0430\\u043b\\u044b. \\u042d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u044c. \\u042d\\u0442\\u0430\\u043f\\u044b \\u0440\\u0430\\u0437\\u0432\\u0438\\u0442\\u0438\\u044f \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u0438. \\u0421\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430 \\u043f\\u0435\\u0440\\u0435\\u0434\\u0430\\u0447\\u0438 \\u0438\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438. \\u041a\\u0430\\u043d\\u0430\\u043b \\u0441\\u0432\\u044f\\u0437\\u0438. \\u041c\\u043e\\u0434\\u0443\\u043b\\u044f\\u0442\\u043e\\u0440. \\u0414\\u0435\\u043c\\u043e\\u0434\\u0443\\u043b\\u044f\\u0442\\u043e\\u0440. \\u041f\\u0440\\u043e\\u043f\\u0443\\u0441\\u043a\\u043d\\u0430\\u044f \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c.. \\u042d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0435 \\u0441\\u0442\\u0430\\u0442\\u0438\\u0441\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0435 \\u043a\\u043e\\u0434\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0438\\u0441\\u0442\\u043e\\u0447\\u043d\\u0438\\u043a\\u043e\\u0432  \\u0434\\u0438\\u0441\\u043a\\u0440\\u0435\\u0442\\u043d\\u044b\\u0445 \\u0441\\u043e\\u043e\\u0431\\u0449\\u0435\\u043d\\u0438\\u0439. \\u041a\\u043e\\u0434 \\u0425\\u0430\\u0444\\u0444\\u043c\\u0430\\u043d\\u0430\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tokens\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"tokensD\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"embedding\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"embeddingD\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 34
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Оценим, насколько семантически близки краткие описания дисциплин и темы в содержании. Для оценки воспользуемся косинусным сходством.\n",
+        "\n",
+        "$$K(X, Y) = \\frac{X \\cdot Y} {||X||*||Y||}$$"
+      ],
+      "metadata": {
+        "id": "zr_fKP9NnPiT"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "В `sklearn` функция для расчета косинусного сходства генерирует матрицу результатов, мы будем сравнивать всего два вектора, поэтому напишем свою обертку для функции из `sklearn` так, чтобы она возвращала одно числовое значение, а не матрицу."
+      ],
+      "metadata": {
+        "id": "PU-tUBu8Rhrq"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from sklearn.metrics.pairwise import cosine_similarity as cs\n",
+        "\n",
+        "def cosine_similarity(vec1, vec2):\n",
+        "    # ваш код здесь"
+      ],
+      "metadata": {
+        "id": "uI1RtLu2sLDL"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# посчитаем косинусное сходство\n",
+        "df[\"desc_cont_sim\"] = df.apply(lambda x: cosine_similarity(x[\"embedding\"], x[\"embeddingD\"]), axis=1)"
+      ],
+      "metadata": {
+        "id": "J6mF6AjHsNhh"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Оценим по графику распределение сходств для всех дисциплин. Должен получиться график, похожий на гистограмму ниже. Пунктиром обозначено медианное значение."
+      ],
+      "metadata": {
+        "id": "mQoZEGihAe_o"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 457
+        },
+        "id": "9WKbW-J0sTWK",
+        "outputId": "89adfa4d-f9a1-441e-c22a-814a739fc4dd"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Векторизация Tiny BERT"
+      ],
+      "metadata": {
+        "id": "KADw-ECz-Oxq"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "В качестве предобученной модели воспользуемся Tiny BERT – https://huggingface.co/sergeyzh/rubert-tiny-turbo\n",
+        "\n",
+        "Она априори менее точная, чем базовый BERT, но строит эмбеддинги в разы быстрее."
+      ],
+      "metadata": {
+        "id": "B2bG4kR1DS8U"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# загружаем модель из библиотеки huggingface\n",
+        "\n",
+        "from sentence_transformers import SentenceTransformer\n",
+        "\n",
+        "bert_model = SentenceTransformer('sergeyzh/rubert-tiny-turbo')"
+      ],
+      "metadata": {
+        "id": "PscCFOor243l"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "> Если вы выполняете эту лабораторную локально, то возможны конфликты версии `sentence_transformers` и `tensorflow`, обычно решающиеся даунгрейдом `tensorflow`."
+      ],
+      "metadata": {
+        "id": "JndiZCXbEYzq"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Прежде чем формировать эмбеддинги, объединим список токенов в строку."
+      ],
+      "metadata": {
+        "id": "R9NSC7miErnM"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь\n",
+        "\n",
+        "# пример результата преобразования\n",
+        "df.sample(3, random_state=42)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 324
+        },
+        "id": "j_Pif01p3OWD",
+        "outputId": "77c0ad61-d588-468e-8d7d-4a709b0d761a"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "       course_id                       course_title  \\\n",
+              "16112      17498  Создание технологического бизнеса   \n",
+              "2457        3002         Теория электрической связи   \n",
+              "1077        2736   Организация массовых мероприятий   \n",
+              "\n",
+              "                                             description  up_id  \\\n",
+              "16112  Цель курса - предоставить возможность магистра...   7198   \n",
+              "2457   Программа составлена в соответствии с требован...   6989   \n",
+              "1077   Данная дисциплина учит планировать мероприятие...   6875   \n",
+              "\n",
+              "                                                up_title qualification  \\\n",
+              "16112  Информационная безопасность / Information secu...        master   \n",
+              "2457    Программирование в инфокоммуникационных системах      bachelor   \n",
+              "1077             Управление технологическими инновациями      bachelor   \n",
+              "\n",
+              "       start_year                     module_name  \\\n",
+              "16112        2022  Наукоемкое предпринимательство   \n",
+              "2457         2020   Модуль обязательных дисциплин   \n",
+              "1077         2018            Модуль «Soft Skills»   \n",
+              "\n",
+              "                                                contents  \\\n",
+              "16112  Инновационный маркетинг. Корпоративные финансы...   \n",
+              "2457   Математические модели сигналов, помех и канало...   \n",
+              "1077   Особенности организации массовых мероприятий.....   \n",
+              "\n",
+              "                                                  tokens  \\\n",
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+              "1077   [особенность, организация, массовый, мероприят...   \n",
+              "\n",
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+              "1077   [данный, дисциплина, учить, планировать, мероп...   \n",
+              "\n",
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+              "2457   [0.17525887, -0.29766303, -0.02009153, 0.81608...   \n",
+              "1077   [-0.35568532, 0.014744152, 0.8801875, 0.582805...   \n",
+              "\n",
+              "                                              embeddingD  desc_cont_sim  \\\n",
+              "16112  [-0.0076024113, -0.12759566, 0.81738883, 0.547...          0.628   \n",
+              "2457   [0.71655047, 0.0473859, -0.46722662, 0.2992459...          0.454   \n",
+              "1077   [0.19902095, 0.32024252, 0.5574031, 0.7525074,...          0.704   \n",
+              "\n",
+              "                                             tokens_text  \\\n",
+              "16112  инновационный маркетинг корпоративный финансы ...   \n",
+              "2457   математический модель сигнал помеха канал связ...   \n",
+              "1077   особенность организация массовый мероприятие п...   \n",
+              "\n",
+              "                                            tokensD_text  \n",
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+              "1077   данный дисциплина учить планировать мероприяти...  "
+            ],
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+              "    </tr>\n",
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+              "      <td>Программа составлена в соответствии с требован...</td>\n",
+              "      <td>6989</td>\n",
+              "      <td>Программирование в инфокоммуникационных системах</td>\n",
+              "      <td>bachelor</td>\n",
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+              "    </tr>\n",
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+              "      <td>Данная дисциплина учит планировать мероприятие...</td>\n",
+              "      <td>6875</td>\n",
+              "      <td>Управление технологическими инновациями</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2018</td>\n",
+              "      <td>Модуль «Soft Skills»</td>\n",
+              "      <td>Особенности организации массовых мероприятий.....</td>\n",
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+              "\n",
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+              "\n",
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+              "\n",
+              "    .colab-df-buttons div {\n",
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+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
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+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-b84f0056-9d31-4920-8425-1d334ced90c7');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
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+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
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+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
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+              "      border-right-color: var(--fill-color);\n",
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+              "      border-bottom-color: var(--fill-color);\n",
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+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
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+              "        console.error('Error during call to suggestCharts:', error);\n",
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+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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\\u043f\\u043e\\u0434\\u0433\\u043e\\u0442\\u043e\\u0432\\u043a\\u0438. \\u0426\\u0435\\u043b\\u044c\\u044e \\u043e\\u0441\\u0432\\u043e\\u0435\\u043d\\u0438\\u044f \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u044b \\u044f\\u0432\\u043b\\u044f\\u0435\\u0442\\u0441\\u044f \\u0434\\u043e\\u0441\\u0442\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u0441\\u043b\\u0435\\u0434\\u0443\\u044e\\u0449\\u0438\\u0445 \\u0440\\u0435\\u0437\\u0443\\u043b\\u044c\\u0442\\u0430\\u0442\\u043e\\u0432 \\u043e\\u0431\\u0443\\u0447\\u0435\\u043d\\u0438\\u044f \\u043f\\u043e \\u0444\\u043e\\u0440\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044e \\u043a\\u043e\\u043c\\u043f\\u0435\\u0442\\u0435\\u043d\\u0446\\u0438\\u0439: \\n-\\u041e\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u0432\\u043b\\u0430\\u0434\\u0435\\u0442\\u044c \\u043e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u043c\\u0438 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\\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u0438 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0439 \\u0438 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u0441\\u0432\\u044f\\u0437\\u0438 (\\u043d\\u043e\\u0440\\u043c\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u043f\\u0440\\u0430\\u0432\\u043e\\u0432\\u044b\\u0435 \\u0430\\u043a\\u0442\\u044b \\u0420\\u043e\\u0441\\u0441\\u0438\\u0439\\u0441\\u043a\\u043e\\u0439 \\u0424\\u0435\\u0434\\u0435\\u0440\\u0430\\u0446\\u0438\\u0438, \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0440\\u0435\\u0433\\u043b\\u0430\\u043c\\u0435\\u043d\\u0442\\u044b, \\u043c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u044b\\u0435 \\u0438 \\u043d\\u0430\\u0446\\u0438\\u043e\\u043d\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435 \\u0441\\u0442\\u0430\\u043d\\u0434\\u0430\\u0440\\u0442\\u044b, \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u041c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u043e\\u0433\\u043e \\u0441\\u043e\\u044e\\u0437\\u0430 \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u0438):\\n\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u043e\\u0446\\u0435\\u043d\\u0438\\u0432\\u0430\\u0442\\u044c \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0438 \\u0432\\u044b\\u0440\\u0430\\u0431\\u0430\\u0442\\u044b\\u0432\\u0430\\u0442\\u044c \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u043f\\u043e \\u043f\\u043e\\u0441\\u0442\\u0440\\u043e\\u0435\\u043d\\u0438\\u044e \\u0442\\u0435\\u043b\\u0435\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u0438 \\u0441\\u0435\\u0442\\u0435\\u0439, \\u0438\\u0445 \\u044d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442\\u043e\\u0432 \\u0438 \\u0443\\u0441\\u0442\\u0440\\u043e\\u0439\\u0441\\u0442\\u0432.\",\n          \"\\u0414\\u0430\\u043d\\u043d\\u0430\\u044f \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u0443\\u0447\\u0438\\u0442 \\u043f\\u043b\\u0430\\u043d\\u0438\\u0440\\u043e\\u0432\\u0430\\u0442\\u044c \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u0435, \\u0441\\u043e\\u0437\\u0434\\u0430\\u0432\\u0430\\u0442\\u044c \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e, \\u043f\\u0440\\u0435\\u0434\\u0443\\u0441\\u043c\\u0430\\u0442\\u0440\\u0438\\u0432\\u0430\\u0442\\u044c \\u0440\\u0438\\u0441\\u043a\\u0438 \\u0438 \\u043c\\u0435\\u0442\\u043e\\u0434\\u044b \\u0440\\u0435\\u0430\\u0433\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u0412\\u043e \\u0432\\u0440\\u0435\\u043c\\u044f \\u0437\\u0430\\u043d\\u044f\\u0442\\u0438\\u0439 \\u043e\\u0431\\u0443\\u0447\\u0430\\u044e\\u0449\\u0438\\u0435\\u0441\\u044f \\u0443\\u0437\\u043d\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u0432\\u0438\\u0437\\u0443\\u0430\\u043b\\u044c\\u043d\\u0443\\u044e \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e \\u0438 \\u043c\\u0435\\u0434\\u0430\\u0441\\u043e\\u043f\\u0440\\u043e\\u0432\\u043e\\u0436\\u0434\\u0435\\u043d\\u0438\\u0435 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f. \\u041f\\u043e\\u043b\\u0443\\u0447\\u0430\\u0442 \\u043f\\u0440\\u0430\\u043a\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043d\\u0430\\u0432\\u044b\\u043a\\u0438 \\u043f\\u043e \\u043e\\u0446\\u0435\\u043d\\u043a\\u0435 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438. \\n\\u0417\\u0430\\u043d\\u044f\\u0442\\u0438\\u044f \\u043f\\u0440\\u043e\\u0445\\u043e\\u0434\\u044f\\u0442 \\u0441 \\u0440\\u0430\\u0437\\u043b\\u0438\\u0447\\u043d\\u044b\\u043c\\u0438 \\u043f\\u0440\\u0435\\u043f\\u043e\\u0434\\u0430\\u0432\\u0430\\u0442\\u0435\\u043b\\u044f\\u043c\\u0438 \\u0438\\u0437  setters education \\u0438 evention, \\u043a\\u043e\\u0442\\u043e\\u0440\\u044b\\u0435 \\u043d\\u0430 \\u0441\\u0432\\u043e\\u0435\\u043c \\u043e\\u043f\\u044b\\u0442\\u0435 \\u0440\\u0430\\u0441\\u0441\\u043a\\u0430\\u0437\\u044b\\u0432\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u043e\\u0436\\u0438\\u0434\\u0430\\u043d\\u0438\\u044f \\u0438 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u043e\\u0441\\u0442\\u044c \\u0440\\u043e\\u043b\\u0438 \\\"\\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0430\\u0442\\u043e\\u0440\\u0430\\\". \\n\\u0414\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u043f\\u043e\\u0434\\u0445\\u043e\\u0434\\u0438\\u0442\\u044c \\u0434\\u043b\\u044f \\u0442\\u0435\\u0445, \\u043a\\u0442\\u043e \\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0443\\u0435\\u0442 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f \\u0432 \\u0443\\u043d\\u0438\\u0432\\u0435\\u0440\\u0441\\u0438\\u0442\\u0435\\u0442\\u0435 \\u0438 \\u0437\\u0430 \\u0435\\u0433\\u043e \\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0430\\u043c\\u0438.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 163,\n        \"min\": 6875,\n        \"max\": 7198,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          7198,\n          6989,\n          6875\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u0430\\u044f \\u0431\\u0435\\u0437\\u043e\\u043f\\u0430\\u0441\\u043d\\u043e\\u0441\\u0442\\u044c / Information security\",\n          \"\\u041f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0432 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0445\",\n          \"\\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u043c\\u0438 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u044f\\u043c\\u0438\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"qualification\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"bachelor\",\n          \"master\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"start_year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 2018,\n        \"max\": 2022,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          2022,\n          2020\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"module_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u041d\\u0430\\u0443\\u043a\\u043e\\u0435\\u043c\\u043a\\u043e\\u0435 \\u043f\\u0440\\u0435\\u0434\\u043f\\u0440\\u0438\\u043d\\u0438\\u043c\\u0430\\u0442\\u0435\\u043b\\u044c\\u0441\\u0442\\u0432\\u043e\",\n          \"\\u041c\\u043e\\u0434\\u0443\\u043b\\u044c \\u043e\\u0431\\u044f\\u0437\\u0430\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"contents\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0439 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433. \\u041a\\u043e\\u0440\\u043f\\u043e\\u0440\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u044b. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u0438 \\u0432 \\u0441\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0438 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0433\\u043e \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441\\u0430. \\u0420\\u043e\\u043b\\u0438 \\u0432 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0435 \\u0438 \\u0440\\u0430\\u0441\\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0434\\u043e\\u043b\\u0435\\u0439 \\u043c\\u0435\\u0436\\u0434\\u0443 \\u0443\\u0447\\u0430\\u0441\\u0442\\u043d\\u0438\\u043a\\u0430\\u043c\\u0438. \\u0421\\u0442\\u0440\\u0430\\u0442\\u0435\\u0433\\u0438\\u044f \\u0432\\u044b\\u0445\\u043e\\u0434\\u0430. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0438\\u043d\\u0442\\u0435\\u043b\\u043b\\u0435\\u043a\\u0442\\u0443\\u0430\\u043b\\u044c\\u043d\\u043e\\u0439 \\u0441\\u043e\\u0431\\u0441\\u0442\\u0432\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c\\u044e. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u043a\\u0430\\u0447\\u0435\\u0441\\u0442\\u0432\\u043e\\u043c. \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f. \\u041e\\u0431\\u0449\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f \\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u043e\\u0439 \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438. \\u041e\\u0442\\u043b\\u0438\\u0447\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u0439 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f\\u00bb \\u0438 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f\\u00bb. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441-\\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u0430\\u043c\\u0438, \\u0438\\u0445 \\u043e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438, \\u0444\\u043e\\u0440\\u043c\\u0430\\u043b\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f, \\u043e\\u043f\\u0442\\u0438\\u043c\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f \\u0438 \\u043f\\u0440\\u0438\\u043c\\u0435\\u0440\\u044b \\u0433\\u043e\\u0442\\u043e\\u0432\\u044b\\u0445 \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u0439: ERP-\\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430, CRM-\\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430 \\u0438 \\u0442.\\u0434.  \\u0410\\u0432\\u0442\\u043e\\u043c\\u0430\\u0442\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u0418\\u043d\\u0434\\u0443\\u0441\\u0442\\u0440\\u0438\\u044f 4.0.  \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u044b\\u0435 \\u0434\\u0432\\u043e\\u0439\\u043d\\u0438\\u043a\\u0438. \\u0411\\u043b\\u043e\\u043a\\u0447\\u0435\\u0439\\u043d.. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0433\\u043e \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433\\u0430.  \\u041f\\u0440\\u043e\\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u043f\\u0440\\u043e\\u0434\\u0443\\u043a\\u0442\\u0430 \\u043d\\u0430 \\u0440\\u044b\\u043d\\u043a\\u0435. \\u0420\\u044b\\u043d\\u043e\\u043a B2B, B2C, B2G. \\u0421\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0435 \\u043d\\u043e\\u0432\\u043e\\u0433\\u043e \\u0440\\u044b\\u043d\\u043a\\u0430. \\u041e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433\\u0430, \\u0441\\u0432\\u044f\\u0437\\u0430\\u043d\\u043d\\u044b\\u0435 \\u0441 \\u0432\\u044b\\u0441\\u043e\\u043a\\u0438\\u043c\\u0438 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u044f\\u043c\\u0438. \\u0418\\u043d\\u0441\\u0442\\u0440\\u0443\\u043c\\u0435\\u043d\\u0442\\u044b customerdevelopment\\u0438 productdevelopment\\u0432 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0439 \\u0441\\u0444\\u0435\\u0440\\u0435. \\u0420\\u0435\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435 \\u0438\\u043d\\u0441\\u0442\\u0440\\u0443\\u043c\\u0435\\u043d\\u0442\\u044b \\u043f\\u0440\\u043e\\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u044f \\u0442\\u043e\\u0432\\u0430\\u0440\\u0430 \\u043d\\u0430 \\u0441\\u043e\\u0432\\u0440\\u0435\\u043c\\u0435\\u043d\\u043d\\u043e\\u043c \\u0440\\u044b\\u043d\\u043a\\u0435.. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u0444\\u043e\\u0440\\u043c\\u044b \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u043e\\u0432\\u043e\\u0439 \\u043e\\u0442\\u0447\\u0435\\u0442\\u043d\\u043e\\u0441\\u0442\\u0438: \\u0444\\u043e\\u0440\\u043c\\u0430 \\u043e \\u043f\\u0440\\u0438\\u0431\\u044b\\u043b\\u044f\\u0445 \\u0438 \\u0443\\u0431\\u044b\\u0442\\u043a\\u0430\\u0445, \\u0431\\u0430\\u043b\\u0430\\u043d\\u0441\\u0430\\u0445, \\u0434\\u0432\\u0438\\u0436\\u0435\\u043d\\u0438\\u0435 \\u0434\\u0435\\u043d\\u0435\\u0436\\u043d\\u044b\\u0445 \\u0441\\u0440\\u0435\\u0434\\u0441\\u0442\\u0432 \\u0438 \\u0442.\\u0434. \\u041e\\u0441\\u043d\\u043e\\u0432\\u044b \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u043e\\u0432\\u043e\\u0433\\u043e \\u043c\\u043e\\u0434\\u0435\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u041e\\u0446\\u0435\\u043d\\u043a\\u0430 \\u0438\\u043d\\u0432\\u0435\\u0441\\u0442\\u0438\\u0446\\u0438\\u043e\\u043d\\u043d\\u043e\\u0439 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0430: ARR, DPB, NPV, IRR \\u0438 \\u0442.\\u0434.. \\u041f\\u0435\\u0440\\u0438\\u043e\\u0434 \\u043e\\u043a\\u0443\\u043f\\u0430\\u0435\\u043c\\u043e\\u0441\\u0442\\u0438. \\u0422\\u043e\\u0447\\u043a\\u0430 \\u0431\\u0435\\u0437\\u0443\\u0431\\u044b\\u0442\\u043e\\u0447\\u043d\\u043e\\u0441\\u0442\\u0438.. \\u041e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441-\\u043c\\u043e\\u0434\\u0435\\u043b\\u0435\\u0439 \\u0432 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u0435 \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u041c\\u0430\\u0441\\u0448\\u0442\\u0430\\u0431\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0438 \\u0441\\u0435\\u0440\\u0442\\u0438\\u0444\\u0438\\u043a\\u0430\\u0446\\u0438\\u044f \\u043f\\u0440\\u043e\\u0438\\u0437\\u0432\\u043e\\u0434\\u0441\\u0442\\u0432\\u0430. \\u0410\\u0443\\u0434\\u0438\\u0442 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Tag Along.. \\u041f\\u0440\\u0438\\u043d\\u0446\\u0438\\u043f\\u044b \\u043e\\u0446\\u0435\\u043d\\u043a\\u0438 \\u043a\\u043e\\u043c\\u043f\\u0430\\u043d\\u0438\\u0438. \\u041f\\u0440\\u0438\\u043d\\u044f\\u0442\\u0438\\u0435 \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u044f \\u043e \\u043f\\u0440\\u043e\\u0434\\u0430\\u0436\\u0435 \\u043a\\u043e\\u043c\\u043f\\u0430\\u043d\\u0438\\u0438. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u0441\\u0442\\u0440\\u0430\\u0442\\u0435\\u0433\\u0438\\u0438 \\u0432\\u044b\\u0445\\u043e\\u0434\\u0430 \\u0438 \\u0438\\u0445 \\u044d\\u0442\\u0430\\u043f\\u044b: M&A, IPO. \\u0414\\u0438\\u0432\\u0438\\u0434\\u0435\\u043d\\u0434\\u043d\\u044b\\u0439 \\u043f\\u043e\\u0442\\u043e\\u043a. \\u041a\\u043b\\u044e\\u0447\\u0435\\u0432\\u044b\\u0435 \\u043a\\u043e\\u043d\\u0441\\u0443\\u043b\\u044c\\u0442\\u0430\\u043d\\u0442\\u044b \\u0438 \\u0438\\u0445 \\u0440\\u043e\\u043b\\u0438 \\u0432 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u0435 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\\u043f\\u043a- \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u043e\\u0446\\u0435\\u043d\\u0438\\u0432\\u0430\\u0442\\u044c \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0439 \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u044c \\u0432\\u044b\\u0440\\u0430\\u0431\\u0430\\u0442\\u044b\\u0432\\u0430\\u0442\\u044c \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u044f \\u043f\\u043e\\u0441\\u0442\\u0440\\u043e\\u0435\\u043d\\u0438\\u0435 \\u0442\\u0435\\u043b\\u0435\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0439 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430 \\u0441\\u0435\\u0442\\u044c \\u044d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442 \\u0443\\u0441\\u0442\\u0440\\u043e\\u0439\\u0441\\u0442\\u0432\\u043e\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 66
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Чтобы не генерировать несколько раз одинаковые векторы (в данных много неуникальных описаний и содеражний), оставим только уникальные, а затем присоединим их в исходную таблицу. Уникальных записей в разрезе описания и содержания около 2500.\n",
+        "\n",
+        ">`tqdm.auto` позволяет в удобном формате добавлять прогресс-бар к некоторым методам `pandas` – например, `apply`, и получать метод `progress_apply`."
+      ],
+      "metadata": {
+        "id": "butHX_I6E834"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from tqdm.auto import tqdm\n",
+        "tqdm.pandas()\n",
+        "\n",
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 130,
+          "referenced_widgets": [
+            "4c2f90393e754b99b9ecf7a928e68e64",
+            "3f367c0f31b24a5cae775733d94e210b",
+            "bb1944e5fa8947bebeb35cebe0341aaf",
+            "4c8a51e701254c3998ff1820428156bb",
+            "4f8392a7f13b47b1a79c6d9f2d72a17a",
+            "9c436921130e423a8452c90a63d69ba9",
+            "ad32d5389f99438d98f3768304471fb4",
+            "1ddecd8002f744d4961fd8d772ac5415",
+            "aa831150a9c643039ed358fbc3f93a99",
+            "692ccf0e93e7425db6afb8d8a3600cd7",
+            "3cd2ced22f4d49afba1550ec6867229c",
+            "b06204f73a9644a2928ecd343b31b35c",
+            "948227983048496b95f0b2972e174bc4",
+            "049fcfe0793846b896bafad2a78eb845",
+            "cc05bea318d14e13be8ebff467cc9187",
+            "d6a18652c6b3476f9b563220714f519c",
+            "b6b1b387f16047919abc8e250c2fc5d8",
+            "18d3652f585e4ce791adf7bc07bf5758",
+            "1dad4f06896145a4bc23b5fb80ca5115",
+            "c0c8c1a340104e60853e64bf40215ea7",
+            "8857dee2b47b4e10a24f521d9cc2d7aa",
+            "adacd35e96eb4bc584dad28690b450df"
+          ]
+        },
+        "id": "abTWJEeL3elm",
+        "outputId": "e1d4084a-ce9e-46ff-dace-6f602a86a1bd"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(2221, 1) (2392, 1)\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/2392 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "4c2f90393e754b99b9ecf7a928e68e64"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Contents vectorized!\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  0%|          | 0/2221 [00:00<?, ?it/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "b06204f73a9644a2928ecd343b31b35c"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Description vectorized!\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Теперь присоедините полученную таблицу в исходный датафрейм."
+      ],
+      "metadata": {
+        "id": "lKk2aXq_F8mH"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь\n",
+        "\n",
+        "# пример результата объединения\n",
+        "print(df.shape)\n",
+        "df.sample(3, random_state=42)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 341
+        },
+        "id": "pmXxf3eJ4o0a",
+        "outputId": "b27335f7-c3d1-400d-ed22-c83d98e24524"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(20502, 18)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "       course_id                       course_title  \\\n",
+              "16112      17498  Создание технологического бизнеса   \n",
+              "2457        3002         Теория электрической связи   \n",
+              "1077        2736   Организация массовых мероприятий   \n",
+              "\n",
+              "                                             description  up_id  \\\n",
+              "16112  Цель курса - предоставить возможность магистра...   7198   \n",
+              "2457   Программа составлена в соответствии с требован...   6989   \n",
+              "1077   Данная дисциплина учит планировать мероприятие...   6875   \n",
+              "\n",
+              "                                                up_title qualification  \\\n",
+              "16112  Информационная безопасность / Information secu...        master   \n",
+              "2457    Программирование в инфокоммуникационных системах      bachelor   \n",
+              "1077             Управление технологическими инновациями      bachelor   \n",
+              "\n",
+              "       start_year                     module_name  \\\n",
+              "16112        2022  Наукоемкое предпринимательство   \n",
+              "2457         2020   Модуль обязательных дисциплин   \n",
+              "1077         2018            Модуль «Soft Skills»   \n",
+              "\n",
+              "                                                contents  \\\n",
+              "16112  Инновационный маркетинг. Корпоративные финансы...   \n",
+              "2457   Математические модели сигналов, помех и канало...   \n",
+              "1077   Особенности организации массовых мероприятий.....   \n",
+              "\n",
+              "                                                  tokens  \\\n",
+              "16112  [инновационный, маркетинг, корпоративный, фина...   \n",
+              "2457   [математический, модель, сигнал, помеха, канал...   \n",
+              "1077   [особенность, организация, массовый, мероприят...   \n",
+              "\n",
+              "                                                 tokensD  \\\n",
+              "16112  [цель, курс, -, предоставлять, возможность, ма...   \n",
+              "2457   [программа, составлять, соответствие, требован...   \n",
+              "1077   [данный, дисциплина, учить, планировать, мероп...   \n",
+              "\n",
+              "                                               embedding  \\\n",
+              "16112  [0.1883952, -0.20439114, 0.25310403, -0.139506...   \n",
+              "2457   [0.17525887, -0.29766303, -0.02009153, 0.81608...   \n",
+              "1077   [-0.35568532, 0.014744152, 0.8801875, 0.582805...   \n",
+              "\n",
+              "                                              embeddingD  desc_cont_sim  \\\n",
+              "16112  [-0.0076024113, -0.12759566, 0.81738883, 0.547...          0.628   \n",
+              "2457   [0.71655047, 0.0473859, -0.46722662, 0.2992459...          0.454   \n",
+              "1077   [0.19902095, 0.32024252, 0.5574031, 0.7525074,...          0.704   \n",
+              "\n",
+              "                                             tokens_text  \\\n",
+              "16112  инновационный маркетинг корпоративный финансы ...   \n",
+              "2457   математический модель сигнал помеха канал связ...   \n",
+              "1077   особенность организация массовый мероприятие п...   \n",
+              "\n",
+              "                                            tokensD_text  \\\n",
+              "16112  цель курс - предоставлять возможность магистра...   \n",
+              "2457   программа составлять соответствие требование о...   \n",
+              "1077   данный дисциплина учить планировать мероприяти...   \n",
+              "\n",
+              "                                          bert_embedding  \\\n",
+              "16112  [-0.018844858, -0.022349093, 0.018487176, -0.0...   \n",
+              "2457   [-0.013909067, 0.008230449, 0.056430105, -0.00...   \n",
+              "1077   [0.017201137, -0.004298017, 0.012148312, -0.02...   \n",
+              "\n",
+              "                                         bert_embeddingD  \n",
+              "16112  [0.027150301, -0.029449247, 0.022479674, 0.021...  \n",
+              "2457   [0.028882269, -0.013100322, 0.014136976, -0.00...  \n",
+              "1077   [0.035781205, -0.0101707755, 0.0017927813, 0.0...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-70c8992a-81c7-4932-942a-1b6bfb909059\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>course_id</th>\n",
+              "      <th>course_title</th>\n",
+              "      <th>description</th>\n",
+              "      <th>up_id</th>\n",
+              "      <th>up_title</th>\n",
+              "      <th>qualification</th>\n",
+              "      <th>start_year</th>\n",
+              "      <th>module_name</th>\n",
+              "      <th>contents</th>\n",
+              "      <th>tokens</th>\n",
+              "      <th>tokensD</th>\n",
+              "      <th>embedding</th>\n",
+              "      <th>embeddingD</th>\n",
+              "      <th>desc_cont_sim</th>\n",
+              "      <th>tokens_text</th>\n",
+              "      <th>tokensD_text</th>\n",
+              "      <th>bert_embedding</th>\n",
+              "      <th>bert_embeddingD</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>16112</th>\n",
+              "      <td>17498</td>\n",
+              "      <td>Создание технологического бизнеса</td>\n",
+              "      <td>Цель курса - предоставить возможность магистра...</td>\n",
+              "      <td>7198</td>\n",
+              "      <td>Информационная безопасность / Information secu...</td>\n",
+              "      <td>master</td>\n",
+              "      <td>2022</td>\n",
+              "      <td>Наукоемкое предпринимательство</td>\n",
+              "      <td>Инновационный маркетинг. Корпоративные финансы...</td>\n",
+              "      <td>[инновационный, маркетинг, корпоративный, фина...</td>\n",
+              "      <td>[цель, курс, -, предоставлять, возможность, ма...</td>\n",
+              "      <td>[0.1883952, -0.20439114, 0.25310403, -0.139506...</td>\n",
+              "      <td>[-0.0076024113, -0.12759566, 0.81738883, 0.547...</td>\n",
+              "      <td>0.628</td>\n",
+              "      <td>инновационный маркетинг корпоративный финансы ...</td>\n",
+              "      <td>цель курс - предоставлять возможность магистра...</td>\n",
+              "      <td>[-0.018844858, -0.022349093, 0.018487176, -0.0...</td>\n",
+              "      <td>[0.027150301, -0.029449247, 0.022479674, 0.021...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2457</th>\n",
+              "      <td>3002</td>\n",
+              "      <td>Теория электрической связи</td>\n",
+              "      <td>Программа составлена в соответствии с требован...</td>\n",
+              "      <td>6989</td>\n",
+              "      <td>Программирование в инфокоммуникационных системах</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2020</td>\n",
+              "      <td>Модуль обязательных дисциплин</td>\n",
+              "      <td>Математические модели сигналов, помех и канало...</td>\n",
+              "      <td>[математический, модель, сигнал, помеха, канал...</td>\n",
+              "      <td>[программа, составлять, соответствие, требован...</td>\n",
+              "      <td>[0.17525887, -0.29766303, -0.02009153, 0.81608...</td>\n",
+              "      <td>[0.71655047, 0.0473859, -0.46722662, 0.2992459...</td>\n",
+              "      <td>0.454</td>\n",
+              "      <td>математический модель сигнал помеха канал связ...</td>\n",
+              "      <td>программа составлять соответствие требование о...</td>\n",
+              "      <td>[-0.013909067, 0.008230449, 0.056430105, -0.00...</td>\n",
+              "      <td>[0.028882269, -0.013100322, 0.014136976, -0.00...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1077</th>\n",
+              "      <td>2736</td>\n",
+              "      <td>Организация массовых мероприятий</td>\n",
+              "      <td>Данная дисциплина учит планировать мероприятие...</td>\n",
+              "      <td>6875</td>\n",
+              "      <td>Управление технологическими инновациями</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2018</td>\n",
+              "      <td>Модуль «Soft Skills»</td>\n",
+              "      <td>Особенности организации массовых мероприятий.....</td>\n",
+              "      <td>[особенность, организация, массовый, мероприят...</td>\n",
+              "      <td>[данный, дисциплина, учить, планировать, мероп...</td>\n",
+              "      <td>[-0.35568532, 0.014744152, 0.8801875, 0.582805...</td>\n",
+              "      <td>[0.19902095, 0.32024252, 0.5574031, 0.7525074,...</td>\n",
+              "      <td>0.704</td>\n",
+              "      <td>особенность организация массовый мероприятие п...</td>\n",
+              "      <td>данный дисциплина учить планировать мероприяти...</td>\n",
+              "      <td>[0.017201137, -0.004298017, 0.012148312, -0.02...</td>\n",
+              "      <td>[0.035781205, -0.0101707755, 0.0017927813, 0.0...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-70c8992a-81c7-4932-942a-1b6bfb909059')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-70c8992a-81c7-4932-942a-1b6bfb909059 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-70c8992a-81c7-4932-942a-1b6bfb909059');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-2748a095-71ed-4c39-be2e-338967919fa0\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2748a095-71ed-4c39-be2e-338967919fa0')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-2748a095-71ed-4c39-be2e-338967919fa0 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
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\\u0441\\u0442\\u0430\\u043d\\u0434\\u0430\\u0440\\u0442\\u044b, \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u041c\\u0435\\u0436\\u0434\\u0443\\u043d\\u0430\\u0440\\u043e\\u0434\\u043d\\u043e\\u0433\\u043e \\u0441\\u043e\\u044e\\u0437\\u0430 \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0441\\u0432\\u044f\\u0437\\u0438):\\n\\u041f\\u041a-3: \\u0441\\u043f\\u043e\\u0441\\u043e\\u0431\\u043d\\u043e\\u0441\\u0442\\u044c \\u043e\\u0446\\u0435\\u043d\\u0438\\u0432\\u0430\\u0442\\u044c \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0438 \\u0432\\u044b\\u0440\\u0430\\u0431\\u0430\\u0442\\u044b\\u0432\\u0430\\u0442\\u044c \\u0440\\u0435\\u043a\\u043e\\u043c\\u0435\\u043d\\u0434\\u0430\\u0446\\u0438\\u0438 \\u043f\\u043e \\u043f\\u043e\\u0441\\u0442\\u0440\\u043e\\u0435\\u043d\\u0438\\u044e \\u0442\\u0435\\u043b\\u0435\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c \\u0438 \\u0441\\u0435\\u0442\\u0435\\u0439, \\u0438\\u0445 \\u044d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442\\u043e\\u0432 \\u0438 \\u0443\\u0441\\u0442\\u0440\\u043e\\u0439\\u0441\\u0442\\u0432.\",\n          \"\\u0414\\u0430\\u043d\\u043d\\u0430\\u044f \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u0443\\u0447\\u0438\\u0442 \\u043f\\u043b\\u0430\\u043d\\u0438\\u0440\\u043e\\u0432\\u0430\\u0442\\u044c \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u0435, \\u0441\\u043e\\u0437\\u0434\\u0430\\u0432\\u0430\\u0442\\u044c \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e, \\u043f\\u0440\\u0435\\u0434\\u0443\\u0441\\u043c\\u0430\\u0442\\u0440\\u0438\\u0432\\u0430\\u0442\\u044c \\u0440\\u0438\\u0441\\u043a\\u0438 \\u0438 \\u043c\\u0435\\u0442\\u043e\\u0434\\u044b \\u0440\\u0435\\u0430\\u0433\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f. \\u0412\\u043e \\u0432\\u0440\\u0435\\u043c\\u044f \\u0437\\u0430\\u043d\\u044f\\u0442\\u0438\\u0439 \\u043e\\u0431\\u0443\\u0447\\u0430\\u044e\\u0449\\u0438\\u0435\\u0441\\u044f \\u0443\\u0437\\u043d\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u0432\\u0438\\u0437\\u0443\\u0430\\u043b\\u044c\\u043d\\u0443\\u044e \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u044e \\u0438 \\u043c\\u0435\\u0434\\u0430\\u0441\\u043e\\u043f\\u0440\\u043e\\u0432\\u043e\\u0436\\u0434\\u0435\\u043d\\u0438\\u0435 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f. \\u041f\\u043e\\u043b\\u0443\\u0447\\u0430\\u0442 \\u043f\\u0440\\u0430\\u043a\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u043d\\u0430\\u0432\\u044b\\u043a\\u0438 \\u043f\\u043e \\u043e\\u0446\\u0435\\u043d\\u043a\\u0435 \\u044d\\u0444\\u0444\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0441\\u0442\\u0438. \\n\\u0417\\u0430\\u043d\\u044f\\u0442\\u0438\\u044f \\u043f\\u0440\\u043e\\u0445\\u043e\\u0434\\u044f\\u0442 \\u0441 \\u0440\\u0430\\u0437\\u043b\\u0438\\u0447\\u043d\\u044b\\u043c\\u0438 \\u043f\\u0440\\u0435\\u043f\\u043e\\u0434\\u0430\\u0432\\u0430\\u0442\\u0435\\u043b\\u044f\\u043c\\u0438 \\u0438\\u0437  setters education \\u0438 evention, \\u043a\\u043e\\u0442\\u043e\\u0440\\u044b\\u0435 \\u043d\\u0430 \\u0441\\u0432\\u043e\\u0435\\u043c \\u043e\\u043f\\u044b\\u0442\\u0435 \\u0440\\u0430\\u0441\\u0441\\u043a\\u0430\\u0437\\u044b\\u0432\\u0430\\u044e\\u0442 \\u043f\\u0440\\u043e \\u043e\\u0436\\u0438\\u0434\\u0430\\u043d\\u0438\\u044f \\u0438 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u043e\\u0441\\u0442\\u044c \\u0440\\u043e\\u043b\\u0438 \\\"\\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0430\\u0442\\u043e\\u0440\\u0430\\\". \\n\\u0414\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\\u0430 \\u043f\\u043e\\u0434\\u0445\\u043e\\u0434\\u0438\\u0442\\u044c \\u0434\\u043b\\u044f \\u0442\\u0435\\u0445, \\u043a\\u0442\\u043e \\u043e\\u0440\\u0433\\u0430\\u043d\\u0438\\u0437\\u0443\\u0435\\u0442 \\u043c\\u0435\\u0440\\u043e\\u043f\\u0440\\u0438\\u044f\\u0442\\u0438\\u044f \\u0432 \\u0443\\u043d\\u0438\\u0432\\u0435\\u0440\\u0441\\u0438\\u0442\\u0435\\u0442\\u0435 \\u0438 \\u0437\\u0430 \\u0435\\u0433\\u043e \\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0430\\u043c\\u0438.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 163,\n        \"min\": 6875,\n        \"max\": 7198,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          7198,\n          6989,\n          6875\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u0430\\u044f \\u0431\\u0435\\u0437\\u043e\\u043f\\u0430\\u0441\\u043d\\u043e\\u0441\\u0442\\u044c / Information security\",\n          \"\\u041f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u0432 \\u0438\\u043d\\u0444\\u043e\\u043a\\u043e\\u043c\\u043c\\u0443\\u043d\\u0438\\u043a\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0445 \\u0441\\u0438\\u0441\\u0442\\u0435\\u043c\\u0430\\u0445\",\n          \"\\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u043c\\u0438 \\u0438\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u044f\\u043c\\u0438\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"qualification\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"bachelor\",\n          \"master\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"start_year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 2018,\n        \"max\": 2022,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          2022,\n          2020\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"module_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u041d\\u0430\\u0443\\u043a\\u043e\\u0435\\u043c\\u043a\\u043e\\u0435 \\u043f\\u0440\\u0435\\u0434\\u043f\\u0440\\u0438\\u043d\\u0438\\u043c\\u0430\\u0442\\u0435\\u043b\\u044c\\u0441\\u0442\\u0432\\u043e\",\n          \"\\u041c\\u043e\\u0434\\u0443\\u043b\\u044c \\u043e\\u0431\\u044f\\u0437\\u0430\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"contents\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0418\\u043d\\u043d\\u043e\\u0432\\u0430\\u0446\\u0438\\u043e\\u043d\\u043d\\u044b\\u0439 \\u043c\\u0430\\u0440\\u043a\\u0435\\u0442\\u0438\\u043d\\u0433. \\u041a\\u043e\\u0440\\u043f\\u043e\\u0440\\u0430\\u0442\\u0438\\u0432\\u043d\\u044b\\u0435 \\u0444\\u0438\\u043d\\u0430\\u043d\\u0441\\u044b. \\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0446\\u0438\\u0438 \\u0432 \\u0441\\u043e\\u0437\\u0434\\u0430\\u043d\\u0438\\u0438 \\u0442\\u0435\\u0445\\u043d\\u043e\\u043b\\u043e\\u0433\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0433\\u043e \\u0431\\u0438\\u0437\\u043d\\u0435\\u0441\\u0430. \\u0420\\u043e\\u043b\\u0438 \\u0432 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0435 \\u0438 \\u0440\\u0430\\u0441\\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0434\\u043e\\u043b\\u0435\\u0439 \\u043c\\u0435\\u0436\\u0434\\u0443 \\u0443\\u0447\\u0430\\u0441\\u0442\\u043d\\u0438\\u043a\\u0430\\u043c\\u0438. \\u0421\\u0442\\u0440\\u0430\\u0442\\u0435\\u0433\\u0438\\u044f \\u0432\\u044b\\u0445\\u043e\\u0434\\u0430. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u0438\\u043d\\u0442\\u0435\\u043b\\u043b\\u0435\\u043a\\u0442\\u0443\\u0430\\u043b\\u044c\\u043d\\u043e\\u0439 \\u0441\\u043e\\u0431\\u0441\\u0442\\u0432\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c\\u044e. \\u0423\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u043a\\u0430\\u0447\\u0435\\u0441\\u0442\\u0432\\u043e\\u043c. \\u0426\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f. \\u041e\\u0431\\u0449\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f \\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u043e\\u0439 \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438. \\u041e\\u0442\\u043b\\u0438\\u0447\\u0438\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u0439 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0438\\u0437\\u0430\\u0446\\u0438\\u044f\\u00bb \\u0438 \\u00ab\\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u0430\\u044f \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u044f\\u00bb. 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     \"column\": \"bert_embedding\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bert_embeddingD\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 72
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# размер вектора Tiny BERT – 312, что близко к размеру векторов w2v\n",
+        "df.bert_embedding[0].shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "22wbtRgA6GPN",
+        "outputId": "93efe9cf-0756-4957-b611-26dd3b0932f6"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(312,)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 73
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Повторим эксперимент из предыдущего раздела – оценим, насколько схожи векторы описания и содержания для одной дисциплины, сгенерированные BERT."
+      ],
+      "metadata": {
+        "id": "HR9T8I9UGR5c"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "FfbkDKOv6ell"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Постройте график. Вероятно, он будет похож на тот, что ниже.\n",
+        "\n",
+        "Здесь снова пунктиром обозначена медиана."
+      ],
+      "metadata": {
+        "id": "Ca-d_31TGekm"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 457
+        },
+        "id": "EGwTsf2B6lbC",
+        "outputId": "f5993cbb-6267-46b0-fdee-badef979310b"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Теперь сравните распределения сходств, полученных при использовании разных подходов к векторизации.\n",
+        "\n",
+        "В результате должно получиться нечто похожее на гистограмму ниже. По ней видно, что вектора Tiny BERT дают более узкий диапазон сходств. И более высокие значения. Это можно объяснить тем, что:\n",
+        "- модель обучалась на более широком контексте и не улавливает тонкостей разных дисциплин\n",
+        "- относительно стандартного BERT качество модели сильно ниже (его можно поизучать по ссылке в начале раздела)"
+      ],
+      "metadata": {
+        "id": "6VAi7FmpGnbl"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 457
+        },
+        "id": "HFxuE6gK759h",
+        "outputId": "0350e367-0cb6-41c6-bf67-3942ba183804"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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UPD09xfWNXo4jV1paGr7++mu0b98e9evXR6tWrTBlyhQkJye/urFe4e7du/D09ERUVJS4rVWrVvj666+xceNGtGzZEg0bNsTQoUPx9OlTAEB2djaaNWuG+fPna9U3evRodO/eXec4bG1tIQgC1Gq1/m/mBV5eXsjIyBBjJiLDENQqs67fXLHniYqsZcuWmDRpEo4fP44WLVrg+vXr+O+//7BkyRJERkZqlL1z5w569+6NGjVqYNasWZBIJFi+fDkGDBiAqKgoKBQKrfpzL/PcvHkT48ePLzCWlJQULF68WKs35P79+2jQoAH69OkDhUKBM2fOYPLkyRAEAV26dNHp/WZkZEClUmHMmDFwdnbGgwcPsHz5cgwdOhQ//vijTnUV1qFDh3Dr1i1MmTIFCQkJmDlzJr755hvMnz8fcrkcXbp0wc6dOzFq1Cixt+/Zs2c4ePAgJk2a9Mr61Wo1lEolVCoVrl27hh9++AFNmzbVuKQIAIIgiOWUSiWUSiUAvHJx4Pv378PW1lZjDBURFZ1EKkP8rhnIjtf+A7So5GWroOx7Ew1e7+uAyZMJKWiqfYlMBpmlZaHKQiqFxQurzutSVh/W1tZo1aoVIiIi0KJFC+zZswc+Pj6oXLmyVtnFixfD0dERa9asgeXz99OgQQO0bt0a27ZtQ9++fcWy2dnZkEql4uUcyxfef35WrlyJMmXKwNXVVWN7UFCQ+FgQBPj5+eHRo0fYsmWLzsmTs7Mzpk2bJj5XKpWoVKkS3n//fcTGxmod2xAEQcCyZcvE5PLevXtYsWIF1Go1pFIpevTogdWrV+OPP/5A8+Y54zl2794NqVSabw/gi3r27Knx3NPTE7Nnz9Yqd+TIEdSuXVtjm0wmw6VLlzS25SZjuWOe9u/fj9GjR78yySIqbqlZqai2oBoA4Oaom7BV2Bb8AhOjTEvDr+3aAQA67d8PCxsbZMffRvaja0aOrHRh8mRCtuYOAszDW4GBaLFsmfh8e2BgvlP0l/fz07gm/mu7dshMSMizrHPt2nhn61b9An5BcHAwxo4di4yMDERGRiIkJCTPcsePH0fHjh0hk8nEXgsHBwfUqlUL//77r0bZtLQ0WOmQ2D148ADr1q1DWFgYfvjhB419iYmJWLRoEQ4ePIhHjx5BpcrpinZyctKqJ/eLP5cgCFpldu7cibVr1+LWrVtIeyE5vXnzZrEkT35+fhq9cu7u7sjOzkZ8fDxcXFxQtWpVNGrUCNu3bxeTp19++QXt27eHnZ3dK+ufPXs23N3dIQgC7ty5g8WLF+Pjjz/GTz/9pDHmqWHDhpgwYQLUajWysrKgUCjyTIjGjBmj8TwoKAiffPKJvm+fyKCepD0xdghFkt/vcyo5TJ7IIAICAiCXy7FgwQLcvXsXHTp0yLNcQkIC1q1bh3Xr1mntk8vlGs8fP36McuXKFTqGBQsWoF69emjZsqVW8hQaGoqzZ89i2LBhqF69Ouzs7PDTTz9h7969WvW83Avzst9++w3jx49Hr169MGbMGDg5OeHx48cYNmwYMjMzCx2vLhwcHDSe5yZSLx6vZ8+eCA0NxdOnTxEXF4dLly5pjPsqiLu7uzhgvF69eqhWrRq6du2KHTt2oF+/fmI5e3t71K1b95UDxseNG4cmTZogOTkZGzZsQEREBBo1aoTevXvr/N6JiEwNkycT0jM6Ot99kpe+oLodPZp/RS/d4dZp//5Cl9WXXC5Hu3btsHbtWvj7++eb9Dg6OqJ58+Z4//33tfa92MMBAFevXoW7u3uhjn/lyhVERERgax69aJmZmfj9998RGhqq0SO2adOmPOvK7YXJFRERgTVr1ojPo6Ki4OXlha+//lrclt/8RyWpXbt2+Oabb7Br1y7cvXsXVapUQaNGjfSqK/f9X7um36WAypUri8lY48aN0b17d4SFheG9997j9BVEZPaYPJkQCx2+VIqrbFH06NED8fHxBfbc+Pv749q1a6hVq1aB41/i4+Nx8eJFTJxYuMGKYWFh6NChA+rUqaO1LysrC2q1WqNnKyUlBYcOHcqzrhd7YQDg77//1tifkZGh1Uu2e/fuQsVZnBQKBTp16oRt27bhyZMnGDBgACQSiV51Xb16FQAMMsBbJpPh888/x4cffoitW7diwIABRa6TiMiYmDyRwdSrVw9Lly4tsMzIkSPRvXt3DBw4ED179kS5cuXw5MkT/PXXX/D19UVwcDBu376NGTNmAACqVKmCc+fOAcgZTwQA169fR40aNcT5kR4+fIgnT54gIiIiz2PmXmpatWoVnJ2dYWFhgZUrV8LOzk6vW+ebNm2Kr7/+GkuWLIGPjw+OHDmCEydO6FxPcejZsyfWrVsHmUyGrl27Fvp1165dg0qlglqtxp07d7B06VJYW1ujc+fOGuWSkpJw7tw5rUkyq1SpojVf1YuaNm2Khg0bYu3atejbt69W8klEZE6YPFGJqlq1KrZt24awsDBMmzYNaWlpcHFxgZ+fnziX0tKlS3H48GEAwMcff6xVx9dffw1ra2sxOVCr1ejduzcqVqyY73HnzZuHKVOmIDQ0FE5OTggJCUFaWprW2KjC6N27N+7evYsNGzYgPDwcAQEBmDdv3ivHSpWE6tWro1q1aqhSpQreeOONQr8ud+kYiUSCcuXKoW7duliwYIHWTOdnzpxBr169tF4/Z84cdOrUqcBjDB8+HB9++CF2796tU2JHRGRqJEJetxKR3i5cuICsrCx4eXnlObYjIyNDvJ1dlzvJSpPQ0FBUrFgRI0aMyHN/SEgIunTpIn4Bv2rwcmly+/ZttGvXDgsWLED79u2L7TjGaPPS/NlJS0vD5cuX8/29QoWXnp2OwLWBAICjA47CWm6dZzlTbXNlRgYOPF+Pss369bCwssLDNUOKZaoC+Rs18OaHyw1eb36M3ea5EyS/OGwjP+x5IpNTuXJllC9fPt/97u7uBV4iKo0SEhIQGxuLJUuW4K233irU4rtEpZG13BrRn+R/c46ps7CyMsj0MlQ0TJ7I5AwbNqzA/VOnTi2ZQMzI4cOHMXHiRFStWhXfffcdLCz40SYiKi4mt7bdwYMH0aNHD/j4+CAgIACjRo3CnTt3tMpt27YN7du3R926dfHee++JY2RelJycjIkTJ6JRo0bw8fHByJEjERcXp1UudxxH7hxBK1euzHNiRCJT1bVrV1y5cgX79u1Dw4YNjR0OEdFrzaSSp1OnTmH48OGoXr06lixZgokTJ+LKlSv46KOPkJGRIZaLiIjAl19+iQ4dOmDVqlXw9vbG8OHDxbuyco0ePRrHjx/H1KlTMXfuXMTGxuKTTz7RmD361q1bGDhwIFxcXLBixQp88MEHWLhwoV4DiYmIyLSlZaehWlg1VAurhrTsApauMlHK9HT82rYtfm3bFsp8Vpmg4mdSffsRERF46623MGPGDHF+GmdnZ3zwwQf4999/4evrCwBYuHAhgoKCMHr0aABAkyZNcPXqVSxZsgSrVq0CAJw9exbHjh0T74YCAFdXV3Ts2BH79+9Hx44dAQDh4eEoU6YMvv/+eygUCvj7++Pp06dYvnw5QkJC8lyoloiIzJMgCLiVeEt8bHYEAan374uPyThMqudJqVTC1tZWY2K/3FXdc0/yO3fu4ObNm1rLf3Ts2BEnTpxAVlYWAODo0aNwcHBAs2bNxDJubm7w8vLC0Rdm5z569Chat26tkSR17NgRSUlJOHv2rOHfJBEREZk1k+p56tq1K3799Vds3LgR7733Hp49e4bvv/8etWrVQoMGDQAAMTExAKC1+GruQql37tyBu7s7YmJi4OrqqjXDspubm1hHWloaHjx4ADc3N60yEokEMTExaNy4sV7vJT2f7tTMzEyo1WqoVCpxcVoqmtzEWhAEtmkJMUab507imZ6eDrVaXSLHNBW5v0/y+71ChZeW9f9LdWlpaZAo856F31Tb/MVLdekZGbC3sYGgVkFdDJ9DQZ1TZ3p6eon00hm7zQVBKPSqDCaVPPn6+mLx4sUYO3asuG6Yl5cXVq9eLc4lk5iYCEB7odTc57n7k5KSxF6rFzk6OuLff/8FkDOgPK+6FAoFrK2txbr0kTsbdl4sLCyKbQHZ0oxtWvJKss0zMzOhVCrFP35Ko4J+r1DhpCv//8X833//wdoi73mecplam6tf+MzdvHkTdZ2dkZ6RgYw0w4/fUj0faxwbG1uiCY0x27ywQ3VMKnk6c+YMvvjiC/Ts2RMtWrTAs2fPsHTpUgwaNAibNm0yq4nxqlWrBmtr7Q9lZmYm7t+/D0tLS7N6P6ZMEARxqRB913Ij3RirzS0sLFClShVYWlqW2DFNQXp6Om7evJnv7xUqvNSsVCAq57GnpydsFbZ5ljNUmxv686FMT0fudJi5V2CsrawgK4ZJJRXPv6NcXV1LrOfJmOf59evXC13WpJKn6dOno0mTJggNDRW3eXt7o0WLFvj111/Rq1cvODo6AsjpNXJxcRHLJSUlAYC438HBAQ8fPtQ6RmJiolgmt2cqtwcqV1ZWFtLT08Vy+rC2ts5zhlSpVAqpVAqZTFbqZ8M2lNzLRhKJhG1aQozR5jKZDFKpFNbW1qX2D4/8fq9Q4QkW/08CbGxsYKMouD2L2uaCWgWJ1HCfEeULSYzV8z8iJFIZpMXwOcyNu6QTGWOd57okuiaVPN24cUNrZuQ333wTZcqUwe3btwFAHJ8UExOjMVYpJiYGcrkclStXFsudOHFC6xpmbGwsPDw8AOR8cCpUqKB1GSA2NhaCIGiNhaKiiYuLw9q1a3H8+HHcvn0b9vb28PPzw2effVbgunRERIYikUhQy6WW+LjYjyeVIX7XDGTH3zZIfapsFWzL5iQWicfXo2zbIQapl3RjUsnTW2+9hUuXLmlsu3fvHhISEsQv18qVK6NatWqIiopCmzZtxHKRkZHw9/cXr1cGBgZi6dKlOHHiBJo2bQogJym6dOmSxmKzgYGBOHjwID7//HNxpffIyEg4ODjAx8enWN/vy9SCGlKJcW6ALIljX7x4Eb/99hu6deuG+vXrIyEhAcuWLUOPHj2wZ88eLrlCRMXORm6Di0Mvlugxs+NvG3TtuQYdc8bpCunxBquTdGNSyVPv3r0xY8YMTJ8+Ha1atcKzZ8+wbNkylC1bVmNqghEjRmDcuHGoUqUKGjdujMjISPzzzz/YsGGDWCZ3hvKJEydi/PjxsLS0xPz58+Hp6Yl27dqJ5QYOHIjdu3dj7Nix6NOnD65evYrw8HCMGTOmxOd4kkqkWHD+EO6lJJTocSvalcGo+q2K/TgNGzbE3r17NZYOadCgAVq0aIGdO3fio48+KvYYiIiIisqkkqf+/ftDoVDgp59+wvbt22Frawtvb2+EhYWhTJkyYrng4GCkp6dj1apVWLlyJVxdXbF48WKtnqKwsDDMnDkTU6ZMgVKpREBAACZPnqzx5V21alWEh4dj1qxZGDRoEJydnTFy5EijfZHfS0lAbJJ5/DVx+vRp9O3bF7/99huqVKkCABgyZAgOHz6MPXv2oEaNGgCAzz77DCkpKVi5cqVWHW+++SacnZ3FZXNOnTqF/v374+eff9ZY2VqlUiEwMBBdu3bF2LFjS+DdERER5c2kkieJRII+ffqgT58+ryzbo0cP9OjRo8Ay9vb2mDFjBmbMmFFguQYNGmArV6nWWb169WBpaYno6GhUqVIFarUaf//9t7gtN3mKjo5GSEhInnXExsYiPj4e7u7uAAA/Pz+UL18ekZGRGsnTyZMn8eTJEwQHBxf/GyOi11Zadhr8VvkBAKI/iYaN3LwG4KuUAs5F5vyB7V9d+YrSVFxMaoZxMi8KhQL16tXD6dOnAeTMmZKeno7OnTsjOjoaQM7agXFxcfDz89N6vSAImD59OsqXL4+goCAAOXcjduzYEZGRkRq3xub2ZHl6epbAOyOi15UgCLj0+BIuPb5ktsuzpCUqkZaohBlG/9pg8kRF4uvrKyZK0dHRqFOnDgIDAzW2WVtbo06dOlqvXbRoEU6ePIk5c+Zo3JYaFBSEhw8f4u+//waQM3XEgQMHxASLiIjImJg8UZE0atQId+7cwaNHj3D69Gn4+vrC19cXT548wc2bN3H69GnUr19fvJMx19atW7FkyRJMmzYN/v7+Gvvq1auHKlWqYM+ePQBy1h9MSkriJTsiIjIJTJ6oSLy9vSGXyxEdHY3Tp0/Dz88PTk5OqFGjBqKjoxEdHQ1fX1+N1/z222+YOnUqRo4cie7du+dZb1BQEPbt2welUonIyEjUr19fnMOLiIjImJg8UZHY2NigVq1a2LJlC549e4aGDRsCyBn4vWvXLty9e1cjeTp16hQ+++wz9OjRA8OGDcu33uDgYDx9+hSHDh3CoUOHeMmOiIhMBpMnKjJfX1/89ddfqFmzJuzs7DS2yeVycQqJGzduYNiwYahWrRo6deqEc+fOif9yZ5DPVb16dXh6euKbb75BZmYmOnbsWOLvi4iIKC8mNVUB5UxYaW7HbNSoEcLDwzV6mHLvrqtTp464Dtn58+eRnJyM5ORkrekounTpglmzZmlsCw4Oxrx58+Dv76+xjiERkb4kEgmqOlYVH5sdiQSWtjn9HmYY/WuDyZMJUQvqEpnpO79j67s8S4sWLfDff/9pbHNxcdHa1rVrV3Tt2rXQ9Q4aNAiDBg3SKyYiorzYyG1wc/RNY4ehN5mFBI26ls95rOBXuLHwsp0JMda6dsY+NhERkTnhNyYRERGRDtjnR0REpUZ6djoC1wYCAI4OOAprubWRI9KNSingn/05y7M0rsHlWYyFyRMREZUaakGN0/dPi4/NjiAgJV6Z+5CMhJftiIiIiHTA5ImIiIhIB0yeiIiIiHTA5ImIiIhIB0yeiIiIiHTAu+2IiKhUKWdTztghFImFJRdmMTYmT6QXT0/PV5aZOXMmduzYARsbG6xYsaIEogJatWqFe/fuic+dnJzg6emJkSNHaqy998svv2DChAl51tGrVy98/fXXAICQkBD89ddfAHLWwSpfvjzq1auH0aNHo3r16hr785PXun1EZBy2Cls8/vyxscPQm0wuhX/PNwAAFlyexWjY8iZEUKsgkcrM4thbtmzReN6rVy+EhIQgODhY3FalShXUq1cPUmnJXh1u3749PvroIwBAfHw81q1bh48//hi7du1ClSpVNMquXr0a9vb2GtvKli2r8bxBgwYYP348VCoVbty4gbCwMAwYMAARERH46quvkJKSIpadNm0arKysMH78eHGbs7Ozod8iEREZEZMnEyKRyhC/away42+X6HHlZaug7HsTdXqNt7e31rYKFSpobTdG4lCuXDmNOHx9fdG4cWP88ccf6Nu3r0bZ2rVrvzJGBwcHsb6GDRvC2toa48aNwx9//KGRLAKAnZ0dbGxs8mwfIiJ6PTB5MjHZ8beR/eiascMwmJCQEI3LdosWLcIPP/yAzZs3Y+rUqbh06RIqV66M8ePH4+233wYAzJo1C1FRUTh06JBGr9WRI0cwaNAgREREoHr16oWOwdraGjKZDEqlYZYyqFWrFgDg/v37BqmPiEpOenY6OmzsAADY23evWS7PcvHQUwCAL5dnMRrebUclLjs7G+PGjUPXrl2xePFiODs7Y+TIkUhISAAA9OjRAw8ePMDx48c1Xrd9+3Z4e3u/MnESBAFKpRJKpRJxcXGYOXMmZDIZWrRooVVWrVaLZXP/Ca9Y8yB3TFWlSpV0eNdEZArUghpHbh3BkVtHzHZ5lsRH2Uh8lM3lWYyIPU9U4nKTp+bNmwMAXF1d0bp1axw9ehSdOnWCu7s7GjZsiO3bt4u9UQkJCTh06BCmTJnyyvo3bdqETZs2ic+trKwwe/ZsVK1aVatss2bNtLbNmTMHnTp1Ep/nJmNqtRrXr1/H3LlzUatWLbRp00bn905EROaPyROVOKlUCn9/f/F5pUqVYGVlhUePHonbevbsiS+//BLPnj2Dk5MTdu/eDblcjo4dO76y/g4dOmDgwIEAgMTEROzZswdffPEFHBwctJKltWvXws7OTmNb5cqVNZ4fOXIEtWvXFp+XLVsWP//8MxQKReHfNBERvTZ42Y5KnJWVlVbiIZfLkZmZKT5/5513YGVlhV27dgHImVqgffv2WolOXpydnVG3bl3UrVsXAQEBmDlzJlxdXTFv3jytsp6enmLZ3H9OTk4aZRo2bIiff/4ZmzdvxhdffIGkpCR89tlnUKvNsMufiIiKjMkTmSQrKyu8++67+OWXX3Dx4kVcvnwZ3bt316suiUQCNzc3XL9+Xa/X29vbo27duvDx8cHAgQMxduxYnD17FlFRUXrVR0RE5o3JE5msnj174vLly5g5cyaqVaumMcmlLgRBwI0bN1CmTBmDxNWvXz9UqlSpxCb+JCIi08IxTyZGXrbKqwu9BscsjJo1a6Ju3bqIjo7G2LFjC/26J0+e4Ny5cwD+P+bp6tWrGDNmjFbZixcvak2SaW9vD3d393zrl8vlGDJkCCZPnoyjR48iMDCw0LERkfHZyG2MHUKRSGVcnsXYmDyZEEGt0nmySkMe21izmxekbdu2uHTpEjp37lzo1+zbtw/79u0DANja2qJq1ar49ttv0a1bN62yH3/8sdY2f39/rF27tsBjdO7cGcuXL8eqVauYPBGZEVuFLVInpho7DL3J5FI0e5/LsxgbW96EGDN5Keqx//vvvzy3//jjjxrPR4wYgREjRmiVO336dJ6vz+3ZKV++fKHiOHToUKHKde3aFV27dn1luZfjzyWXy3Hw4MFClyciotcHkycySRcuXMDff/+N06dPY82aNcYOh4iISMTkiUxS9+7dYW9vj6FDh6Jp06bGDoeIXhMZygx025pzCX97z+2wsrAyckS6UasEXDryDADQoIbKuMGUYkyeyCTldxmQiKgoVGoVIq9Fio/NjaAWkHAvZ068Vy0lRcWHUxUQERER6YDJk5HwLwYi3fAzQ0SmgslTCZPL5QCAtLQ0I0dCZF5yPzO5nyEiImPhmKcSJpPJ4OTkhLi4OACAjY0NJBJOeFYUKpVKXBdPJjO9uapeRyXZ5oIgIC0tDXFxcXBycuLPmIiMjsmTEbz55psAICZQVDRqtRpKpRIWFhaQStmZWhKM0eZOTk7iZ4eIyJiYPBmBRCJBhQoVUL58eWRnZxs7HLOXnp6OmJgYVKlSBdbW1sYOp1Qo6TaXy+XscSIik8HkyYhkMhm/EAxArVYDACwtLWFlZV5ztpgrtjmZK1uFLYSvzPfmA5lcirdDcnpguTyL8fAaBxEREZEOmDwRERER6YB9fkREVGpkKDMQsiMEAPBjlx/NcnmW/449AwDU5/IsRsPkiYiISg2VWoWfL/0MAFjbaa1xg9GDoBbw5DaXZzE2XrYjIiIi0gGTJyIiIiIdMHkiIiIi0gGTJyIiIiIdMHkiIiIi0gGTJyIiIiIdcKoCIiIqNWzkNkiZkCI+NjdSCwma9i4PAJDJubyXsTB5IiKiUkMikcBWYWvsMPQmkUggk0vEx2QcvGxHREREpAP2PBERUamRqczE4D2DAQArglfA0sLSyBHpRq0ScO1kIgCgngeXZzEWJk9ERFRqKNVKrDu/DgCwpOMSWMK8kidBLSAuJgMAoFZzeRZj4WU7IiIiIh0weSIiIiLSAZMnIiIiIh3oNeZp8eLFrywjkUgwbNgwfaonIiIiMlmFSp4yMjJgZWUlPl+8eLE4v4Qg5D1gjckTERERvY4Kddluy5YtaNiwIX788UcAQGBgIARBQGBgIHbt2oUrV65o/bt8+XKxBk5ERERkDIXqefrggw9QpkwZTJgwAe3atcPKlSsRHR2NuXPnokuXLnjvvfcwatQovPnmm8UdLxERkd5s5DaIGxcnPjY3UgsJGvfg8izGVugB440aNYJKpcLDhw8BAH5+ftiyZQvmz5+Pc+fOoX379pg9ezYSExOLLVgiIqKikEgkcLF1gYuti1kubyKRSKCwkkJhJTXL+F8XhUqeUlJS8MMPP8DOzg7u7u4a+9q1a4eIiAhMnDgRERERaNu2LVauXInMzMxiCZiIiIjImAqVPP3666+4ceMGli1bBjs7O0RHR2v8+/vvv+Hm5oZvvvkGdevWxfz589GuXTu9g9qxYwc6d+6MunXronHjxvj444+RkZEh7j906BDee+891K1bF+3bt8f27du16sjKysLs2bPRrFkzeHt748MPP0RMTIxWuRs3buDDDz+Et7c3mjVrhjlz5iArK0vv2ImIyHRlKjMxLGIYhkUMQ6bS/P7IV6sEXD+VhOunkqBWcnkWYynUmKe+ffuib9++4vOQkBCN7kJBELTuvouLi9MroGXLlmHVqlUYMmQIvL29kZCQgBMnTkClyjlJTp8+jeHDh6N79+6YOHEiTp48iUmTJsHW1hbvvPOOWM/06dMRGRmJ0NBQvPHGG1i+fDkGDBiAiIgI2NvbAwASExPxwQcfoFq1ali0aBEePXqEWbNmISMjA1OmTNErfiIiMl1KtRJLTy8FAMxpO8csl2d5cDUNAODF5VmMRq95ntavX2/oOAAAMTExWLx4MZYuXYrmzZuL29u3by8+XrZsGerVq4evv/4aANCkSRPcuXMHCxcuFJOnhw8f4ueff8ZXX32F7t27AwDq1q2Lli1bYvPmzfjkk08AAJs3b0ZqaioWL14MJycnAIBKpcK0adMwePBgvPHGG8XyPomIiMh86ZU8NWrUyNBxAAB++eUXVKpUSSNxelFWVhZOnTqFcePGaWzv2LEj9uzZg7t376JSpUo4duwY1Gq1Rk+Uk5MTmjVrhqNHj4rJ09GjR+Hv7y8mTgDQoUMHfPXVVzh+/Di6du1q+DdJREREZq1Iy7NkZWXh7NmzOHDgAJ4+fVrkYM6fPw8PDw8sXboU/v7+qFOnDnr37o3z588DAG7fvo3s7Gy4ublpvC53EHvumKaYmBiULVsWjo6OWuVeHPcUExOjVZeDgwNcXFzyHB9FREREpFfPE5Bz6W7x4sVITk4GAPzwww/w9/fH06dP0aFDB3z++efiJbPCevz4Mf79919cvXoVX331FaytrbF8+XJ89NFH2L9/vzgNgoODg8brcp/n7k9KShLHNb1c7sWpFJKSkrTqAgBHR8ciT7mQnp5epNdT4eW2Ndu85LDNSxbb23DSstL+/zgtDRJl3rf7G6LNJRIJrK2tIahVUKsMM7hb/eI4J7UaAAxa/4sEdU6d6enp+a4mYkjGPs9fHL/9KnolT9u3b8eMGTMQFBSEZs2aYeLEieI+Z2dnNGnSBJGRkTonT4IgIC0tDQsWLEDNmjUBAPXr10erVq2wYcMGBAQE6BOuUdy8edPYIZQ6bPOSxzYvWWzvoktX/v+L+b///oO1hXWB5YvS5tbW1qhVqxbSMzKQkZb26hcUgkr5/yQmd0qgjMwspBuofo1jPb/LPTY2tkQTGmOe5wqFolDl9Eqe1qxZg9atW2PevHlISEjQ2l+7dm1xKRddODg4wMnJSUycgJyxSrVq1cL169cRFBQEAGJvV66kpCQAEC/TOTg4ICUlRav+pKQkjUt5Dg4OWnUBOT1YL1/y01W1atVgbV3wh5IMIz09HTdv3mSblyC2ecliextOalYqEJXz2NPTE7YK2zzLGaLNc3sxrK2sILMxzGzmOclTTqJkaZlzp6CVpQJSA9X/IsXzNW1dXV1LrOfJmOf59evXC11Wr+Tp1q1bCAkJyXe/k5MTnj17pnO91atXx+3bt/Pcl5mZiSpVqkAulyMmJgZvv/22uC93fFLu+CU3Nzc8efJEKwl6eYyTm5ub1tim5ORkPH78WGsslK6sra1hUwwnM+WPbV7y2OYli+1ddFbWVogdFQsAKOtYFlJJwUN/DdHmEqkMUplhllKRSAX4dSkHAJAp5AavX/NYOXWWdCJjrPNclxnb9Row7uDgkGePU67r16/DxcVF53pbtmyJZ8+eaSwqnJCQgIsXL6J27dpQKBRo3Lgx9u3bp/G6yMhIuLu7o1KlSgCAgIAASKVS7N+/XyyTmJiIY8eOITAwUNwWGBiIP//8U+y5AoCoqChIpVI0a9ZM5/iJiMi0SSVSVHOqhmpO1V6ZOJkiiUQCKzsLWNlZQCLl8izGoteZExgYiK1bt2okHbmuXbuGbdu2oVWrVjrX26ZNG9StWxcjR45EZGQkDh48iCFDhkChUOD9998HAHz66ac4d+4cpk6dilOnTmHhwoXYs2cPRowYIdbz5ptvonv37pgzZw62b9+OY8eOYfjw4bC3t0fv3r3Fcr1794atrS2GDRuGY8eOYfv27ZgzZw569+7NOZ6IiIgoT3pdths9ejR69uyJ4OBgtGzZEhKJBDt37sT27duxf/9+uLi4YOjQoTrXK5VKsXLlSsycORNTpkxBdnY2fH19sXHjRrEny9fXF4sWLUJYWBh+/vlnvPXWW5g+fTo6dOigUdfkyZNha2uLefPmITU1FQ0aNMCaNWs07sJzdHTEunXr8M0332DYsGGwtbVF9+7dMWbMGH2ahYiITFyWKguTDk4CAHzb+lsoZIUbIGwq1CoBN8/ljNX18uDyLMaiV/L0xhtv4JdffsH333+PvXv3QhAE/Prrr7C1tUVQUBDGjRsHZ2dnvQJydnbGd999V2CZ1q1bo3Xr1gWWUSgUGD9+PMaPH19gOXd3d6xdu1bXMImIyAxlq7Ix98RcAMDUFlPNLnkS1ALuXcoZMO7J5VmMRu95nsqWLYtvv/0W3377LZ4+fQq1Wg1nZ2dIpeZ3DZmIiIiosPROnl6kby8TERERkbnRq5to/vz56NSpU777O3fujMWLF+sdFBEREZGp0it52rdvn8Yt/y9r3rw5IiMj9Q6KiIiIyFTplTw9ePAAVapUyXd/pUqVcP/+fb2DIiIiIjJVeiVPNjY2uHfvXr777969K04bT0RERPQ60WvAeKNGjbBlyxb06dNHazLJBw8eYMuWLWjcuLFBAiQiIjIUa7k1/v30X/GxuZFaSNDg3bIAAJmF4ZdkocLRK3kaNWoUevTogaCgIHTv3h3Vq1cHkDO7+Pbt2yEIAkaNGmXQQImIiIpKKpGidvnaxg5DbxKJBLZOuWvacXkWY9EreXJzc8PGjRsxffp0rQkm/fz8MGnSJLi7uxsiPiIiIiKTovc8TzVr1sSGDRvw9OlT3L17F0DOQHHO+URERKYqS5WFGX/MAABMfHui2c0wrlYJuPNvCgDAg8uzGE2RJ8l0dnZmwkRERGYhW5WNaUemAQA+b/q52SVPglrA7X9SAQDVu3F5FmPRK3nauXNnocp17txZn+qJiIiITJZeyVNoaCgkkpyBaoKQd+YrkUiYPBEREdFrR6/kqUaNGrh27RqaN2+OYcOGoWzZsoaOi4iIiMgk6TVJ5q5duzBz5kxcu3YNAwYMwI4dO1CmTBlUrFhR4x8RERHR60av5EkikaBLly6IiorCiBEjsGHDBrRt2xYbN26EUqk0dIxEREREJkOv5CmXQqHAhx9+iAMHDqBbt26YO3cuOnTowEWBiYiI6LWl15invBb97d27N1q2bInFixdj7NixWL16NX755ZciB0hERGQoVhZW+Ovjv8TH5kYqk8C7Q+7yLEXq/6Ai0Ct5atWqlXi33cty7767fPmy/lEREREVA5lUBr+KfsYOQ28SqQT25XKXZ2HyZCx6JU8zZszIN3kiIiIiep3plTx17drV0HEQEREVuyxVFhacXAAAGNVklNnNMK5WCbh/JQ0A4M7lWYymyMuzEBERmYtsVTa+OPAFAGCo31CzS54EtYDYM8kAANdOXJ7FWPRKniZMmPDKMhKJBDNmzNCneiIiIiKTpVfytGPHDigUCshksnzLMHkiIiKi15Hel+2+/fZbvPvuu4aMhYiIiMjk8T5HIiIiIh0weSIiIiLSAZMnIiIiIh3oPebp33//haWlZYFl2rVrp2/1REREBmdlYYXDHxwWH5sbqUyCum3LAODyLMakd/K0bt06rFu3Lt/9EomES7QQEZFJkUllaFGthbHD0JtEKoHTm5bPHzN5Mha9kqf169cbOg4iIiIis6BX8tSoUSNDx0FERFTsslXZWPn3SgDAoIaDIJfJjRyRbtRqAQ+v5SzP4uqpNnI0pReXZyEiolIjS5WF4XuHAwAGeA8wu+RJUAm48VfO8ixVg5g8GYveydPjx4/x888/49KlS0hOToZarflDlEgkBY6JIiIiIjJHeiVPV65cQf/+/ZGRkQFXV1dcvXoV1atXR1JSEh49eoQqVargzTffNHSsREREREan11D9efPmwcbGBlFRUVizZg0EQcDEiRNx5MgRzJ8/H4mJiRg3bpyhYyUiIiIyOr2SpzNnzqBXr1546623IH1+q6QgCACADh064N1338WcOXMMFyURERGRidAreVKr1ShXrhwAwMHBATKZDM+ePRP3e3p64uLFiwYJkIiIiMiU6JU8VapUCXfv3s2pQCpFpUqVcOLECXH/mTNnYG9vb5gIiYiIiEyIXgPGAwICEBUVhTFjxgAA+vTpg1mzZuHOnTsQBAF//fUXPvzwQ4MGSkREVFSWFpbY02eP+NjcSGUS1G7p9PwxZxg3Fr2SpyFDhiAoKAjZ2dmQy+X44IMPkJaWhv3790MqlWLo0KEYPHiwoWMlIiIqEgupBYI8gowdht4kUgmcK+WsycfkyXj0Sp4cHR3h6OgoPpdIJBg6dCiGDh1qsMCIiIiITJFBZxhPT0+HUqnkeCciIjJJ2apsbLywEQDQt25fs5thXK0W8Dg2HQBQhcuzGI1efX5ZWVmYPn063nvvPUyfPh1qtRphYWHw9fVFo0aNMHToUGRkZBg6ViIioiLJUmXhw18/xIe/fogsVZaxw9GZoBJw9c8kXP0zCWoVkydj0avnaeHChdiwYQOaN2+O3bt3Iy0tDZGRkRg2bBiePn2KjRs3Ys2aNfj0008NHS8RERGRUemVPEVFRaF79+6YPn06Dhw4gBEjRmDEiBHimKdnz54hMjKSyRMRERG9dvS6bBcXFwdvb28AQP369SEIAmrXri3u9/X1xf379w0SIBEREZEp0St5srGxEcc0KRQKlCtXDnZ2duJ+tVotLtdCRERE9DrR67Kdm5sbrl69CiBn2oJjx45p7I+NjUXlypWLHh0RERGRidEreRo7dixSU1Pz3a9UKtGnTx+9gyIiIiIyVXolTw0bNixw/1dffaVXMERERMXJ0sISW7tvFR+bG6lMgpqBTs8fc4ZxYzHoJJlERESmzEJqgR61exg7DL1JpBK4VOXyLMbGliciIiLSAXueiIio1FCqldhxeQcAoItXF1hIzetrUFALeHInEwBQicuzGI15nTVERERFkKnMRM+fewIAUiakwEJhXl+DapWAK0efAQDeas3kyVh42Y6IiIhIBwZJnjIyMrgQMBEREZUKevdX3r9/H4sWLcKRI0eQkJAAAChTpgyaN2+O4cOHo2LFigYLkoiIiMhU6JU83bhxA++//z6Sk5PRtGlTuLu7AwBiYmLw66+/4vDhw9i0aRPc3NwMGiwRERGRsemVPM2bNw9SqRQ7duyAp6enxr6rV69iwIABmDdvHpYsWWKQIImIiIhMhV5jnqKjoxESEqKVOAGAh4cH+vbti7/++qvIwRERERGZGr16npRKJaysrPLdb21tDaVSqXdQRERExUEhU2BNpzXiY3MjkUng0dQBAGcYNya9kicvLy9s27YNPXr0gL29vca+lJQU/Pzzz6hVq5ZBAiQiIjIUuUyOAd4DjB2G3qRSCd5wt8l5zOTJaPRKnkaMGIFPPvkEHTp0QNeuXVGtWjUAQGxsLHbs2IFnz55hypQphoyTiIiIyCTolTz5+/tj5cqVmDNnDlauXKmxz8vLC9999x2aNGlikACJiIgMRalWYt/1fQCA9tXbm+XyLAn3c5ZnqcDlWYxG77OmadOm2LlzJx4/foz79+8DAN566y24uLgYJLDU1FR06NABjx49ws8//4y6deuK+7Zt24bVq1fj/v37cHV1xZgxY9CyZUuN1ycnJ2PmzJk4cOAAsrOz8fbbb2Py5MkoX768RrkzZ85g9uzZuHz5MsqWLYs+ffrgk08+gUQiMcj7ICIi05GpzETwT8EAzHd5louHnwEA3mjB5MlYinzB1MXFBfXr10f9+vUNljgBwNKlS6FSqbS2R0RE4Msvv0SHDh2watUqeHt7Y/jw4Th37pxGudGjR+P48eOYOnUq5s6di9jYWHzyyScaA9lv3bqFgQMHwsXFBStWrMAHH3yAhQsX4ocffjDY+yAiIqLXi14p9+LFi19ZRiKRYNiwYfpUjxs3bmDTpk0YP348vvrqK419CxcuRFBQEEaPHg0AaNKkCa5evYolS5Zg1apVAICzZ8/i2LFjCA8PR0BAAADA1dUVHTt2xP79+9GxY0cAQHh4OMqUKYPvv/8eCoUC/v7+ePr0KZYvX46QkBAoFOZ3JwYREREVL5NMnqZPn47evXvD1dVVY/udO3dw8+ZNfP755xrbO3bsiDlz5iArKwsKhQJHjx6Fg4MDmjVrJpZxc3ODl5cXjh49KiZPR48eRdu2bTWSpI4dO2LFihU4e/YsGjdurFf8RERE9PrS+2Lvd999h3fffdeQsQAAoqKicPXqVSxatAgXL17U2BcTEwMAWkmVu7s7srOzcefOHbi7uyMmJgaurq5a45bc3NzEOtLS0vDgwQOtJWTc3NwgkUgQExPD5ImIiIi0mNRIufT0dMyaNQtjxoyBnZ2d1v7ExEQAgIODg8b23Oe5+5OSkrTmnwIAR0dH/PvvvwByBpTnVZdCoYC1tbVYV1HeC5WM3LZmm5cctnnJYnsbTlpW2v8fp6VBosz75iBDtLlEIoG1tTUEtQrqPMbw6kOtFl58AgAGrf9FgjqnzvT0dAiC8IrSRWfs81wQhELfLKZ38lQcd6MtW7YMZcuWRbdu3Qxed0m7efOmsUModdjmJY9tXrLY3kWXrvz/F/N///0HawvrAssXpc2tra1Rq1YtpGdkICMt7dUvKASV8v9JTGZmzpQFGZlZSDdQ/RrHysgAkDOHY0kmNMY8zws71lnv5GnGjBlYsGABFAoFbGxsUK5cObi7u8Pf319jrFFh3bt3Dz/88AOWLFki9gqlPT8Z0tLSkJqaCkdHRwA5vUYv3tmXlJQEAOJ+BwcHPHz4UOsYiYmJYpncnqncY+XKyspCenq6WE5f1apVg7V1wR9KMoz09HTcvHmTbV6C2OYli+1tONmqbHyf/T0AoG6tupDL5HmWM0Sb53YyWFtZQWZjo1/AL1GrBbj55twob2WTE5eVpQJSA9X/IsXzZdhcXV1LrOfJmOf59evXC11Wr+SpS5cuAHLWuMvOzkZycjLu3buHEydOIDw8HA0aNMDKlStha2tb6Drv3r2L7OxsDBo0SGtf//79Ub9+fcybNw9AztinF8cqxcTEQC6Xo3LlygByxi2dOHFCqwsuNjYWHh4eAAAbGxtUqFBBHAP1YhlBELTGQunK2toaNsVwMlP+2OYlj21estjehjEmYEyhyxqizSVSGaQyWZHqyCWVARW9coa1yOQWBq//RRJpTp0lncgY6zzX5YqaXsnTzJkz89yuVCpx4MABTJgwAYsXL8b48eMLXaeXlxfWr1+vse3y5cuYOXMmpk2bhrp166Jy5cqoVq0aoqKi0KZNG7FcZGQk/P39xe62wMBALF26FCdOnEDTpk0B5CRFly5dwscffyy+LjAwEAcPHsTnn38OuVwu1uXg4AAfH59Cx05ERESlh0EHjFtYWOCdd97B+fPnsW/fPp2SJwcHh3zvbqtduzZq164NIGddvXHjxqFKlSpo3LgxIiMj8c8//2DDhg1ieR8fHwQEBGDixIkYP348LC0tMX/+fHh6eqJdu3ZiuYEDB2L37t0YO3Ys+vTpg6tXryI8PBxjxozhHE9ERK8hlVqFP27/AQB4u8rbkEkN32NTnAS1gMS4LACAVU3OMG4sxXK33ahRozBgwIDiqBrBwcFIT0/HqlWrsHLlSri6umLx4sVaPUVhYWGYOXMmpkyZAqVSiYCAAEyePBkWFv9/y1WrVkV4eDhmzZqFQYMGwdnZGSNHjsRHH31ULLETEZFxZSgz0HJdznJeKRNSYKso/PASU6BWCbjwWwIAwCWAyZOx6JU8PXv2DA8fPkTNmjXz3H/r1i28+eabRQoMABo3boz//vtPa3uPHj3Qo0ePAl9rb2+PGTNmYMaMGQWWa9CgAbZu3VqkOImIiKj00Gttu9wenfx89dVXmD17tt5BEREREZkqvZKnkydPolWrVvnub9myJU6cOKF3UERERESmSq/k6enTpyhTpky++52cnBAfH693UERERESmSq/kycXFBZcuXcp3/8WLF+Hs7Kx3UERERESmSq/kqU2bNti+fTsOHjyote/AgQP45ZdfNOZhIiIiInpd6HW33YgRI3DixAkMHz4cNWvWRI0aNQAA165dw5UrV+Du7o6RI0caNFAiIqKiksvkmNNmjvjY3EikErg2yFleTCo1/BqzVDh6JU/29vbYsmULVq9ejd9++w379u0DAFSpUgVDhw7FwIEDuYQAERGZHIVMgc+bfW7sMPQmlUlQqXbO3FRSC/Oa4PN1ovckmTY2Nhg5ciR7mIiIiKhUKZYZxomIiEyRSq3CmQdnAAANKjQwy+VZUp4qAQBWas4wbix6JU8TJkx4ZRmJRPLK2b2JiIhKUoYyA41WNwJgvsuznNubMxVQqyZMnoxFr+Rpx44dkEgkqFChQr5lJBIOZCMiIqLXj17JU58+fbBt2zbY2dlh7NixaN68uaHjIiIiIjJJes3z9NVXXyEyMhJubm749NNP0b9/f/zzzz+Gjo2IiIjI5OiVPAE50xKEhYVh69atkMlk6NWrF0aOHImbN28aMDwiIiIi06J38pSrTp06WLNmDVatWoW7d+8iODgYX331FR4/fmyI+IiIiIhMil5jnnbu3Jnn9pCQEOzZswdbtmzBrl27cPbs2aLERkRERGRy9EqeQkNDX1kmIyNDn6qJiIiKjVwmx1fNvxIfmxuJVIIq9Z7PMM7lWYxGr+QprwWBiYiITJ1CpsDUFlONHYbepDIJqtZ/vrYdl2cxGr2Sp4oVKxo6DiIiIiKzwOVZiIio1FALalx+fBkA4OXiBamkyPdNlShBEJCWmLs8i2DkaEqvQidPQ4YM0aliiUSCZcuW6RwQERFRcUnPTkedZXUAmOnyLEoBZ3Y/X57FV2XkaEqvQidPV69e1domCAIePnyIsmXLQqFQaOzj8ixERET0Oip08nTo0CGtbU+fPkXTpk3x3Xffwd/f36CBEREREZmiIl3sZe8SERERlTbmNVKOiIiIyMiKlDw9efIEEokEtrbmNeCOiIiISF96J0937tzBjBkzoFAo4O7ubsiYiIiIiExWoQeM+/j4iGOcsrOzoVQqIZFIMGnSJPY8ERGRWZDL5BjnP058bG4kUgkq1rIBwOVZjKnQyVP79u3F5Ekul6NixYpo0aIFPD09iy04IiIiQ1LIFPiu3XfGDkNvUpkEbg0dch5zeRajKXTyNGvWrOKMg4iIiMgscHkWIiIqNdSCGrcTbwMAqjhWMcvlWTJTc2YW5/IsxsPkiYiISo307HS4LnAFYL7Ls0TveAIAaOXN5VmMxbxSbiIiohIil8s5GTTliT1PREREL5FIJKhVuzYsZMU1KFsAwMTMXDF5IiIiyoOFTIawswdwPy1Rr9dXtHXCKO/WuJuSgJTEx+J2S5kFKtmVMVSYZARMnoiIiPJxNyUBt1ISilRHllqJDFW2gSIiU8AxT0REREQ6YPJEREREpANetiMiolLDQmqBob5Dxcf5MdW77CRSCSp4cHkWY2PyREREZkktqHWe5NLSwhJLgpa8spyVldXzR6aVoEhlElRvzOVZjI3JExERmSWpRIoF5w/hXhEHdOelftlK6FuzscHrpdcDkyciIjJb91ISEJsUX+jygiAgS5kCAFBY2OV7ea6CtYNB4jM0QRCQnZmzLIuVwOVZjIXJExERlRoqdRZ2nx0HAOjccCEsZJZGjkg3aqWAU9viAACt6nB5FmPh3XZEREREOmDyRERERKQDJk9EREREOmDyRERERKQDJk9EREREOmDyRERERKQDTlVARESlhkQiRdVy/uJjcyORSlDeLWf2cy7PYjxMnoiIqNSQSeXwcxtg7DD0JpVJ4NnMKecxl2cxGvNLu4mIiIiMiD1PRERUagiCAJU6CwAgkyryXZ7FVAmCALVSEB+TcTB5IiKiUkOlzsLOv0cCMN/lWf7c/Hx5Fi8uz2IsvGxHREREpAMmT0REREQ6YPJEREREpAMmT0REREQ6YPJEREREpAMmT0REVGzUgtrYIRAZHKcqICKiYiOVSLHg/CHcS0kwaL3eLpXxvkcjnV8nkUhRsUwD8bG5kUglKFclZ3oFc5uj6nXC5ImIiIrVvZQExCbFG7TOirZOer1OJpXDv8Zgg8ZSkqQyCbyalwEAyORcnsVYzC/tJiIiIjIiJk9EREREOuBlOyIiKjWUqkyzXp5Fla3+//Is05RGjqb0Mqmep7179+LTTz9FYGAgvL290alTJ/z8889aix9u27YN7du3R926dfHee+/h8OHDWnUlJydj4sSJaNSoEXx8fDBy5EjExcVplTtz5gx69eqFevXqoWXLlli5ciUXWyQiIqJ8mVTP09q1a1GxYkWEhoaiTJky+PPPP/Hll1/i4cOHGD58OAAgIiICX375JYYMGYImTZogMjISw4cPx8aNG+Ht7S3WNXr0aFy/fh1Tp06FpaUlwsLC8Mknn2D79u2wsMh527du3cLAgQPRrFkzjB49Gv/99x/mzp0LmUyGgQMHGqMJiIioBJWzsoW9wkpre3lrewA5A9OlUv3uatN3UDuZPpNKnpYtWwZnZ2fxub+/P549e4Y1a9Zg6NChkEqlWLhwIYKCgjB69GgAQJMmTXD16lUsWbIEq1atAgCcPXsWx44dQ3h4OAICAgAArq6u6NixI/bv34+OHTsCAMLDw1GmTBl8//33UCgU8Pf3x9OnT7F8+XKEhIRAoVCUbAMQEVGJKWtlg7C3e8DSIv/f9WMatCnycSzMcEoEKphJJU8vJk65vLy8sHXrVqSlpSEhIQE3b97E559/rlGmY8eOmDNnDrKysqBQKHD06FE4ODigWbNmYhk3Nzd4eXnh6NGjYvJ09OhRtG3bViNJ6tixI1asWIGzZ8+icePGxfROiYjI2OwUVrC0UOD8T58jNS5Gc5+FAuVtHHE35Smy1Cq96i/n+TY83hkNKZOn145JJU95+fvvv/HGG2/Azs4Of//9N4CcXqQXubu7Izs7G3fu3IG7uztiYmLg6uqqNYGYm5sbYmJyPiBpaWl48OAB3NzctMpIJBLExMQweSIiKgVS42KQdO+SxjaJ3ArZ9s5ISYxDhkq/gdm2Lq6vLkRmyaSTp9OnTyMyMhLjx48HACQmJgIAHBwcNMrlPs/dn5SUBHt7e636HB0d8e+//wLIGVCeV10KhQLW1tZiXfpKT08v0uup8HLbmm1ectjmJctc21sikcDa2hpqtRpqPXtv8qNWq5//L+hU94tlhed1CIKgdaNQ7jNBgN43Ef3/ZS/XLzyPRf3CkQpH/WI9ufHn1b4GuO9JeF5nenp6idxIZezzXBCEQs/abrLJ08OHDzFmzBg0btwY/fv3N3Y4Ort586axQyh12OYlj21essytva2trVGrVi1kpGcgNTXNoHVnZmYBALIyM3WqW6XORjnbmjl1ZOTUoVapoFZpJh+5yYIgCFr7Cis3oVGr1Rp1SGUKAAKkUj0u58kElKn4fHkWWc4M4xKpFFLp/2cbFwQBqWmpRU54VBkZAIDY2NgSTWiMeZ4XdqyzSSZPSUlJ+OSTT+Dk5IRFixaJJ5ijoyOAnF4jFxcXjfIv7ndwcMDDhw+16k1MTBTL5PZM5fZA5crKykJ6erpYTl/VqlWDtbV1keqgwklPT8fNmzfZ5iWIbV6yzLW9c/+Kt7K2gm22jUHrtrTM+ZJTWFrC1la3ugO9cuZ5srPNufIglckglWkudZIbu0Qi0dpXWLkJjVQq1ahDLpMBkOBuSgIyVdk612vdMOf/+OxUvAEgLi0RTxNzpuKxlFmgkp0zbGysi9z7pLDKuQvR1dW1xHqejHmeX79+vdBlTS55ysjIwODBg5GcnIwtW7ZoXH7LHZ8UExOjMVYpJiYGcrkclStXFsudOHFCqwsuNjYWHh4eAAAbGxtUqFBBHAP1YhlBELTGQunK2toaNjaG/WVBBWOblzy2ecky1/aWvtQzYqg6c/6X6F13bh0SiUTrck3uM4lE/wV4//+yl+p//jhTpdR7PBUAZD/v2cpSq1+oJ6duQ7S35HkdJZ3IGOs81+XnbFK3ACiVSowePRoxMTFYvXo13njjDY39lStXRrVq1RAVFaWxPTIyEv7+/mJ3W2BgIBITE3HixAmxTGxsLC5duoTAwEBxW2BgIA4ePIjs7GyNuhwcHODj41Mcb5GIiIjyIJFIIJfLjR1GoZhUz9O0adNw+PBhhIaGIiUlBefOnRP31apVCwqFAiNGjMC4ceNQpUoVNG7cGJGRkfjnn3+wYcMGsayPjw8CAgIwceJEjB8/HpaWlpg/fz48PT3Rrl07sdzAgQOxe/dujB07Fn369MHVq1cRHh6OMWPGcI4nIio11IK61NxOr1RlYvfZcQCA4c1/MHI0uhOUQMKBnB6SN2pp91pZSKXIuV6nX2/ZqxTnuWJtbY1atWsjOyurWOo3JJNKno4fPw4AmDVrlta+gwcPolKlSggODkZ6ejpWrVqFlStXwtXVFYsXL9bqKQoLC8PMmTMxZcoUKJVKBAQEYPLkyeLs4gBQtWpVhIeHY9asWRg0aBCcnZ0xcuRIfPTRR8X7RomITIhUIsWC84dwLyXBoPV6u1TG+x6NDFqnIajUpv/lXCBV/omRTCLF/8dTFW3tOzvbcngTwIJzB3Ev9Zn48yyOcwUA3rJxxGifNtB9FFjJM6nk6dChQ4Uq16NHD/To0aPAMvb29pgxYwZmzJhRYLkGDRpg69athY6RiOh1dC8lAbFJ8Qatk8uTGE/OeKqipSEKdU7ydS/1GWKT4sWfZ3GcK8D/p58wB6Wjn5aIiIjIQJg8EREREemAyRMRERGRDpg8EREREenApAaMExERFSeJRIJy9jmTJUuK6Xb+YiUBLJyfz/at5+SdVHRMnoiIqNSQSRVo4TUWACCXWRo5Gt1JZICDf07yJJUbdtZ2KjxetiMiIiLSAZMnIiIiIh3wsh0REZUaSlUmIs9PBAB8+vZyI0ejO0EJPDuc//IsVDKYPBERUamSpUwxdghFImRxoLix8bIdERERkQ6YPBERERHpgMkTEZGJk0gksLa2hoTz+hCZBI55IiIycQpLS9SqVcvYYRDRc0yeiIhMnEwqxeyTEXicnQap1LAXDLxdKuN9j0YGrZPodcfkiYjIDNxJeooH2SmQSg07q3RFWyeD1mfqJBIJythWzXlspsuzyBy5PIuxMXkiIqJSQyZVoHXtnHmezHV5FscALs9ibBwwTkRERKQDJk9EREREOuBlOyIiKjWUqizsvzAVADCo2ULjBqMHQQUkHnm+PEttlZGjKb2YPBERUSkiIC0r/vkjwcix6EEA1OnPB4oLZhj/a4KX7YiIiIh0wOSJiIiISAdMnoiIiIh0wOSJiIiISAdMnoiIiIh0wLvtiIioFJHAwbrC80dmuLyJBJDZcXkWY2PyREREpYaFTIF2dacCMOPlWZpzeRZj42U7IiIiIh0weSIiMgC1oC7W+iW8RENkMnjZjojIAKQSKRacP4R7KQkGrdfbpTLe92jE5MlAlKosHLo0AwDwUZO5Ro5Gd4IKSDrG5VmMjckTEZGB3EtJQGxSvEHrrGjrZND6SEBS+oPnj8xweRMBUKVweRZj42U7IiIiIh2w54mIiExWOStb2CustLa7WNsD0L1nLkuVIT5+y8axSLFR6cXkiYiITFI5K1uEvd0DlhaKfMuM8m6tU52pWalYcDjn8bB6LQEAFhJehClIboKqb8L6KslZGXiSkWrQOosbkyciIjJJ9gorWFoocP6nz5EaF6Oxz87CEuVtHHA3JQFZamWh60wX/l/22m+L4R00HlImT3lS2JeDoFZpJai6JqyvkqnMwug/thm0zuLG5ImIiExaalwMku5d0tgmUVgj264MUhIfI0OVXei6MqAGbJ8/TrhvyDBfO3Ire0ikMlzaEopnD6/pnbAWxLa8G+r3+Q72Ciuo1cU73YchMXkiIqJSpbzajL/6JIDUumSXZ0mLi0XSvUt6J6yvIzM+g4iIiHRjBSnWpVcHAFhL5UaORncSGeDUisuzGBsv9BIRERHpgMkTERERkQ542Y6IiEqNTKjxudVtAMCPavMbtyOogKQTXJ7F2Jg8ERFRqSEAuCbLEB+bHQFQJXJ5FmPjZTsiIiIiHTB5IiIiItIBkyciIiIiHTB5IiIiItIBkyciIiIiHfBuOyIiKlUcBPOemVui4F12xsbkiYiISg0rSLElrQYAM12exQIo0/b58iwKfoUbCy/bEVGpoRbMZ9V2IjJdTFuJqNSQSqRYcP4Q7qUkGLReb5fKeN+jkUHrJCLTxeSJiEqVeykJiE2KN2idFW2dDFofFZ9MqPGl1R0AwCozXZ4l+S8uz2JsTJ6IiKjUEABckKWLj82OACifcnkWY+OYJyIiIiIdMHkiIiIi0gGTJyp2xXmHk1pQQyKRFFv9REREL+OYJyp2xXWHU0W7MhhVv5VB6yQiInoVJk9UIorjDiciIiJjYPJERESliqVg5pf6ZbzLztiYPBERUalhBSl2pnkCMN/lWZzf4fIsxsYB40T5KO6lPLhUCBGReWLaSpSP4hroDpj/YHeJRAJra+tiudNRLaghlfDvOiIyXUyeiApQXAPdnRTWxZokFHfd1tbWqFWrVrHUz/XnqDhlQY3plvcAAIvVSiNHoztBBaT8/Xx5ljpcnsVYmDwRGYGt3NJsp3CQSqQIO3sA1x8/gJW1FaRSwyVpuQkO15+j4qIGEG2R+vyxGQ68FoDsx897fNVmGP9rgskTkRGZ6xQOd1MScP1ZHGyzbSCVygxWLxMcIjIHHFgA4MaNG/jwww/h7e2NZs2aYc6cOcjKyjJ2WFRIxTn+hoiI6GWlvucpMTERH3zwAapVq4ZFixbh0aNHmDVrFjIyMjBlyhRjh0cFyB03ZGVlVWzjb8xRcY+nysFElXKUs7KFvcIqz30u1vYA9O9RZE8kmapSnzxt3rwZqampWLx4MZycnAAAKpUK06ZNw+DBg/HGG28YN0DKV+64obCzB3H98X2Djr8x58HFxTmeypzbhQyvnJUtwt7uAUsLRYHlRnm3LtJxLHj3JZmYUp88HT16FP7+/mLiBAAdOnTAV199hePHj6Nr167GC44KpTjG37wOf/Fy0DUVN3uFFSwtFDj/0+dIjYvR2m9nYYnyNg64m5KALD3ubCvn+TY83hnNqSvI5EgEQSjVw/X9/f3RrVs3jBs3TmP722+/jU6dOmltf5UzZ85AEARYWFgYdAyOuY/nScxKh0pt2EkhFTIL2MktkZiVDqVKBUgkBruY9GLdho67uOsvqboN3eYv12+u7aJr3RKJBNICPt9yqQw2FgqkZGVAVQx3h4n1Z2dCpePErTKJFHZyS2SnPoVapZ0cSZHz3lSCfve1yeRWsLB2QHZqAtSqbIPULUDAfVXO3XaVrMpCYe2YT/05d5bqG3tB8RepXQQB2ck5dVk620Nuoxl/Udu8oPgNWXcuqcwCcltnJGalAwAcFdZQq9VG+c7Lzs6GRCJBgwYNXlm21Pc8JSUlwcHBQWu7o6MjEhMTda4v9wduyNu3XweOCmvWXcL1m2vdxV2/udZtl8+4IoPVL7fU+7VyW+cC9xe1P1huW8agdbsVc/0vy69+feu2dHx1/Ya7B1a7fkPWnevFz46xvj8lEkmhk7ZSnzwZmo+Pj7FDICIiomJU6rtHHBwckJycrLU9MTERjo6OebyCiIiISrNSnzy5ubkhJkZzoGNycjIeP34MN7eXO3eJiIiotCv1yVNgYCD+/PNPJCUliduioqIglUrRrFkzI0ZGREREpqjU322XmJiIoKAguLq6YvDgweIkme+++y4nySQiIiItpT55AnKWZ/nmm29w9uxZ2NraolOnThgzZgwUioInfiMiIqLSh8kTERERkQ5K/ZgnIiIiIl0weSIiIiLSAZMnIiIiIh0weSIiIiLSAZMnIiIiIh0weSIiIiLSAZMnHdy4cQMffvghvL290axZM8yZMwdZWVmvfJ0gCFi5ciVatGiBevXqoVevXjh37lzxB/wa0KfN4+LiMGfOHHTq1Ak+Pj4IDAzE2LFjce/evRKK2rzpe56/aO3atfD09MTgwYOLKcrXR1Ha+9GjRxg/fjyaNGmCevXqoUOHDti1a1cxR2z+9G3zhIQETJkyBS1atIC3tzeCg4Px008/lUDE5u3WrVuYMmUKOnXqhFq1aiE4OLhQrzPl704LYwdgLhITE/HBBx+gWrVqWLRokTgTeUZGxitnIl+1ahUWLlyIcePGwdPTExs3bsRHH32EX3/9FZUrVy6hd2B+9G3zixcv4rfffkO3bt1Qv359JCQkYNmyZejRowf27NkDZ2fnEnwX5qUo53mux48fY8mSJShbtmwxR2v+itLecXFx6NWrF1xdXfHNN9/Azs4O165d0znRLW2K0uajRo1CTEwMPvvsM1SoUAFHjx7F1KlTIZPJ0LNnzxJ6B+bn2rVrOHLkCOrXrw+1Wo3CTi9p0t+dAhXK8uXLBW9vbyEhIUHctnnzZsHLy0t4+PBhvq/LyMgQGjRoIMybN0/clpmZKbRs2VL46quvijFi86dvmycmJgrZ2dka2x48eCB4enoK4eHhxRXua0HfNn/R559/LnzxxRdCv379hEGDBhVTpK+HorT3uHHjhF69eglKpbKYo3y96NvmcXFxgoeHh7B9+3aN7X379hX69+9fXOG+FlQqlfh4/PjxQlBQ0CtfY+rfnbxsV0hHjx6Fv78/nJycxG0dOnSAWq3G8ePH833dmTNnkJKSgg4dOojbFAoF2rZti6NHjxZnyGZP3zZ3cHCAhYVmp+qbb74JZ2dnxMXFFVe4rwV92zzX6dOnceDAAYwdO7YYo3x96NveKSkp2Lt3L95//33IZLISiPT1oW+bK5VKAIC9vb3Gdjs7u0L3pJRWUqnuqYapf3cyeSqkmJgYuLm5aWxzcHCAi4sLYmJiCnwdAK3Xuru74/79+8jIyDB8sK8Jfds8L7GxsYiPj4e7u7shQ3ztFKXNVSoVvvnmGwwZMgTly5cvzjBfG/q298WLF5GdnQ0LCwv069cPtWvXRrNmzfDdd98hOzu7uMM2a/q2eYUKFRAQEIDly5fj+vXrSElJQWRkJI4fP46+ffsWd9iljql/d3LMUyElJSXBwcFBa7ujoyMSExMLfJ1CoYClpaXGdgcHBwiCgMTERFhZWRk83teBvm3+MkEQMH36dJQvXx5BQUGGDPG1U5Q237RpE9LT0zFgwIBiiu71o297P3nyBAAwefJk9OzZE8OHD8c///yDhQsXQiqVsuevAEU5xxctWoQxY8aIv0dkMhkmT56M9u3bF0uspZmpf3cyeaLX3qJFi3Dy5EmsXr0aNjY2xg7ntRQfH4+FCxdi9uzZUCgUxg7ntadWqwEATZs2RWhoKACgSZMmSE1NxQ8//IBhw4bxjzIDEwQBEyZMwM2bNzFv3jy4uLjgzz//xIwZM+Do6Mg/zEoZJk+F5ODggOTkZK3tiYmJcHR0LPB1WVlZyMzM1Migk5KSIJFICnxtaadvm79o69atWLJkCb799lv4+/sbOsTXjr5tvmDBAnh6esLX1xdJSUkAcsaIKJVKJCUlwcbGRmscGhXt9wqQkzC9yN/fH8uXL8etW7fg6elp2GBfE/q2+e+//46oqCjs2rVLbNvGjRsjPj4es2bNYvJkYKb+3ckxT4Xk5uamdT08OTkZjx8/1rom+/LrgJwxNy+KiYnBW2+9xb8OC6Bvm+f67bffMHXqVIwcORLdu3cvrjBfK/q2eWxsLKKjo+Hn5yf+O3PmDI4dOwY/Pz/8+eefxR26WdK3vatXr15gvZmZmQaJ73Wkb5tfv34dMpkMHh4eGtu9vLwQFxeH9PT0Yom3tDL1704mT4UUGBiIP//8U/yrGgCioqIglUrRrFmzfF/XoEED2NnZYe/eveK27Oxs7N+/H4GBgcUas7nTt80B4NSpU/jss8/Qo0cPDBs2rLhDfW3o2+YTJ07E+vXrNf7VrFkT3t7eWL9+PerVq1cS4Zsdfdu7YsWK8PDw0EpK//zzT1hZWb0yuSrNitLmKpUK//33n8b2ixcvomzZsrC2ti62mEsjk//uNOpECWbk2bNnQrNmzYR+/foJf/zxh/Dzzz8Lvr6+wrRp0zTK9e/fX2jTpo3GthUrVgh16tQR1q5dK/z555/CiBEjBB8fH+H27dsl+RbMjr5tfv36daFhw4ZCcHCw8Pfffwtnz54V/926dauk34ZZKcp5/jLO8/RqRWnvgwcPCp6ensL06dOFY8eOCcuWLRNq164tfP/99yX5FsyOvm2enJwstGjRQmjbtq2wc+dO4c8//xTmzJkj1KxZU1iyZElJvw2zkpaWJuzdu1fYu3ev0K9fP6F58+bi8/j4eEEQzO+7k4MQCsnR0RHr1q3DN998g2HDhsHW1hbdu3fHmDFjNMqp1WqoVCqNbZ988gkEQcAPP/yAp0+fwsvLC+Hh4cafIdXE6dvm58+fR3JyMpKTk9GnTx+Nsl26dMGsWbNKJH5zVJTznHRXlPZu1aoVvv/+eyxduhQ//fQTypcvjxEjRmDQoEEl+RbMjr5tbmdnh7Vr12L+/PmYO3cukpOTUalSJYSGhqJfv34l/TbMSnx8PEaNGqWxLff5+vXr0bhxY7P77pQIAmf3IiIiIiosjnkiIiIi0gGTJyIiIiIdMHkiIiIi0gGTJyIiIiIdMHkiIiIi0gGTJyIiIiIdMHkiIiIi0gGTJyIiIiIdMHkiDb/88gs8PT1x4cIFrX1bt26Fp6cnhg4dytmliYio1GLyRIXy22+/YerUqfD19cX8+fMhk8mMHRIREZFRMHmiVzp16hQ+++wzuLu7Y/ny5bC0tDR2SEREREbD5IkKdPnyZQwdOhQuLi4IDw+Hvb29Vpm9e/eia9euqFevHho3boxx48bh0aNHWuVu3LiBUaNGoUmTJqhXrx7at2+P+fPni/sXLVoET09PjdekpqaiWbNm8PT0xKlTp8TtISEhCA4O1jpGeHg4PD09cffuXQDA+PHj0bhxY2RnZ2uV/eijj9C+fXuNbb/++iu6d++O+vXrw8/PD3379sWxY8fE/a1atcLgwYO16vr666+1YlcqlViyZAnatGmDOnXqiAu5ZmVlab3+yJEjeP/99+Ht7Q0fHx8MGjQI165d0yqXl6SkJMyYMQOtWrVCnTp1EBgYiC+++AJPnz4V26Bu3bq4ceOGxusGDhwIPz8/jZ/VnTt3MHLkSDRq1Aj169dHz5498fvvv+d53Nyf18v/QkJCtMqeP38en3zyCfz8/ODt7Y13330X69atAwCEhobmWc+L/3J/nq1atRK31axZE82aNcPo0aNx//59jeOlpaVh1qxZaN68OerUqYP27dsjPDwchV3KszDn9Kvifvl8fbld/vnnH7Hsy151Hh44cACDBg1CQEAA6tSpgzZt2mDJkiVal9ML+zkBcto2NDRUqx08PT3RqlUrje3x8fGYOHEiWrRoAS8vL/F9+Pj45Nekeh0nP0eOHEG/fv3g4+ODBg0aoFu3bti9e7dWnYX5vZQbU14/w19++UWjnFqtxtq1axEUFIS6deuiadOmmDJlChITE7XqGzx4MI4dO4ZOnTqhbt266NixI/bv369RbvPmzahZsyb27t0rbrt7967WsWNjY9GoUSOMHTtW3Pbs2TPMnj0b7777rtgOH3/8Ma5cuaJxjFOnTsHT0xNRUVFa79vHx0fjZ5E7bOPF80KtVuPdd9/Nsz2ioqLQtWtX+Pj4aLRbeHh4nu38OrEwdgBkum7fvo2PP/4YCoUC4eHhKF++vFaZX375BRMmTEDdunXx2WefIT4+HuvXr8eZM2ewc+dOODg4AACuXLmCvn37wsLCAr169ULFihVx+/ZtHDp0SGs18xetWbMGT5480fs9dOrUCTt37sSxY8fQsmVLcfvjx49x8uRJDBs2TNy2ePFiLFq0CD4+Phg5ciTkcjnOnz+PkydPIiAgQOdjT548GTt27ED79u3x4Ycf4p9//sGKFStw48YNLFmyRCy3c+dOhIaGIiAgAOPGjUN6ejp++uknvP/++9ixYwcqVaqU7zFSU1PRt29f3LhxA926dUOtWrWQkJCAQ4cO4dGjR3B2dsakSZNw8uRJjB8/Hlu2bIFMJsPmzZtx7NgxzJkzB2+88QYA4MmTJ+jduzfS09MREhKCMmXKYMeOHfj000+xcOFCtG3bNs8Ypk6dChsbGwDA999/r7X/+PHjGDx4MMqXL4/+/fujXLlyuHHjBn7//Xd88MEH6NWrF/z9/cXyX3zxBdq2batxPGdnZ/Gxr68vevbsCUEQcPXqVaxfvx5xcXHYtGkTAEAQBHz66ac4deoUunfvDi8vL/zxxx+YM2cOHj16hIkTJxb4cyvsOQ0ACoUC06dP13j9hQsX8OOPPxZ4DACYO3duntsLcx7u2LEDNjY2+PDDD2FjY4OTJ09i4cKFSElJwfjx41957MJQKpUICwvLc9/48eNx4sQJ9OvXDzVr1oRUKsXWrVtx6dIlgx4nL7/88gsmTpyIGjVqYPDgwbC3t8fly5fxxx9/4N133xXLFPZnmMvLywsffvghgJwEZuHChVplpkyZgh07dqBr164ICQnB3bt3sXHjRly6dAk//fQT5HK5WPbmzZsYM2YMevfujS5dumD79u0YNWoUVq9ejWbNmgEAevfujdjYWISGhqJixYqoV6+e1jGfPXuGIUOGwM3NDTNnzhS337lzBwcOHMA777yDSpUq4cmTJ9iyZQv69euHiIgI8XNdVL/++iuuXr2qtf3s2bMYPXo0atasiXHjxsHOzg4JCQkaMb7WBKIXbN++XfDw8BAOHz4stGnTRvDw8BA++uijPMtmZWUJ/v7+QnBwsJCRkSFuP3z4sODh4SEsWLBA3Na3b1/Bx8dHuHfvnkYdarVafLxw4ULBw8NDfB4fHy/4+PgIH3/8seDh4SGcPHlS3NevXz8hKChIK6bVq1cLHh4ewp07dwRBEASVSiUEBgYKo0eP1ii3Zs0awdPTU7h9+7YgCIJw8+ZNoWbNmsKwYcMElUqVb4wtW7YUBg0apHXcadOmacR++fJlwcPDQ5g0aZJGuVmzZgkeHh7CiRMnBEEQhJSUFMHX11eYPHmyRrnHjx8LDRs21Nr+sgULFggeHh7C/v37tfa9GPcff/wheHh4CEuXLhVu374teHt7C0OHDtUo/+233woeHh5CdHS0uC0lJUVo1aqV0LJlS612+f777wUPDw/h6dOn4ragoCChX79+4nOlUim+PjExMd/4XuTh4SEsXLgwz30tW7YUxo8fr7Hts88+E+rXry8+/+2338T3+qIRI0YInp6ewq1bt/KsWxB0O6fHjx8veHt7a9Wxd+/ePM/XF9vl999/Fzw8PISBAwdqnDeFPQ/T09O1jvvll18K9evXFzIzMzWOW5jPiSBot+3GjRuFOnXqCCEhIULLli3F7RkZGULNmjWFL7/8UqPO/NrjZYU9Tl6SkpIEHx8foUePHho/H0H4f/vo8jPMFRAQIAwePFh8/s8//wgeHh7C9u3bxW3R0dGCh4eHsGvXLo3XHj16VGt7y5YtBQ8PD2Hfvn3ituTkZKFZs2ZC586dNV6vUqmEwYMHC82aNRMePHgg3LlzRzx2VlaW0K9fP6FVq1ZCfHy8xusyMzO1zpE7d+4IderUERYvXixuO3nypODh4SHs3btX6317e3tr/Cxyf//nnheZmZlCixYtxN/BL7bHvHnzBA8PDyEuLk7j+B4eHsLq1au1jvW64WU7ylNoaCgePHiA4OBgHDt2TKNbOde///6L+Ph49OnTR2McVIsWLeDm5iZe7nn69Cmio6PRrVs3vPXWWxp1SCSSfGNYunQp7O3t87wMBAAqlQpPnz7V+Jeenq5RRiqV4t1338WhQ4eQkpIibt+1axd8fHxQuXJlADmXQdRqNYYNGwapVPNj8XKMSqVS67iZmZkaZY4cOQIA4l+yuT766CON/X/++SeSkpIQFBSkUZ9UKkX9+vU1Lv3kZf/+/ahZs2aevUIvxh0QEIBevXphyZIlGDFiBCwtLfH1119rxVyvXj34+vqK22xtbdGrVy/cu3cP169f1yif+54LGgN36dIl3L17F/3799f6a7+gn31BsrKy8PTpU8THx+P48eM4deoUmjRpIu4/evQoZDKZ1nnz0UcfQRAEHD16NN+6C3tOF4UgCPj+++/Rvn171K9fX2NfYc9DKysr8XFKSgqePn0KX19fpKenIyYmRuN1hfmcvCw9PR1Lly5Fv379tD6zaWlpUKvVKFOmjE7vW9fj5OX48eNITU3FoEGDtM673PbR52eYlZUFhUJR4LGjoqJgb2+PZs2aabRl7dq1YWNjo/VZLV++vMbn0s7ODp07d8alS5fw+PFjcbtUKsX333+PMmXKYMiQIRo/m6lTp+LChQtYsWKFRu8rkNPrmXuOqFQqJCQkwMbGBq6urnn2AKampmqdB6+yceNGPHv2DMOHD8+zPqlUmmcvXmnAy3aUp8TERHz//fdo27Ytbty4gW+//RYBAQEaY55yx5m4urpqvd7NzQ1///03gJzuZQDw8PAo9PHv3LmDzZs3Y+rUqfl+OcfExGhc7slP586dsWrVKhw4cACdO3dGTEwMLl68iGnTpollbt++DalUCnd391fWd+zYsVce9969e5BKpahSpYrGdhcXFzg4OODevXsAcrr2AeCDDz7Isx47O7sCj3P79m20a9fulTEDOZdaDh06hMuXL2PevHkoW7asxv779+9rfZkDOT/L3P0v/gwTEhIgl8thbW2d7zH1+dm/SkREBCIiIsTndevWxbfffis+v3fvHsqXL6/Vdrk/29y2z0thz+mi2LVrF65fv46wsDDs2bNHY19hz8Nr164hLCwMJ0+e1PijAACSk5M1nhf2c/KiNWvWIDMzE4MHD8asWbM09pUpUwbVqlXDtm3b4OfnBy8vL0gkkjzH8hXlOHm5ffs2AKBGjRr5ltH1Z6hSqZCUlJTneM4X3bp1C8nJyfm2ZXx8vMbzqlWrav2BUK1aNQA556CLi4u4Xa1WIyEhAY8fP8aECRMAAJs2bcKFCxcgkUiQmpqqdTy1Wo3169dj06ZNuHv3rsZ4NycnJ63yr7pc/bLk5GQsX74cAwYM0PpdAQDe3t7YsGEDvv32W3z88cews7NDUlKSTscwZ0yeKE9ffPEFOnToACBnMHSvXr0wb948TJ06tUSOHxYWhmrVqqFLly44ffp0nmUqVqyoNd4kKioKW7Zs0dhWvXp11K5dG7t27ULnzp2xa9cuyOVy8f3pqn79+hg9erTGtg0bNuDgwYNaZV/VuyI8H8A8Z84cjV+muQw5JcTly5fFX/B5jWHQ1b1791ChQgW9e5D0FRAQgIEDBwIAHj58iFWrVqF///7Yvn27Ro+MKcrKysKCBQvQrVu3PL/cCyMpKQn9+vWDnZ0dRo4ciSpVqsDS0hIXL17E3LlzoVarNcoX9nOS6+nTpwgPD8fgwYPz/BIGgPnz52PcuHHizyFX7ti3wijMcUrC/fv3oVarUbFixQLLqdVqlC1bNt+xai/3DOkiLCwMmZmZWLZsmTgG9MKFC5g8eTIiIiIwbdo0/Pzzzxq9kcuXLxfPpVGjRsHR0RFSqRQzZszI88aIYcOGafQqA8CQIUPyjWnVqlWQSqUYOHAgnj17prU/KCgIly5dwo8//pjvufQ6Y/JEeXrxQ1avXj307dsXGzduROfOneHt7Q0AYjd7bGys1l9jsbGx4v7cS2OF/cK+dOkSIiIisGTJkgKTBxsbGzRt2lRj2+XLl/Ms27lzZ8yaNQtxcXHYs2cPWrRoAUdHR3F/lSpVoFarcePGDXh5eRUYX5kyZbSOe+DAAY3nFStWhFqtxq1btzR6EZ48eYKkpCTxF3Vu25QtW1arzsKoUqVKoe7KS0tLw4QJE1C9enX4+Phg9erVaNOmjcYA1bfeeguxsbFar829DPTiZRWlUokrV67g7bffLvC4L/7s9Xl/eXFxcdGoy9XVFb1798aBAwcQHByMihUr4sSJE0hJSdHofcp9HwV9SRb2nNbXpk2b8PTpU4wYMSLP/YU5D//66y88e/YMixcvhp+fn7j9xTukXqTL5wQAli1bBltbW/Tv3z/fMrVq1cI333yDvn37YuTIkfD29kZ4eDjOnDmT72v0Oc7Lcntyr127hqpVq+ZZRtef4b///gsAqFOnziuPfeLECTRo0KBQSfqtW7cgCILGHxe5Pc0vnoOXL1/Gpk2bMGnSJLRq1QrTp0/HuHHj0LNnT4SEhMDX1xfdunXDpk2b0K9fP/F1+/btQ+PGjTFjxgyN4yYlJeV5SdXDw0PrPMjv92tcXBzWr1+Pzz77DHZ2dnkmT1KpFOPHj8fVq1dx9+5dfPXVV3jy5Ak+//zzV7bN64BjnqhQRo8eDRcXF3z55ZdQKpUAcn7ZlC1bFps3b9bosj9y5Ahu3LiBFi1aAMj5i8zPzw/bt2/XuqU8r7+Q5s2bhwYNGqB169YGiz84OBgSiQTffvst7ty5g/fee09jf5s2bSCVSrFkyRKtv9zzivFVmjdvDgDi7fi51qxZo7H/7bffhp2dHVasWJHndAqvGpfQrl07XLlyBb/99pvWvhfjnjt3Lh48eIBZs2aJd/aEhoZq/NyaN2+Of/75B2fPnhW3paWlYevWrahYsSKqV68ubj9+/DiSk5Nf+TOqXbs2KlWqhPXr12t16evTrnnJyMgAAPG9BAYGQqVSYePGjRrl1q5dC4lEgsDAwHzrKuw5rY/U1FQsX74cH3zwQZ69jEDhzsPc3ocX2y8rK0u827Ao7t27h59++gkjRowoMEFISUnBF198gVatWmHo0KFo2rRpvu+pKMd5WUBAAGxtbbFixQqtcYa57aHrzzAqKgoODg5o1KhRgcfu0KEDVCoVli5dqrVPqVRqnd9xcXEan8uUlBTs3LkTXl5eYlsJgoBp06ahZs2a6NOnDwCI0z3k/u/l5YX3338fYWFhGncey2Qyrc/Q3r17852OQRdLlixB2bJl0bt37wLL/fjjjzh58iS+++47NG3aFA0aNCjysc0Fe56oUOzs7PDll19i+PDh+OGHHzBo0CDI5XKMGzcOEyZMQL9+/RAUFCTeElyxYkUMGDBAfP3kyZPRp08fdOnSBb169UKlSpVw7949/P777/j11181jnXs2DH89NNPBo3f2dkZb7/9tviL8uVfoFWrVsWQIUOwdOlSvP/++2jXrh0UCgUuXLiA8uXLa8yvUhg1a9ZEly5dsGXLFiQlJcHPzw8XLlzAjh070KZNG3GAs52dHaZOnYovvvgCXbt2RceOHeHs7Iz79+/jyJEjaNCgAaZMmZLvcQYOHIh9+/Zh1KhR6NatG2rXro3ExEQcOnRI/KV84sQJbNq0CcOHD0ft2rUBADNnzkRISAjCwsLwxRdfAAAGDRqEiIgIfPLJJwgJCYGjoyN27tyJu3fvYtGiReKXdmRkJGbPng2FQoGMjAyNn19ycjJUKhUOHDggJgJTp07Fp59+is6dO6Nr165wcXFBTEwMrl+/rtd8MHfu3BGP+ejRI2zcuBF2dnZiL0OrVq3QuHFjzJ8/H/fu3YOnpyeOHz+OgwcP4oMPPtAah/YiXc5pXV28eBFlypTBJ598km+ZwpyHPj4+cHR0RGhoKEJCQiCRSPDrr78aJBn966+/4O7ujq5duxZYbtq0acjMzNS6HGjo47zMzs4OEyZMwOTJk9G9e3cEBwfDwcEBV65cQUZGBmbPnl3on+GTJ0/w448/IioqCn5+fti3b594nNxevHPnzqFWrVqoWbMmGjVqhF69emHFihW4fPkymjVrBrlcjps3byIqKgqTJk3CO++8I9ZRrVo1TJo0CRcuXEDZsmWxfft2xMfHa9zK//PPP+P8+fPYsmWL1g0CLxo9ejSioqIwZ84czJkzB0DOAPglS5ZgwoQJ8PHxwdWrV7F7926xt7cojh07hrlz5xY4iP7atWv47rvvMHz48DynWHjdMXmiQmvbti1at26NpUuXokOHDqhcuTK6du0KKysrrFq1CnPnzoWNjQ3atGmDzz//XOMujJo1a2Lr1q1YsGABfvrpJ2RmZuKtt97Kc9xR69ati+UvmE6dOuHw4cPo0KFDnr8URo0ahUqVKmHDhg2YP38+rK2t4enpiU6dOul1vOnTp6NSpUrYsWMHDhw4gHLlymHw4MFad668++67KF++PFauXInw8HBkZWXhjTfegK+v7yu/XGxtbbFx40YsWrQIv/32G3bs2IGyZcvC398fb7zxBlJSUjBp0iTUqlVLY3yDr68v+vfvjzVr1qBdu3bw9vZGuXLlsHnzZnz33XfYsGEDMjMz4enpieXLl2skm3PnzsXDhw8BAJMmTcozrhkzZqBNmzYAcnrX1q1bhyVLluCHH36AIAioXLkyevbsqU+z4vTp0+I4uDJlyqB27doYMWIEKlSoACCnZ2bZsmVYuHAhIiMj8csvv6BixYr44osvxLsdC1LYc1ofQ4YMeeVNAK86D8uUKYPly5dj9uzZCAsLg4ODA9577z34+/trjUHSx2effVbg5fKIiAjs3r0bq1atKtI4n1cdJz89evRA2bJlsXLlSixduhQWFhZwc3PTSGwL8zO8ceMGli9fDgCIjo5GdHS01rG2bNkCFxcX1KxZE0DO+M86depg8+bN4jJVFStWxHvvvaf1O6tatWr48ssvMWfOHMTGxqJSpUqYP3++eKn72bNnmDdvHnr06PHK5MPOzg7jx4/HuHHj0KNHD/j5+Yl35u3evRuRkZGoVasWVqxYgXnz5uncpi/z8vLKc3LVXFlZWRg7dizq1KmDQYMGFfl45kgiGKrvnMjEHThwAMOGDcPGjRu1Bk5S4bVq1QrDhw/PN7E7deoUJkyYgEOHDpVwZESFd+rUKfTv3x///fdfvmVyL3HnN0YtP61atUKNGjWwYsWKooZJJopjnqjU2LZtGypXroyGDRsaOxQiIjJjvGxHr72IiAj8999/+P333zFp0qQSv7X+ddOmTZsCxw2VK1dOvGRHZKrKlSsnLueSHx8fH4NMBkqvH162o9eep6cnbGxs0LFjR0ybNg0WFvybgYiKDy/bvf6YPBERERHpgGOeiIiIiHTA5ImIiIhIB0yeiIiIiHTA5ImIiIhIB0yeiIiIiHTA5ImIiIhIB0yeiIiIiHTA5ImIiIhIB0yeiIiIiHTwP7WbW39CX+udAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Задача 2 – Сгенерировать description и contents\n",
+        "\n",
+        "Задача 2 – исследовательская. Надо проверить, как с работой преподавателя справится большая языковая модель. В исходных данных расположены описания и темы из содержания, написанные реальными людьми. Теперь используем LLM для той же задачи. Также рассмотрим, как разные техники промпт-инжиниринга будут влиять на результат."
+      ],
+      "metadata": {
+        "id": "HuKMRrSq-rad"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "### Техники промпт-инжиниринга\n",
+        "\n",
+        "Под техникой промпт-инжиниринга (или промптинга) понимается практика разработки и оптимизации промптов (запросов, подсказок) к модели, которые помогут получить максимально близкий к ожидаемому ответ и эффективно взаимодействовать с языковой моделью. Это ключевой элемент в управлении работой и поведением LLM.\n",
+        "\n",
+        "\n",
+        "Наиболее популярными являются следующие техники:\n",
+        "1. **Zero-shot** (Обучение без примеров) – модель применяет общие знания и правила для решения новых задач.\n",
+        "2. **Few-shot** (Обучение на нескольких примерах) – модель адаптируется к новым задачам, используя небольшой набор примеров.\n",
+        "3. **Chain-of-thought** (Цепочка рассуждений) – модель генерирует пошаговое рассуждение для решения задачи, что помогает в понимании сложных задач и улучшает точность ответов.\n",
+        "4. **Tree of thoughts** (Дерево рассуждений) – подход, при котором рассматриваются различные варианты решений или идей, ветвящиеся от основной мысли.\n",
+        "\n",
+        "В этой работе воспользуемся первыми двумя подходами.\n",
+        "\n",
+        "В колабе слишком мало ресурсов (если пользоваться бесплатной версией), чтобы хотя бы запустить какую-нибудь интересную современную модель через модуль `transformers`, и тем более ресурсов не хватит для дообучения. Поэтому для тестирования воспользуемся API/serverless API."
+      ],
+      "metadata": {
+        "id": "2k4LJKqcZJb9"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Тестировать запросы будем к LLM mistral-nemo-instruct-2407 – https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407\n",
+        "\n",
+        "Это дообученная instruct-версия модели mistral-nemo-base-2407 (12В). Модели категории Instruct способны генерировать ответ, следуя заданному им шаблону поведения.\n",
+        "\n",
+        "Обе версии (base и instruct) мультиязычные и выпущены MistralAI и NVIDIA в июле 2024."
+      ],
+      "metadata": {
+        "id": "6DJB8iYkJhic"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        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)"
+      ],
+      "metadata": {
+        "id": "mbE4L-QIZQbx"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "#### zero-shot\n",
+        "\n",
+        "Техника промпт-инжиниринга, в которой мы, не давая модели никакой вспомогательной информации, ожидаем от нее ответа на запрос (промпт) в свободной форме."
+      ],
+      "metadata": {
+        "id": "rKMJjn2_YhTZ"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from huggingface_hub import InferenceClient\n",
+        "\n",
+        "client = InferenceClient(api_key=\"hf_XXXXXXXXXXXXXXXXXXXXXX\")  # ваш токен с  HuggingFace"
+      ],
+      "metadata": {
+        "id": "aoQDB8eYRyZD"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Базово запустим модель через serverless API, предоставляемый HuggingFace. Это самый простой способо интегрировать модель в колаб. Для использования в реальных приложениях он не подойдет."
+      ],
+      "metadata": {
+        "id": "pAbEg5GfKws5"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "messages = [\n",
+        "\t{\n",
+        "\t\t\"role\": \"user\",\n",
+        "\t\t\"content\": \"\"\"Ты – преподаватель в университете.\n",
+        "                  Перечисли темы и разделы для дисциплины 'Язык Python для анализа данных'.\n",
+        "                  Разделов должно быть не более 8.\"\"\"\n",
+        "\t}\n",
+        "]\n",
+        "\n",
+        "completion = client.chat.completions.create(\n",
+        "    model=\"mistralai/Mistral-Nemo-Instruct-2407\",\n",
+        "\t  messages=messages,\n",
+        "\t  max_tokens=500\n",
+        ")\n",
+        "\n",
+        "print(completion.choices[0].message.content)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "GpLmXvCWC9r-",
+        "outputId": "25db772e-4dff-4871-ca90-03c1ac28eeb7"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "1. Введение в Python и его применение в анализе данных:\n",
+            "   а. Основные концепции и синтаксис Python\n",
+            "   б. Преимущества и области применения Python в анализе данных\n",
+            "   в. Введение в Libraries (библиотеки для анализа данных)\n",
+            "\n",
+            "2. Основные типы данных и переменных в Python:\n",
+            "   а. Числовые типы данных\n",
+            "   б. Строковые типы данных\n",
+            "   в. Списки и кортежи\n",
+            "   г. Словари и множества\n",
+            "\n",
+            "3. Условные выражения и циклы:\n",
+            "   а. Если-иначе (if-else)\n",
+            "   б. Циклы (for, while)\n",
+            "   в. Ошибки и исключения\n",
+            "\n",
+            "4. Введение в NumPy:\n",
+            "   а. Измерение матриц и одномерных массивов\n",
+            "   б. Арithmetic operaciones (арифметические операции)\n",
+            "   в. Agregade functions (функции сложения)\n",
+            "\n",
+            "5. Производительность с помощью Pandas:\n",
+            "   а.很显然的数据结构 (явные данные)\n",
+            "   б. Серий и DataFrame\n",
+            "   в. Обработка отсутствующих данных\n",
+            "\n",
+            "6. Визуализация данных с помощью Matplotlib и Seaborn:\n",
+            "   а. Matplotlib - основы и функции\n",
+            "   б. Визуализация распределений Seaborn\n",
+            "   в. Картирование многоваловых данных\n",
+            "\n",
+            "7. Обработка языковых данных с помощью NLTK:\n",
+            "   а. Кора根據 (окончательные Parlance)\n",
+            "   б. Аннотация текста\n",
+            "   в. Сегментация текста\n",
+            "\n",
+            "8. Интеграция Python в рабочую среду:\n",
+            "   а. Jupyter notebooks\n",
+            "   б. Расширения Visual Studio code и PyCharm\n",
+            "   в. HLA жемчужина коллекция Python пакетов.\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Можно получить что-то адекватное, а можно – что-то такое🤣\n",
+        "\n",
+        ">**Текст промпта имеет значение!**"
+      ],
+      "metadata": {
+        "id": "V72MKzqTT7E7"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "![image.png](data:image/png;base64,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mVA2j8hqiw1ef/31blznzp3tX//6VxEb7Z/vTmbt2rWmgIdMllSPia+7Gpa9v8apIU9ZZlRmzJjhXlP9pYZTNSgn8pOOLoqUMcJnU1F3QLFBK9ovBZ2dd955qe5iysun49xTAJga9aNFmQN8Sdfx9OtL9jWZe1B0W4meswpaUfBKbNCK1qnMOH68v8dFt5WJ4WR8Ur0fKFhFQSsqykChos8Gn21H2WpUSrpHK1uTDxJzMwa/ZOsDFeN9Lvj5EnlV5iYFYKkomFLdZEXLjjvuaMrwoqJANQUNZKqkekx8vRM936OBeMoaF1uUIa5v376xo1N6n857rQKedD+Mdsena1TdNfruvFI5Dxo2bOi6cosNWhGAvvcoc5zKt99+615T/ZVKXaPbXrhk07ncuT1RK1EXhhFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQqVoCMKxXrW+61q2sEZZ1QthUVZYDQU95KNa/MJMo2ouwaxx9/fNjYV+6VZ2DGWbNmme82Q0EEsUErJVVJwTq++Mwi/r1eFfjQr18/9zS+umuILQpO8UUNpIsWLSrStZKfXlKjqA+k8OvQq7qC8CXeNv20RF6VcUJFx/fvf/97kUZP3wCqBtqCggIXzJPIutM9b6rHxNdHjYSxRV00qChTQjqKGgJ9Y2A61lfedSiLhooaI9UNTzaXdJx7vluN6H76Y6lx6Tqe0fUnOpzsPSi6nWTPWRmrWzI17Ov+7a9pNZArGE1ZOjJdkvVJ9X7g78Haf92jVTTOB/X46SXdo5XlRAEB0aKgRnUdpC6s0n2P1na++uor++GHH8Lj6I/nypUrXTWURUhdyvmgm2jdKmM41WPi65jo+e4zgWn5s88+2wVc6vO5vJ/3fruJvKbzXuuDUkvbvr9fap5kzwN9jit7nLor1HWn73sqCjhSWb16tbsvpBpEmY66qj5r1+l38D20FoErmyT4jQACCCCAAAIIIIAAAggggAACCCCAAAIIIFAZAgSuVIZyObahlPs+aEVPch9++OHmGzHUYKagFjV4qhsUdbGioIZsLqqzL127dvWDZb6qawFfotk5/Di9qosRlei8bkTwK+riu3+JN04NSfFKvG3qaWk1jCp4KB2ZJNTFj8+ko4Ztda9SWlFDVyZL1Dmej+pW2jHxdY+3rG+k1rmdy8Wf7506dQozAmXj/qTr3It3LGvVqhVeJ9lwPP0x0XFI5B4UPW7x9rO0c1bXyoUXXmjqjqm0sn79+tImV8q0ZH1SvR/Eux/HG5fIPVpgrVu3dm4KVlS3cP44JYv5/fffh4s++uij4XBJA7pPZypwJdVj4vcp0fP9d7/7ncsYpmxkb775pvuRe58+fVwAn7LERbOZ+O2k8urP23Tca8tzvFI9D+6++27XrdX8+fNL3W3dE/x3vlJnLGViqnX1q27aOM/mLSi06TMzl0XI14VXBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAga1HgMCVLDnWI0eOdDWpX7++61Ik2tijxpX+/fubglv0ZO64ceNs1113zZKax6+GGg99adSokR8s89VnadGMsohXfNdC8Z7I90/tazk/7F+j4+KtV+N8BoDodHXdoyfI1RgfrV90nkSGlYHBF2VzOeigg/zbuK++C4y4EythZHSfkzkmvorRc9qPS/erzrtofctav84NddeUavHneyLneqrbTGb5dJ17lXEsk9m/6DL+mGhcssclkf3UvVldjPgsCrvttpvtG3T/1qpVq7Dx/rLLLnNBFQqCy3RJ1id6fSVzP4h3P443riSfePdozavAKV9Ux1QDV/y1omAC36WSX3+8V9/VUbxpFT0u1WPi65fI+a5llPnmyy+/NHWP9sorr9iCBQvc+f3555+bfm688UZT4MYBBxzgN5Hyqz9vk72moxUoz2drKueBujXyXarJ6thjjzVlqfF1/+ijj+yFF15wVUrHPSGVukZdmjUOsmYtMPtpBoErUReGEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBCpWgMCVivUt19rVbYTPUKAnnuM1HnXs2DFcl2+4CUdk4UA0GEBZRcpb2rVrF86q7kaaNGkSvvcD/snl6Lx+WqqvWnfTpk2LrEZP/kePT5GJSbzRk+JqqFV3E2rsVBcL2Vyizpk4JonY/PWvf7WHHnookUVctzY+GCqhBSMz63xXNw2JnOuRxSttMNfOvSiMrpdo466uIWVCKqkkew8qaX1ljX/33XfDoBUFOsR2Q6LuQf7whz+UtZqkp1eWT6bvB/7+HwvlgzcUaNiyZcvYyQm/9+ePunM7+eSTXfd9Ca+kkhbI5DFRRrI777zT7rjjDncPfO211+zxxx+3qVOnuqxoZ555putmScclXtmwYUOR0SXN52dK5722rG1pm6mcB7fffrurtoJVPv74Y2vWrJnfDfea7s+LVOoarVjPrtVs0pQNtnhpoS1bEQQoxY8hji7CMAIIIIAAAggggAACCCCAAAIIIIAAAggggAACKQuU3OqX8qpZQXkFoo2xJXUhEW3c8UEU5V1/JuZTQ40vX3/9tR8s87VDhw7hPNG09+HIYGDy5MnubXTe6PRUhn03BNF1TJkyJXzbvn37cDjegO/yYtq0afEmu3HKGOC71vHdQ5U4cykTolkK1LhaUSXqnIljUlH7lc71+q5o1BCp7niSLf780fI//fRTsqspcbl0nXslbqAcE/x5m+g5+6c//cllYVKWD/3ssccepW4t2XtQqSstZeLYsWPdVHVR9vvf/77YnJMmTSoSeFNshs0jst0n0/eDePdo0fl7qe6typBVUinvNea7kVFAUEnbLGkbfrw/lnqf6Pnu11Ge10wfE9VRQWS9evWyv/zlLzZhwgQbOHCgq/rs2bOtpM/DxYsXF7mmdV0r8KW0kq57bWnbiE5L9jxYsWJF+F1l6NChxYJWtA05lVX8OVSe8yfZusbWYY8+eeEosq6EFAwggAACCCCAAAIIIIAAAggggAACCCCAAAIIVLAAgSsVDFye1Tdu3Djs5kAN38rAEluUzcEXdT2R7UUZLHbaaSdXTaXLL+nJ4uXLl7vMI35/fvWrX5l/CvrRRx/1o8PXzz77LGzQ7927dzg+XQNPPPFEsVU9/fTT4bgdd9wxHI43oIwWKuomQQ2eJZUBAwa4Sa+//rqpQbukUlIgk+Zv3rx52EBbEUEOvk6ZPia+HuV5vf76611joYKbyvOjQJxUs62oXnvvvberno7XDTfcUGJV413b0Zn9+aNxOtcroqTj3EulXq1bt3aLz5o1K8xkVJ71RQP8NH/s+9h1JHsPil1Ped/7hmV1GRTverz11lvLtaps98n0/UABQrEN/sq28tZbbzlf/7lTEnZ5r7G99tor/Cy67bbbSlqdG1/SfXprvkerqyxfSvosjHcNxxvn16PXdN1ro+ssbTjZ80DBUz4jVLzPeI0bNmxYaZt20xK5HyRb19hK7NVvy58GYydlvluz2PrxHgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKBqCmz573TV3L+c2asuXbq4uiqbioInZs6c6QIf1Aj60Ucf2ejRo910NYT4J46zfeduueUWV0V1kaGnr4cPHx5WWY28zz77rG2//fbmu3jQRHV5cMIJJ7j5FNRx8803hw3U3333nZ1xxhluWq1atezCCy90w+n89corr9jdd98dBp288cYbdtddd7lNqMG/rEZRNRyp6ElydS/xzTff2Ny5c91PtEHu6quvtrp167p9O/bYY+3DDz90y/lfekL9H//4hylrRLxGL82nAB/fhdS9995rn3zyia1atcqvIm2vmT4miexIo0aNTNkHyvtTVgad8m578ODBtv/++7vZdSwuu+yyIsdixowZdtJJJ7ljWto61XWU76pKjeX33XefKWOBziEFeaWjpOPcS6UePhOKztVLL73U7V9JDdupbEfLJnMPSnabyjbhy7XXXhtm3tG97oorrrDnn3/eTy71Ndt9suF+oHurrgsVZbb43e9+Z/qcUSmrO6byXmPdu3cPu3FT8OLFF19c5BrUZ7M+Hw4//HA79dRT3bZjf1X1e7SsTzvtNPvyyy/Dz0x9zulzT/dBlYYNG7rPsVibZN+n615b3u0nex4o85L/rvbyyy+7z3ifOW/MmDF23HHHhd9tSqtLIveDZOsau/0ObfNsj76b/jx45IWiXTnFzst7BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTSJUDgSrokU1zPYYcd5gIZtBo1yKnRR4EL1113nX3wwQdho9B+++0XN+V8ipuvkMUVxKHGPhUFYuy7777Wtm1bU9aSZs2aucCOBQsWFNu2Gnn1pLrK3/72N9MTxz169LA+ffrY9OnT3fhLLrnErcu9SeMvdaWidatxtnPnzq5xSQ2iCjL5+9//XuaWzjnnHPPBEM8995ztueeepif89fPtt9+Gy2+zzTauUb1GjRouO8Ohhx5qyqSz8847u9eePXu6zB3z5s0Ll4k34H3VPc3BBx/sXNUVhn6igUJ+WXWvIlv/c88997hJU6dODcf5aT///LNfzDW8Z+qYhJXI8gEFmvhjf8cdd1iLFi1MWYE0Tg2KL730Upl7oPPvyiuvdPMpI4kahhXUpvNHDcTRosZQf6z06oPfNM9ZZ51VZNr5558fLpqucy9cYYIDRx99dJGAK9Vb15fOWQUBpLMkew9Kpg5HHHGE6bpVeeqpp1xjve51LVu2NJ0buof5bFKlrT8XfDJ5j5adMq4oKECBj/pMef/99x2pPkf79+9fGq8lco3p80fBigqs0r1Sn0U6xvrRZ5iCD957771SAxCq8j1aGaR0ritoTx76/NL9RZ978+fPd8dBgXK+u5tSD0wCE9Nxr01gc+57SDLngQIYVRTkpM94BZqqOx99DuszV9mLyiqJ3g/Scc6qTkOOru6qNnlqoX02kqwrZR0npiOAAAIIIIAAAggggAACCCCAAAIIIIAAAgikLkDgSuqGaVmDurVQ0EO0+5toho4mTZrY8ccfb76bj7RstBJWosCb1157LXzyWJlI1D2LshBon88991zXkBitihqyR4wY4QJd1OClTBM+YEUODz30kF111VXRRcKU/D41vyb6Yf+qcb4BLTpO431RxpU2bdq4jCkKBlFR9o53333Xdt99dz9bia9qFP3iiy9cdg0tFy2x29RT+upSaJdddnH1UiOguoTy3cnI4aKLLnJBNNH1RIcVzKCumFQ3Bb74/YvOEx0uKCiwlStXhj/Rcyw6XsPRackcE203us/RYV8nP86/+vG5+KrglFGjRrkAE2UEkt+UKVPMB2f169evXIEZ5513nj3yyCOm+RXQ4UuskboniR4zNY76Uto0zZPsuefr4F/99vyrH+9f/fjoq2w+/vhjFwyla6RmzZrRySUOx64z9n1JCyZ6D4quNzrs1+/H+Vc/XvulYDV/j9bx9/c6NeS//fbbLvBB88cu69eh12z3UR2TuR/4ffavWo8f9q8a5+9hJQX5KBDklFNOccuqSyZ9lqhblrPPPtsFUWgdZZXyXmPK4PTpp5+6zxt9XumYTguCMPWjYR2rQYMG2ZAhQ0rcZFW+R+tc95mG9Nmizy99xqsoYE/ZynRcSirR4+7niTfOT/Ovqdxr/fp1nvlzza+3pNdkzwNl2VLWOJ07KgsXLnTdJirIR8E3PqCwtLokej9Itq6x+37ovtWsQ7s8N/qBZ8i6EuvDewQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIH0C+QFjQ2F6V8ta0xFQBk+Fi1a5BqAlG5ejRxKt1/eRpZUtl2Ry6pLIDVsqfHGZ6GINszH27aCVsaPH+889HSynlhOt4O6Y/HdS6jRTeZqcP7hhx/cE/3KvFLRRQEIkydPNnUpo0wdatDXk+vZWCrjmGTjfidSJ3UJoSfqdR4pmEndPfhsLImspzLmzaVzL1WPZO5ByWxTARU69rq/9e3bt1hwXjLrrIxlkvGprPuB7onK4qGMWP/85z9dF0EKcFTDvrJxlfVZkqqfsq788ssvrus2Ba3o/qzPBl3f2VYq65j4/VZwns55BXsqc5I+p2WjgKKKLpV9r03mPFB3VurqUNn0lCXId/9T0TbJ1DVapzc+3GhnX7EuCBIz+/TZmtZxcyBLdB6GEUAAAQQQQACBWAE9vKHiu02Mnc57BBBAAAEEEEAAAQQQQAABBEoSIHClJBnGbzUC8QJXtpqdZ0cRQACBHBCIDVzJgSpTRQRyXuCYc9bZyHEb7bwh+Xb5OZu6D8r5nWIHEEAAAQQQQKBCBQhcqVBeVo4AAggggAACCCCAAAIIVGmBin8ctkrzsXMIIIAAAggggAACCFQ9gRfvqVH1doo9QgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMhKgSABOAUBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgcoXIONK5ZuzxSwTqF69ulWrVs3y8vLcT5ZVj+oggAACW71Afn6+u0/rfk1BAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCoWgJ5BQUFhVVrl9gbBBBAAAEEEEAAAQQQQAABBBBAAAEEEKhMgSlTprjNde3atTI3y7YQQAABBBBAAAEEEEAAAQSqgABdBVWBg8guIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACuShA4EouHjXqjAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIVAEBAleqwEFkFxBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgVwUIHAlF49altdZfRr7fo0rq6qVvb3K2i+2gwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQFUWIHClKh9d9g0BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMhiAQJXsvjgUDUEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKAqCxC4UpWPLvuGAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghksQCBK1l8cKgaAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCBQlQXyq/LO5fK+rVy50pYtW2bNmjWzmjVr5vKuUPdKFCgoKLCbb77ZCgsL7de//rVtv/32adn6uHHj7IEHHii2rv3339+OOOKIYuPTMWLKqy/Z+jVrrHqNGtbtqGPDVc766gtbNuNn977zwEOsVuPG4bR0D8wZOcIWTBjvttHtyGPSvfqcW9+i7yfb5OefKVbvtrvvYR33H1hsfEWM2LhunU186nELTnJrP2A/a9Spc0VsJi3rzKW6pmWHy7GSbx+8z1bOmVN0zrw82/WSy6w6n3VFXXiHQIYENqxZbYUbNlp+3bqVW4Pgvm7B/aCiypIfp9ic0SPd6lvu2Meadt/ODa8Nvm9PfXuYG27Qbhtrt2f/iqoC60UAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAoQYDAlRJgMjF6w4YN9sEHH9ioUaNs1apVrgrVqlWz5s2b284772x77LFHJqrFNnNIQAFP119/vatxz5490xa48uOPP9q9995bTKJGEFRSUYErw2+63tYsX2b5tWoVCVyZ9PQTNv3D911dmvXc3lpUYODKtPfecUESDdt3sIoOXFHDmfa3es1aVrdFi2LW2TBi2c/TbdIzTxarSrX8/EoLXFkX3BtH3Hqjq0Od4N6YbODKz8E59O1D/3Pr2efam1wgzFc3/DPctx1OO8ta99slfK+BNUuW2MdX/Dkc1/2YX1unAw8K38cOpKuuseuN+z5o8F0+a6abpPNH51E2lh/feM0WT/mhWNV2Pv+itAau/PLZJzbxycfC7ex84cXWrEfxQL65Y0bb2Pv+6+bb7rjjK+08DiuW4YEFE8bZVzdeW2YtWvXZ2Xa5eMu5X+YCFT1DjpzvqTJU1ufCuuC7gz7vpr4ZXJ8/fG+rFixwVa8b3GObbtfT+pxzvrXYYcdy787ymb/YJ1dcGsQXbnTLDLzjnhKDTNeuWO6uwbmjR9mi77+z2k2amM43Bay23X3PYtv84eUXbPKLzxUbH29Ek27dba+rrg4nzQwCX4ffdJ173+8Pl4SBKytmz7Qv/vl3N36b/vsQuOIk+IUAAggggAACCCCAAAIIIIAAAggggAACCFSuAIErletd4tYUtHLffffZ7Nmzi8yzceNGmzdvnr355pu2JGg0HTRoUJHpvEGgMgT69etXJHDl8ssvt8WLF1fGpreabXz971uCbCbPWuMu29oxL72Rlfvdoldv2/vqTY1+qqACSNYsXZqVdS2rUqP/+x9bNPk7axY0yiowaf64sfbL55+Gi9Vu3KRY4IoadqPzxAa2hAtnYEANzc8deqDb8v43326dDjokA7Uoe5M7X3BxcM4scTPODTIffP/yi2UvlMQcajiPHqv82rVt/3/9p9iaVs2bG87XZtfdi02v6iMUjDVv7Jgyd7NWw0ZlzlOZM+TK+Z6qSWV9Lnx46cWmYK/YIudVCz5114iCV/qce37sLHHff/nPv5uCwnzZsHaNHyzyqs+Pt885zRZMnBCOXxFkZFrx5hv207tv277X31LsXrZ85sxynbNaYX7tOuF6GUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIbgECV7Lk+AwfPjwMWmkSPG06ePBgaxE8Na9AljfeeMOWL19uX375pXXp0sW2225TavMsqTrV2AoEttlmGxs6dGi4p8rqsjUErrTbYy+rHmR8qd2kabjvW/NAvdZtimSeGXPv3ZUeuJJfp7b1PuV0dxiadO2e1OFQA62CVlR6n3pG3HVM/+h9U2NrNHPJ1LcSCyhKR13jVi6HR3bYd/+w9nnVqlVY4Eq4kc0D0z94z5ZM/dEFhsVO25rfNwy62up73gUhwbT33w2vjR3PODvMgpNsZqNwxQxkt4C66AmKus5RF3xNunULugmqZ3NGfm3jH3nAdds35t67rOWOO5WZjURZlX754rNy7e9Hl/0xDFrpftQx1vngQ23l3Dk28vZbbHUQVKXpRwTnqO/SRytV13TV8quXuP754761GZ9+7KZ3GnhwifMxAQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCC7BAhcyZLj8cUXX7iaqGugU045xRS8oqLXZs2a2d133x2kXC+0b775hsAVJ8MvBCpeoP2A/Uw/lOwRUCBJql2WjNvcRVCDbdoHDaXFs1ipeyp1naEAl477D3Q7v2r+fJsz6murWb+BqWuL8pR01LU822GesgX0+fntg/+zff55Q9kzb0VzNGi3je109u/DPV4xa9aWwJUzzw0yVtQOpzFQdQVa99vVep74O2u/94AiO9l2tz2s+fbb23sXne++g37/0vOlBq4og8+Im69362gZdC0079uxRdYXfaOsSLOCrntUFNDW/+9Bl1V5ee59jXr17MM/X2zKOqht7n7ZlW68frXeeRf3E46IGVAXRSq6j3c5ZHDMVN4igAACCCCAAAIIIIAAAggggAACCCCAAAIIZKsAgStZcGTWrVtny5YtczVRRhUftOKr1qpVK9t2221typQpNnnyZCsoKLA6dUh/7n0y9frCCy+4rCO77767vfXWWzZy5Ejbaaed7IwzzrA1a9bYgw8+aOPHj7fevXvbRRddZPXr1y9WVXUR9eqrr9qYMWPshx9+cMde8x988MHWuXPnYvNHR7zzzjv22Wef2aRJk2z7oGFpv/32s169ekVnKXF41KhR9vnnn9u4ceNsZdBAv8MOO9g+++xje+65Z4nL5MKE5b/McA1hNRs0sLotW9kPr7xkhRs3uCfItwka5KYFXQ/8/OH7Vq1GvnUZdFjw5Hbx/VV3MBuC4xctWl/7ffaNjoo7vGL2LPvxtVds+cwZVrBwodVq1NjqBddvm6DxT41t1fK33HKVzWPKqy+H61ky5Qc3rIa/yc8/E47XgDKdbNN/nyLj/Jupw163datWWtMePa1Frx1MBuoiZc7Xw4NsMbWt+a96Wfejjg2enq/rF3GZRGYP/8rmfjMqeLp9rq1ZttQaduhoTbp2sza77GYK6Eh30f4mu81lP08PuvL5tliVWvftZ/XatCk2vrQR84OG1NlBFgGVXkNPNWX9iC0KZvkhODY/vfVmGLgy7b23g3Npo3XY7wCb8tqW4xa7bCp11fqnB+ffvG/H2IpZM82CJAh1mjcPsh90d+efzoNoUVcc4XkTHENflO1AxzRaOh4wMG7moKXTp7lzJWgxtu7HHGcb168LAnRG2szgHFo242dTYEOXQUEGsN47RlfnpimwZ+m0n0zd7SjAQedPk+49bJu99o7rWmQFlfhG+6BG8qnDXrO+v7/Q6rdpm9DW161cYTM++TgI6JhkS36a6q7HZtv1cF2YKJApWn56501bG3yet9yxT5D14SNbENxjm/Xc3rb79W+C626tff/Cc7boh8lBBoke1vvk04pcl3497jwIMp8s/G6iLQuOT82GDd38ugdUxLXpt5vo67R33nLnWZNu27l9VBDC7OC+szw4b9TlmbJnNA2cSiq5cr7//OF7wX4us8bbdnX32Nj9mfL6K1YYfJbrGtF+l1R0v50//tvgmp0SZBNZHJyHbdwyygriMzul63OhpDqUNH6H084saVJwzzvQ6gb3IXUbtHDSxBLn04QR/7rRChYvcgEjDdq1KzVwRZ9/CihT2eG0s8KgFb2Pfjbqut31j5cGn9s1NKnUsjbITqh7tUrH/Q80fXZTEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBHJDYEsram7Ut0rWctGiReF+NW7cOByODqjbIAWuKNBhQdB40L59+huWo9tjuGyBv/3tbzZ16lSrXr26Oy5a4pVXXnFBLCtWrLAJEya4lSgwRZlyFOgSLeoGSt3vKPgktijI5c4777Tf/OY3sZNs/fr1dvHFF9v9998fTnv99dftpptucuPDkXEGFFBz5ZVXhhl8/CwvxWMKBQAAQABJREFUvfSSG7zgggvs2muvtRrlaCDyy2bT67yx39jn1/yfq5Ketl6/OQBlShBM0u3IY9yT276+U15/1QY/9IS1CJ4Kj5bP//5XW7N8UyCZH9+wfYcyA1cmPvmYjbj1xqDhf71fLHwd+8B9rmGu3x/+GI5bs3RpWNdwZDBQsGhhsfEKsCkpcGXEv26yVfPnuSCMeWO+seGbn3b361SjqgIc9rvpNjdKmUOeP2ygrV+92s9S5FUBCHv97WrbdvARRcan8ibVbarbh+E3XVesCgOuuynhen774H1uPXWaNgsCeo4ptk6NUJaVH4OAoJ8//sA5yeSnzd0EdQmCWkoLXEm2rjJ6++xTbfGPU+LWKe+6q23oiDFhA7dmmvLqSzY5CISILcpQoJ9oaRwElcTr8mrOyBHh+aaAk2GnD3FBHtFlJzzxqB3z0utBo3xXN3rELTfY+Mcejs5SZFhZGva98da42ysyYyW96Xnib+2b/97psuiMe+h+2+OKv5V7y/PGjrGP//KnYiZawdj777X9br4tCA7rHa5v1B23uaAeZU9TtgiVaR+8azM++9htf/HmADV1XbRg4ngb+J97wmU1oGtZ3aMoeCi21AiCz/a66mrrcuhhsZMy8n7Uf26zpUFQ2XbHHW9j//ffsHsWVWb6h+/bhMcfCc6Df7lgr9gK5tL5/vW/bnb72fOE38YNXPn0qr+4oDYFV8QLXFEw4pfXX2Nxuxp76ong3na9/XrYe6YsI+n6XIj1TvV9XvVNfy7kBd93Siqzhn/pgkV1nu56yaU26eknSprVjZ894iv3WqtBwyCAZ4dwXgVE+a5+NFJdBi36/rsi11k4c8zAj8Hnnf/c7xYEbFIQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEckeAwJUsOFYKfPDFP33q3/tX3wCm9wqKoGSPgI6NAkyUvWTixIk2fPhwV7mjjjrKpk+f7oJWlJFl8eLFYTYdHeejjz7axo7dlEZ/wIABttdee7mgpKefftpl4Dkl6DJK2Xb23XffIjurwBIftNKzZ0878sgjbXnwlPFTTz1lt922KTihyAKRNyeddJINGzbMjVGWlcGDB1t+kAXkzTffdBlj/vOf/1itIODjmmuuiSyV3ODDDz9s77//frkXzgu6CLjvvvusdhAk4MqmHgOKL7+5KwFN0DIllTrNW1jrfrvYj2+85oJJ1JBft0VL1xWCgjmU/UANibGBK92OPtbWr1rlVjtn9EhbMvXHkjYRjtdT6OoeQedCnWbNrN3ue1nT4NisW77CFkyaYDM/+8RlfgkXCAZq1qvvgk38OGW4UNCCGvFUh2hp3LlL9G3c4XnfjHYN4crqoif/G3boYAWbu7dRNgBfCtevd8EY1YPgpHZ79rdGwbrlUrBgvslFDcofB10taD3KmJCOkuo2ld2ix3GbgrgUcKN6JlN0LH/+6AO36PYnDXEZaeKtp1ajRtZuj71c4+mMIHil5Q59TAEMtYLMF22D8aWVZOv6xTV/C4NW2gTnbYtgm3WaNnXZe1TnFUGgW+HGTdkJ/Pa32WufoLG7vnurrCA+iEVBTrEN6PVbFc3W4tcRff34yj+7AA1lgmi+fa/Ap1ZwTk1wWVWi2167ObCrUcdO1qpvP3euaT0ymvHxh6YG7GGnDbFjXny9SBaF6LYqc7hWw0bW8/gT7duH7rcfXn4h6BrnvOA6bV5mFeaPG2vDTjnJXde6XhTMpetFWY0UNKQsLm+ddZod++qbxdane/y2QYDJosnfueMqG5VOQeYbZWaSqzLWKFBB55srwTLv/v5sWxhkdlFR9iNlFVodZLDQfWxtcIw/CoJolIWnza67u3my4dfk55911dA1owAEXWfKXKUAAgXzqbu12MxGuXS+p2KsQMY3gnNImXpUmgbZk9oGnw+1mzaxpcE4ZfJR9hUf8Jjuz4VU6u6XXTl3TpCZa45722qnvn50kVdlivnin5uCRtX1lDKelVX0maOijFL+/FA3bF/ddK0b3zL4HJsXXIMqymBWnjJ5c8Ce7mHxrpHod4bosDJO+VJ0vB/LKwIIIIAAAggggAACCCCAAAIIIIAAAggggEBFCxC4UtHC5Vi/ugbSP8rV0LWwhH/Ozw268/BFXbtQskfgt7/9rf3vf/9zx26bbbZxFTv22GPt8ccft1VBAETLli1dRpavv/7aDjroIDf9tddeC4NWzjrrLLv99tvDIIxTTz3VBg4MGjeDACUFkEQDVxSgcs89m57QV7dE6i6oweZU+KeddprrLsh3OxUr9Pbbb4dBK6effrrbpoJWVC677DKX/eXFF1+0O+64wxQ0o+6pUikjRoyw558vmvWhrPXdddddYeDKCe8p2KMwaNDa0qCk5ZU5xDfyKRNGSWXQ/Y9Y/bbtLL9O3fDJ70Pue8g16Ndq3MSUeUPdxsSWXS+5LBz11Q3/LFfgihrqfXCZ6te6367hOjSghurVkcxKGqeue6Lb+jzo7keBK3WC7ErR8Zq3PEUNfOoSZf9b73DddvhlVs6ZXaSbnRoN6lu/Cy+27kcfFzSeNvOzudcdzzzHXjrmMFsxZ47LlpCuwJVUtylPb6qG/mQDV8Y9fL+7zyqzgbInlFY6H3KoC1xRd0EuaCS4PysTS7S7p3jLJ1NXNfqqeycVBa0MeuCxIqve7dIr7Zcg60z1mjWLjFf3P/pRUcCRD1zpHmQX6nTQIUXmLc8bZflQ9zU7X/jHLfsZ7PfUN99wAVl+HQre6XzI4CBAK+hqKyZ4TFk2lPVHwQszv/zcBUf55TL5+qshp5iyIimYYkKQLabfRX8qvTrBfg+/8Tp3XSuYbNCDjwXd9WwXLtMj6Prn1ROONTW0j7rjX9b/H9eF0zTQ9fAjbe9rbnBBCf/P3n1AV1FtDRzfCaHX0HvvXXoREVREQFSQp6KCCooFn+j7AHtDxYo+7PpUBAUsWBEBQREkWEB6r5FeQg0ECAnf7BPOMDe5CSk3cG/4n7VuZubMmZkzvxmCy7vZe3zHtmaflqDS3w8afPVJ22bm3Huc0jEVnEw32qKdkjQ2aEUDbUxmmFO+tXv3kSm33uSUBTsif7/1unQPosAVnXuzu+91AoLu0VXT/nr1JVk65gOTfUbLfJVu0tTuMqXKQul9dyeeiRX982CDVuo7mX9aD31YvFlLNGhl/qsvu3/eAv33QiamnOIQzSJkm/19Y7ftctE7b8rBf5wSUU5gV4Ob+tvuNJc2GEVLYdm24L+jzO8yLTHVbPB9MnXQbWaXDXKx4/wt9yxfagLFdF/NK69xg2G8Y/X3vv7dp00D82zT6/X7faHZPNPveHsMSwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHAChC4EljPTJ1NM65o8IqWDNq0aZPscL40Llu2rHsuzdqh/bYRuGIlgmPZoEEDM5ESJUpIcSdDgj7Hhg0bmr4CTnBC+fLlZfPmzXLA+cLdto8//tisanaRJ5980g1a0U4NSLnhhhtMMExUVJQpEVWzZk0zXssO7XfS5msbOnSoG7Si2/Xr1xfNqGIDW7TP20aOHGk2q1WrJqNGjTKZVux+fQeHDRsmGrhy3MlEotfRckRZaRdddJFouYyMtDyeL+Zz5fUflBLuZD7QT1otd/78JmhFxxSrWs0MDXfu0WYuKVq1qulLXhLIdGbihwaH2JY804X2FypX3nzsmOxatn9ihE/Qil6nYNly5mOvmadQYWk8YJDd9Flq9o7q3XqaoB7NFBGodi6umXzu+ow0a4W2Or3/JXlOBXwlH2e3q3S6xASKbJk7W/atW2O6NZglO9qJI3FuMFaxGrVSXEKzEWjWiuxuZS5oLi0fGOZ7GSdwInlpmupO0EpqTQM6tJSQCcRctSJoAlc0w4qWDln52XhZ+fkE82cgrXdg6+9RbraHlg8M9Qla0XsvXqeeeSZaEmfj9Kly4ZNOlohTQSa6P7JmbV1IPidILp9TAlDLnRQ/1acBdwWcbFoaEOX9HbTm66RyclrmrNngIT7nK1G3vsn4suqLibJz4QInSCDayXRTxVzjXP/QLFONbr3dZxr6Z0wDV7Qd3rFNxBO4Emrvu8+NZXBjiVNOSpuWm0setKL9+n5c+JTz7gRpi3bKXNlAwRpXdPdbMm/vmtXus27z4KNuEE5at6TBeppBSJtmstKmWYn0/db/brjwiWd8/p63QS5mYCo/Vn/1hdmjgeC1rrrG7yj9XRrh/PeBv5Zav7+x9CGAAAIIIIAAAggggAACCCCAAAIIIIAAAggEXoDAlcCbZuqMF154oQkW0IPHjBkjl1xyiRR1ygfs2bNHfv45qbSFPbF+IUgLHgENTrGtoJPJQQNXdGmb3e8NXLGBSPrcNWgpeevZs6cJXNH+jRs3ig1c0XXbunZNmVFBS/+kFriiZYy0xcfHm2AZ73tk1/M7X+jExcXJokVJZS3stTKzvP7660U/56JplhXb9F+wazN9p75Ytpla4p1sCYFoRZySKbbNefxhaTLwTlMyw/sv6+3+7FpG1qwl5VsnZXZIzzUSjh11MmJEmWwwR3btlAQnE4W2GCfYQJtmpkh03pUzBQmZwen8cS6uaaemmQ80U4+WfGnoZN84U9MgHi25E/3zDDngBAnoF8zlsynLRV4nsEHLxdhsMvosNbuLloQ5my29mRLsnPavX2fKUx12gi01c4QTrWJ2acaCBOfdiY9N+mLajs/s8qfBg5zMJuk/V4l69aVo1aSANe81G90yQFZ/+ZnEO1nLVkwYJ03vuNu722fdBitp567FC+VA9Cb3/uzvS81+ok2X+o5o6STbvF+Cm3UncMX+LtIxEfmSvjz3GsU6pYe0afklt3yQ6Un6odku9It9bVquyAauZManzfBHkk4agJ+mrJQn6FBPqQFztsUlyzYVqu+7vZ/0LvX3qg1M0kCe7P77INDvgb7zc596zNyulpNr+/ATKW79pFMeL+rpxyXRKUdX7bLLnTJIThamdDT9u8W2sPBc5nezlo/SP1sNbrpFSjZo6JPtzDveHuddank/zQylrWzzFlK4YiXvbtYRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEQkCAwJUgeUjNmzeX5cuXy/r16015GS0l423lypWT7c6/ztZWxJNW3TuG9XMjoMEetmkGFW3++jQgxLZ/nJT62jQbi7+mz9s2O1a37bq+AzYgxo7Tpfc4b79m8dEyQ9q2bNkir756OvW/d5xd37bN+RfyIdy8JQBy5clr7iQiX9JSN2zfiaNJwRpZvVUtC7L0o//J4Z07THmZzU5ZFw2O0S90a/To6fzr717p+lfoWZmHvy/qUzvfigmfyOL33pa4vTGpDTH9+mVkoAJXzsU17c1pQIgGLGir0b2nFChdxu5Kc6mlXTRwRVvVS7tk6xfPTW+/S/5wMpVoUEXUs0+Zj2ZpKNu8pWjARVGnBEd2t/S+Q1r6KuqZJ2XLb7PTnJK+P4FoO/9e4GZnSM/5tLyYv3vR0mHVu10p677/RlZ8Os4JYLo11dMd2HQ6SHDNN1+lOs7u0CAFb+CKN2OU/X1jA+b0GNunZYNsU1dtBZ1sLP6aBg/YFuv5HZ0ZH3ueQCw1e0zypmWtNLuFBjYkOlm8krdQet+Tzz292ybY6dTgIlWqpPewTI8L5Hugpcem3zXQZArS0mqXvf6OeEv62ElqBiMtU6fvdqv/e9B2n3GpgYH6jiQ478axgwdk2dgPZe/aNVLY+TOqJYK0HT/13yy6ns/JZpdW2zBtivndqWP071saAggggAACCCCAAAIIIIAAAggggAACCCCAQOgJELgSJM9MU5v369dPtDSMZrvQTCsJzpd+ZZwvhOrUqSMVK1aU8ePHm9kSuBIkD+3UNPTZ2WbX7VL7veu6feLECbHlngoVKqRdKVphTxkTb6YWG3ziLanjPTi188XEnA5Q6Natm3Tp0sV7WIp1fd+y2jTzjC1rlJ5zqZOWMQpE8zG3j8fznLwlPQJxPS2Fc9XESbLgzf/KPzNnSNy+vaJfSO/4e775LH7/HaeUyDPp/tfomZlTwTJl03XYmq+/lN+ff8aM1XlX69JVCjsBErZcw7Y/f5eN035MOpfzpXMg2rm4pnfeKyd+IvFO4Jh+kd7o1oHeXWmuV+7YWbR8zsmEE1LzyqvTHJvVnQ2cLDClm1wgf7812smEM9ec7uDmf0Q/a7/7Wmpc0UM6jBiZrcEz6XmHtMTHzCH3OJl5Vpo5lnZKwGgmGi3FY4Oc/nhppHn/NWghEK3JHXc5GYFOB3ic6ZyFKlR0v8ROPrbxbbfL+snfmgwxGszkL+hCjzl2qiSbZuhpNfSh5KdJsV20qm9gkffXzenfN/aXkXO4Z1VPdtL5+/7EqeBGb8Yo74U0gMC244cO2lXJjI97cABWwiNyZ/gsofK+Z/jGPAfYd0i78hROKofj2R3w1UC9B8cPHnSCVgbIIScDkL7/l4x6PUUJOjt5DYDUVrxWHdnu/N3hbTGrV7mbGliSr2gxKdW4qRtUpiWmtFzWnuXLZOvcOWZsu8efNkEwuuF9x/X3S1ptzVdJZYL0z0jVy1Jmo0vrWPYhgAACCCCAAAIIIIAAAggggAACCCCAAAIIBIcAgSvB8RzMLPTL9vbt25tPovOF33HnX6LaDB6//PKLO1MtIUQLXYEIp4xG6dKlZefOnbJr1y6/N7Lb+dfOtlWoUMGuil23ASzujlMrGvDkr1WtWtUE0Ggafg2EGjRokL9hAe179NFH5aOPPsrQOdXDG7SToYPP8eB8xUtI+8eelnaPPClaQiX6lxmy7rtvTOCBZlKY/eiDct30WSZ4Ijummt4yFMs+/tBcvkjlytJj3GemBI53Pod3JGV28vZldf1cXNPOWQOIVoz/xGxWudgpwVa1mt11xqWWeOk+5tMzjgvUgFKNm8jl73xggiZ2LpzvZAb5VjbPnmXK7qz74Tsp3fQCqfuvGwJ1uRTnCc+VK0Vf8g79gtkGrbR2AjqSlxfSDAqaMSaQTTPOZLRpJgh/rVj1Gk4Zpktl08yfnCwPH0nz+x7wN8wtNaLlpWpf09vNkOJ3cAA69c+vfpF/xPkdfjRZaR17+qOeDEneIKPM+NhznstlKLzvxscJeDPNT5lGDTZKLUDLW64mO36vJn92gXgP9H6m33O7yX6igX4dn3spzYBLW2JOs67oJ7X258svmF36O8P+Ds5fvKQJXNFMZdpq9rhKKrRtb9b1h5bDsi2tsmn71q2VXUuSrl3NCVrxlumyx7NEAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQCH6BU/83Pvgner7NMNz5wsAGrWgQy/z58w1BQedfkxY/Q8r0880qFO+3shM0oG3NmjV+p7969Wq3347VjkqVKpn+Y8eOuWWD3IHOSmrn0/fGlhHSclRZbbYU0qZNm7J6qhx3vH7ZF1mrtjS94265dvJ0qdjuQnOPR3bvMv+CPbUbDjuVguGk80V5drUTR47I/o0bzOlrXdU7RdCK7tByDelttiST/sv81Fqgr5nadVLr12wvR/fvM7sb3TYwtWFB1Z+3WDGp3OlS6exkOrjif2Pdue1c9Le7nnzFm2VIgy2yq8WsSsqiEJE3r9Tve3OKy+zfsC7VL/KTD47Im1RaTfsPbT39JXXycYHebjzwTnPKw055Hw0O8tds2R8N9jtwln7PFSqXFKS4f1PSn9Hk87J/drW/YCpl5pIfEwrbwfy+q1/uU+UAvRlUrGvs9q12NcWySOXT5YF2L12SYn96Os7G3wt2Hhp0NsPJpmSDQNo72U+qOhm50mqRtWpJZE3/n7yeIGsNlNRx+Z0AT9sia9exq+bvolZDH3S3dcVmngp3gn3TKpVms63oMbWuPjtlgl588UV5+umnzef555/XS9MQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEsigQkcXjOfwsCPz8889iM2y0bt1acjn/MpsW2gKNGzeWv/76S5YsWWJKQzVt2tTnhsaOTfqyOq/z5bBmSLGtWbNmdlUmTpwow4YNc7d15dNPU88O0bFjR5kwYYJMnjxZVq5cKfXq1fM51m5oKSPNCpNW0wwueo65c+eKfrHr/dLcHjdy5Eh58EHfL6LsPn9LPUeoZlvxdz+2r5RTSmVL1G9Jm37+xb4dl79UKbOqX6Ynxse7ZVfs/kAswyJymYwvmiFAAwySN+3TDB/pbYUrVHTOs152Llzg1Do56ZQ/CUtxaKCvmeICaXRo+RWb7aVcy1ZSqlGTNEYH567idepK7gIFJN4JOrKlZPzNNJ8T0KgZUxKde/ZmKvA3Nit9iSfizeEnnOA5DVgq4pSZ8ralH/7Pu5nmupb0sW3HgvlSom59u5mty5L1G5jMDvrF+Lbfo/xeq0yzFqIBpBo4umzMB3LRcy/6Haed+p6lN+NRqidxdkQ6v+s1a8Vep8RKzKoVKTzWfvOVOTxXnjxSLFlporTOG0r7gu19V7v8pUqLrFwhe9ecLn1jTTf8+INdTbHUsjUl69WXPc6xGkCnZaoKli2XYlz84cPmz7i/359n4+8FnZC+w7OGP+D+edDMKLWvuTbFXJN3dP94QvIud3vB6FGy+IP3zHa3D8ZJgdJl3H26Uqvn1cZF1yteeJFPIOURJ+ucLT1U6aKLffbpeNs02GadU/pLW1EnUEhLu52N9sILL8gR53eyNi3dmJH/1jkb8+MaCCCAAAIIIIAAAggggAACCCCAAAIIIIBAKAqQcSWIntr7778vGqSyZcsW2bdvn8me8cUXX8js2bPNLHPnzi2tWrUKohkzlcwKDBkyxA1A6tevn2zcuNGcKsH58uiJJ56QX3/91WzfeuutPhl2OnToIDZ4Rf/Fr74v2vTLVd2eOXOm2fb3Q/91cAHnC3Ad27t3b/GWn9Lxm5ysAk899ZTUqFHDBKX4O4ft05JW2vQ97d+/vyxcuNCUPtLyR3p+bVrSSrPFpPdjs8mYg0PsxzynNMrsh4eJyYhxKjhFg0P2rFguqz5L+mIvT8FCKb7k995mkUpJ/zpfS9v88dJI0QwtJhjEOyiL67ny5BWbBSB6xnTZ9sc8NztGjPPl6ox/3+1up+dS+uW+tmMHDsisB//P3G+cU+pEP7Z8RqCvmZ552THrf5zslKLYZjYb33q77Q66Zey2rfJ1rx6y/NOxxtJOUDM8LHz7dRO0on1pBd5opp9Cp8qKrfx8vOyY/6fouxToptmEbFv09hvOe5pU1kyzvPz16kuyYdoUu/uMSy3bk8/JLqNNg0NWfT7BvPf6/sQfjj3j8VkZ0ORU1pXUzqHlTOpe19fsXj/le5k3coTPnBKOO1mvZv0s0+4cIL8+NDS102Sov1H/ASZYRg+aNewBNwBJ/ywteP1V2f7XH+Z8tXv1Ec1SEoh2/OBBE6ygATz6Obxzu3ta26fLvWtOZwFzB2RyJZTed73F4qfeec14s2zcR0l37fye3/TTNFNuKi2G1sMeNrs1wGLKbTfLrsWL3OH6Z0YDX77sfpkcc56Dv3Y2/l7Q60Y986RE/zzDTEGDPzQ7ivf5e9cD9feS/v2hmVi06Z8xtdB3XX+n/DJ0iPt7r9ZVqWdRiXZKfunfP9rOVrYVczF+IIAAAggggAACCCCAAAIIIIAAAggggAACCARcIO20CgG/HCdMS2C38z/rN2/eLLNmzUoxTDNv/Otf/zKBByl20hFyAjVr1pR77rlHRo8eLWvXrpX69etLVSeLib4Dh51/fa1NS/sMHZryC9ERI0ZIr169zLju3btLeadkRGxsrBx0vvjS8lJHU/myumLFivLyyy/LfffdZwJlunXrJkWKFBHt12ApPT697c4775R3333XvK8aXKUf2+bNmyfJM8jYfcG+/O76Xk5ZkKQgIp2rZpXQdnDzPzKuzQVm3f645usfpFC58mbzuPMl+/ofvpd1P3wnWkKlcMVK5gt475eRze97wG9GEnu+qpddLn+/8ZoccoIYVn423nzsvgpt28vl73xgN7O0bHL7nTL7keHm3qbecav5l+wR+fJK7I4d5rz6heW+dWvTdY36N9zkBBuMd4JDtsuGqT+Yjz3wqs++cjNGZOWam5wAmzmPDrendQNitGPOYw9J1Ign3H3Vu18p7R97Omnb+WJ56UdJ2T9K1KknFdp3cMdl10pm56pZUvatXyd/vPic+RRwMjzkKVxYDjhflGtGI22FnN8Hta/pnebUG/UfKHNHPG6++J0yoJ/P2B5jJ0ppJ/tPVluVzpeJBpxoph193zU4SIOhDjsBQvrnRfcddP4M2QC2tK4X4ZRgaXrnYPn9+WdEMw1FOQFg+tFW+eLOcul/30rr8CztK9uipZRp2iwp2CyVMzW75z7Z5ZRn0owZKyd+agJr7J95DYiywVnVzlBOJZXTp+hWx/o39nOCI8bIgehN8oUT0KBZjY7ujZH4uDgzXt+NJgPuSHFsZjt2Oxlept3tP6hrxn13u6et1KGjXPbGu+52VlZC6X3X+6zb5wZZ6gRW6bz/fPkFWfze286zPynHYw85v+PqOdlxVqbKocEZjW4ZYI7XDEWT+10veZ2/d/M5JXM0M9KZynqdrb8Xts9PCorSG9EMWlMH3ZbqPfWb97dEOEGwgWgdnnpOpg8e5ASFHXaCH/8jvz3xsGiQj/29V+uqa0QzrqTWVk/63OzSwL2aV16d2rCA9uvvNg0yts1fxjm7jyUCCCCAAAIIIIAAAggggAACCCCAAAIIIIBA+gXC0z+UkdktoJkpkv8PcC0LpJko7rjjDqlVq1Z2T4HzZ0BAy0hos0vvurfPPlNvn47VVPNvvvmmCR7R7U1OxhMNWtHxXbt2lT///NMEpeg+b+vcubNMmTLFBLZo/7Zt20zQiQa+aBkg25JfT/s1g4uW92nZsqW5jgarrFixwg1aqV69umg2mAqnMjfYcyVfFnRKIERFRUnfvn1NRhXvfn/X9e7PzvWwsFO/0k49G72WfqFllnafty88zOyzPzRDhX5BbD/2i2ndb/vs0ruvXMvW7r/K1y/vNQjBBq1owEH7x5+WeqeyN9hrJV9q+Y8e4z6TCwbdYwJicjkZltLT3Pvz3HNax9XscZVoFgAtY6Ht6P59JmglX7FIafvQY9Lgpv6m37y3zruYVtPAg54TJome036hb8e7z8LpyMo1Tyac8LG3wUR6Hf0i2T4PXSYcO24vL5vn/OoG4DS6daDbn9qKdTT7z2Bpx3rvUY/L7FzzFi4iVTpdIpqVR5tm29HAEFOGy5lL9a7d5Qqn1Ea+yOJmf2o/6vTuIxePfNkJyLhACpQsmeLvE3/Hnb4X51mf4Xnr8fqeXjr6bdF3Xpv+OdBgLy1vpZkarvjfx0mlVZx99txmYCo/NPjp4udfkVING0uEE3hnW3qOtWP9Lb3H29/Bycc1HjjIp8t7jO7Q4KErP/1Cmt19r/nzoveqwQf60XW10ICOWj2vcc/jXsvzDtnzhnl+35zu8/3PsFb/96D5fWHfBb2Wvtt6Xr3W1V98k6LkinvxzKx45pnm4f7ejVPHuvec7ARuv+e+dUgove8634LO7/BOL7/m/s7U3+2aEah04ybS5a33TYkuHSfJ7tP0OT9a3j/UBB5qKRtterz5M3PihDln/RtuTCoVZPb6/sjs3wu+ZznzVvLfZakdYZ6pv3fBzwH2HTe7PH//eodqYE/Xdz6UolWqmm79/a6/9/Tvp4Y33yIa2OJzHs/BR5xgN80spU2DO5OXIvIMDejq0qVL5ZgzT9t69uxpV1kigAACCCCAAAIIIIAAAggggAACCCCAAAIIZEEgLC4uLumfc2fhJBwaOAENXNjjlEnQpZZaKVu2rFtSJnBXyd4zrVu3zlxAs4qcrabXPJvXC+R96Zc0GzZskFWrVklJ58vmBg0aSKFCSV9gn+k669evN2V9NGOLBp1kpOk7tnr1apM1pVSpUiYARbOv0DIvcHTfXvOv6OP27JZc+fJLofIVpIiTfSXMCUALtnbiyBHZt2GdxDlBEsVq1k6zjFGg5n42r/lD/74mm4Zmv7n2+2mpfvkZqHsLxHmSgkA2yJFdu0wGggJlyjjvT+WAlYUJxBy959CMEfoFfITzrpds0FA0kCnHNuf39GEnK9F+58+MPqeCZcuZzErZds/O9Q46vvudIDgNWNJyNYHKchEszyjU3vcTTgDRvrVr5OiB/U7QSlPJ6/w3Wkablmbat36tHHMCBgs6GbuKVq3uE7CV0fPlpPFxMXtkz/JlUtD5vRdZq07Q/s7WTHnDhydlAdPgci2VSGB5TnoTuRcEEEAAgawKnIv/H5TVOXM8AggggAACCCCAAAIIIIBAcAgQuBIczyFHzeJc/I+KUA5cyVEPn5tBIAgEdjrlXTRwRVvbhx8/Y7abIJgyU0AAAQQQCAGBa6+9Vn744Qcz05tvvlnee++9EJg1U0QAAQQQQODsCZyL/x909u6OKyGAAAIIIIAAAggggAACCGSnQER2npxzI4AAAgggcLYFilatJj3GTjSXLVGv/tm+PNdDAAEEEMiBAglOebo5c+aYO8vtlPN7+OGHc+BdcksIIIAAAggggAACCCCAAAIIIIAAAggggMC5ESBw5dy4c1UEEEAAgWwSyFcsUvRDQwABBBBAIFAC0dHREh4eLpGRkdK3b1+pWrVqoE7NeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgfNegMCV8/4VAAABBBBAAAEEEEAAAQTSEqhevbps3749rSHsQwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMikQHgmj+MwBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSyJEDgSpb4OBgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgswIErmRWjuMQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEsiRA4EqW+Dg4WARq1qwZLFNhHggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQTgECV9IJxTAEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBwAoQuBJYT86GAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkE4BAlfSCcUwBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgcAKELgSWE/OhgACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJBOAQJX0gl1LoYdPnxY4uPjz8WluSYCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJDtAhHZfoXz+AKrV6+WqKgoiY2NNQpdunSROnXqpCmyd+9emTZtmvzzzz+igSu5cuWScuXKSdOmTaVVq1ZpHstOBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAglAQIXAnw0zp58qQsW7ZMZs+eLTt37vQ5uwaipNX27NkjH330kRw6dMgdlpCQIFu2bDEfPb5Tp07uPlYQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFQFiBwJcBPb/z48aKZVjLT9FgbtNKoUSNp2LChydYyffp0OXbsmPzyyy9SsWJFqVWrVmZOzzEIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEBQCRC4EuDHcfToUXPGPHnySMuWLaVQoUKm9M+ZLqOlgTTjirZq1arJtddeK2FhYWY7Pj5epk6datYXLFhA4IqR4AcCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIhLoAgSsBfoKRkZEm8KRt27aSP39+WbJkSbqusHDhQnfchRde6AatJCYminefZnM5cuSIFChQwB3PisikSZNk37590qZNGxPkM3/+fGnatKkMHDjQZKv58MMPTQknzWQzZMgQE1Dkz00Dg+bOnStLly4VLc3UuHFjueiii6Rdu3b+hrt9GnikGXM2btwou3fvFn0PKlSoYEo76fPMnTu3O9a7os/3m2++kT/++EP0HFpqqkyZMtKgQQPp1q2bybDjHW/X169fbwKi1q5dK9u2bTPvmh6jWXouv/xyCQ8Pt0NTLLdv3y7ffvutuWauXLnMvV155ZWydetWWbVqlRQtWlSuuOKKFMdph2YE+vHHH2Xx4sWyZs0aMz816t27txQpUsTvMdqZ2ftM9YSp7FD/mTNnSrFixaR8+fIybtw40XJbvXr1kq5du8rXX38t33//vXke1113nXTu3NnvmXgPQvs98PtQ6UQAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgaAUCIuLizsZlDPLIZPSwJUvv/zS3M3VV18tzZo183tnr7/+ugl4iIiIkIceesgNdJgzZ4789NNPPsf069dPatas6dMXTBvr1q0z0zmbc9SgjQ0bNogGYmiggm2tW7c25ZaWL19uu0xAiAa6eJuWYnrkkUfkrbfeMsEj3n26fu+998qzzz7rPhfv/jfffNM8M82M46/93//9n4wYMSLFrh07dkj37t1lxYoVKfZph2bc2bt3r+TLl89n//Dhw2X06NE+fd6NTp06ydixY6VkyZLebrP+999/myCOnTt3+uyrU6eOCXpRFy1F5S/gSoNrbrnlFtm0aZPPsbpRtWpV+eSTT6R58+Yp9mX2PlOcKB0dEyZMkNtuu82MVDebAUkDefTPzZgxY9yzaDDRjBkzpFWrVm4f70HOeA/cB8oKAggggAACCCCAAAIIIIDAWRM4F/8/6KzdHBdCAAEEEEAAAQQQQAABBBDIVgEyrmQrb/pPrtk9tJUoUcINjtAMIrNmzTL9WnIoNjbWrNul2eCHj4Bm9tBMGpoxRQNCNNhCmwYNRUdHm+w1WnZJbTUrim19+/aVKVOmmE3NIKIBJRpEpNlFNHuLBhblzZs3RQDKokWLRANJNFimdOnScskll5hMLwcOHBDdN23aNJ9AGns9XQ4ePNgNWunQoYNokE2pUqVMYMjkyZNl8+bNJlOJ9xhd379/v+nSAJP27dtLjRo1zLbe6w8//CC//PKLdOnSRTRriC03pQN0TppJ5eDBg6a/T58+Ur9+ffn9999NlhrN5pNa++uvv8y96X1qGawbbrhBNNhFM5xowIoGs2iGGHVXB2/L6H3q/O655x7vKc64rs/r+uuv9xlXtmxZUdeJEyeKBhVp0Eq5cuVM5hXNjqNBKl988YVP4ArvwVQJlvfA52GygQACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACOVaAwJUgeLQabKHlf7RpeSHbtKSJfuFevHhxufTSS+Xzzz83uwhcsUIplzfeeKO8//77EhMT45bZ0TI2GlyhxhpUocEXGoihwR3aNLjEBq0MGDBAXnvtNRO0ovs0KEUzdXz11Vcmy4lmHLGBIrpfg0RshhctS6NlhbxNy//s2bPH22XWNRPI9OnTzboGV9h1O/Cll14ywSQaLJO86bugQScaJOMNTNFxGmAzbNgwWblypckmctlll7mHv/322yZoRTs0s4zei21Dhw6VN954w276LLV80X/+8x9zn1qCR+eqJZdsUzMNoNGAk8cee0zeffddu8tkPLH3lt771PfbZilyT3SGFS0LlDxwRQOUqlSpIgULFpR33nnHnEGfc926dU2A2Msvv+wGNulO3gORYHoPzvDI2Y0AAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAjlEIDyH3EdI34bNtqI3YcvCaOYKm2L1qquuksKFC7v3SOCKS5FiRUsGadPMNRrwo61hw4ZmWaBAAdEAB22afcS2kSNHmtVq1arJqFGj3KAV7dTSQxoIou348ePy3XffmXX7Y8uWLXZV6tWr567blcqVK/stD6VBNLa0kGY9Sd70uppFRJfJmwataPBK8qAVHTdw4EC3f/HixT6Hfvzxx2ZbM6Xc4gla0U4tT6WZVPy1mTNnmkAf3ffcc8/5BK1oX5MmTUwmF13XAB8NdLEtM/ep77oGw2Tk07ZtW3tJs9RgFQ1a0Va7dm2z1Aw6eu/aNFuNNt6DW4yD/RFM74GdE0sEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMjZAmRcCYLnqxlXbNNghLi4OFOiRvuaNWsmGlChmTts8463fSyTBDQ4xTYNXti7d6/JuGH77H5vwIKWFNKmgSRPPvmkT+CFDcLQTDj6XLT8j7d5s68MGjTIBLm0aNHCJ/jFO96ua1CNlirSkkVatkaDVzRAqUyZMnbIGZc674ULF4oGz2iGGTvX3LlzmyAbzYBi24kTJ0zpId3WgJjkTefTsmVLmTt3bvJdbjkj3aFlhdauXetey17TBl9pUJUGXNnAkMzcpwaupJb9JcXkUumwz1l363ugTftssI/dz3tgaNwfwfQeuJNiBQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEcrQAgStB8HjtF+s6FQ2O0NIqGgBQqFAhufzyy80MtbSMbdpP8y/gLbVks9f461NnbTt27JBDhw6ZdQ0AefXVV816aj+2bdvms+umm24yWVq2bt1qgo1+/PFHEyBxwQUXSN++feXmm28WDSTx1x588EFTikivf99995lP9erVRUvq3H///W52kOTHahDTv//9b1PaJvk+77YGq9im92ZLGpUrV852+yzLli3rs2031qxZY1dl7Nix7npqK2pkA1d0TGbvM7Xzp6ff3zP318d7kFIzJ70HKe+OHgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQCDYBAleC4IloCRMNstDglE2bNpmPTkszY9gv2wlcSd+Dshk1dLRdt0tvnz2bZiqxrVu3btKlSxe76XdZsWJFn/4iRYrIvHnz5KmnnpJvv/1W9uzZI1oeRzOX6OeFF16Qt956Sy655BKf43RDg0/atGkjI0aMkBkzZpj9GzZsEP2MGzdOrrvuOnnvvfd8srfoe6D9NvNL69at5eKLLzaZWmyAzPDhw80cvJl5dE622YAeu22X/soS6T5rpKWEXnzxRTs81aUtx2MHZPQ+NYvLxo0b7eHpWmqmkGLFirlj/T1zf332AHuPus17kLI8lbpYo7P1Hug1aQgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkPMFCFwJkmesWVe8wSn65X+DBg3c2e3evdtd92ZocTtZyZRA1apVTYCLBkuouZb7yWgrVaqUKW0zevRoU1bn+++/l08++cQEoGh2lNtvv92U1/EXGNKqVSvR8VrSSANdtGzQlClTTKmfCRMmmMCWO+64w53STz/95AataBDJvffe6+7TlWPHjpnMLT6dzkalSpXcrl27drnr3hUtW+SvaakqbVpKqX///ibIyt+4tPoycp/bt2/3effTOq/dp8ExGiSU2cZ7cFouWN6D0zNiDQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEcrJAeE6+uVC6N295jrx588qVV17pM/3169e722XKlHHXWcmagAYB2dI5XuPMnDU8PFwaNmwoDz30kCxfvlwuu+wycxoNxNjkZNJJq2nGEH3mGqwybdo0d6hmc/G2xYsXm03NmnLPPfd4d5n1lStXijfTih1QuHBhiYyMNJsLFy603e5Sj1m2bJm77V2xZX80uGft2rXeXRleT+99ZvjEWTyA9yAJMNjfAw3Wevrpp83n+eefz+JT53AEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAgGAQJXguEpOHNo2rSpOxMNYtESNLZp4MPWrVvNpma/8JZEsWNYZl6gY8eO5uDJkyeLBn6k1k6cOJHaLr/9WsbHNg36SG9r1KiRFCpUyAz3lvjRDs16ok2z8/grp/PKK6+Y/f5+dO7c2XT/+OOPEh0d7TNE+/Q989fat28vNlvMq6++6m+I25cRo9TuUwOJ1qxZI6tXr07359FHH3XnkNkV3gORYHoP/D1HzaozcuRI9+NvDH0IIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBBaAgSuZMPz0qwYmtVCP94sHhpoYPtt5gx7ec1qYYMVNKhg5syZEhsbK1pqZuLEiWIDH5o1a2YPYRkgAc3gUKBAAZOppHfv3vLLL7/4nFmzpTz11FNSo0aNFIEt9913n9x2222imVHsM9KsFfqc3333XXMeDULSY71Nn3Hz5s1NiSFvaRYtGfTMM8+YZ6/jtcSOt2lGF9ueffZZ2bFjh9nUgJaHH35YvvzyS7s7xXLo0KGmLyEhQa644gqZM2eO7N+/X3744QdTzijFAac6ateu7ZZQ0nfx/vvvl0OHDrnDNYhGz6EZY2699Va3X1cyc59hYWGmtFHlypUlvR/NKJPVxnsQXO9BVp8nxyOAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQGgIRITGNENnlhpAMGnSJL8T1mAVb8CKZpzQ8jLadHnNNdeYUjGateLXX381H++JGjRoIHoMLbACFStWlJdfflk0CEWDi7p162Yy3mj/li1b5ODBg6leUPdpMIeW+MmfP79oRhzNXOINRtGACA3G8DZ9xitWrBANJtGPZhkpWrSoyTBiA2AqVaok/fv39x4mPXv2lHr16pkAGr3mZ599JjVr1jQBThpAUrduXVPOR4NTkrcmTZrIsGHDRMut6H126dLFHaKlh3S/9/10dzorjz/+uERFRcmiRYvknXfekffee88ElegYDa6y5Yl69erlPUwye58+JzlLG7wHIsH8Hug75n2vk/+ZOkuvCZdBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEAC5BxJdCgTgCKDUZJ69T+xmjWlZtuukkiIyN9Ds2TJ4+0aNFC/vWvf6Xr3D4Hnycb1tMu9bbtul1qn/2y29un/ZopZO7cudKyZUszRgNSNLDEBq1Ur15dhgwZIhUqVNDhbtPyMjYLSlxcnDnGBq1o4Mmbb77pZitxD3JW9Bn36NHDLQmlwS6rVq0yWVt0bn369JHp06dLyZIlvYdJ3rx55YsvvhBb1ka/zNeyOhow1a5dO5k2bZpoqSltye9R+zRzjGaC0cw9uXPnNoEKHTp0kE8++UQaN26sQ6RgwYJm6f2hQTWaoeWxxx4TzW6i19VMNPrRdZ2XZnG5+eabvYdl+j59TpKBDXvPdqmH2nW71D77HtgSSNqnjfcgeN+DpUuXyrFjx5IelPNTg7hoCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQ+gJhzpftJ0P/NnLeHWgplq1bt5rABg1E8H7pHux3u27dOjNFzQQSiu3w4cMm88nmzZulVKlSJrOIZuNIq+3Zs8dkMdHSPZp5pUqVKib7SkRE2kmNNIOEBp5o4Io+cw2M0SCZ4sWLp3U5s0+zpuixWuZIA1H8BZykdRLN0KIBHBp0oq179+7y888/m8w/48ePT/VQzQijmWhWrlxpglbURjPNpHX9rNxnqhPJ5h28B9dIML0Ho0ePluHDh5unrgFHWo5Lg/1oCCCAAAIIIIAAAggggAACwSEQ6v8/KDgUmQUCCCCAAAIIIIAAAgggcH4KELhyfj73bL1r/kdFtvJmy8ljYmKkTp06osEaWk5IM7PQzj+BYH4Prr32Wvnhhx/MQ9HMPlquioYAAggggAACCCCAAAIIIBA8Avz/oOB5FswEAQQQQAABBBBAAAEEEAg1gbTTQYTa3TBfBBBIU2Dw4MGiZX9uvPFGqVevnsm4otlTBg0aZIJW8uXLJwMHDkzzHOwMfYFQew80Y4+WqtKmJa4efvjh0H8I3AECCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBgBAld4ERA4jwS0vJCWAxo1apRokIqW99EsG7Y9+uijUqlSJbvJMocKhNp7EB0dbcqlRUZGSt++faVq1ao59MlwWwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgicfwIErpx/z5w7Po8FunbtKnv27JFly5bJ0aNHzSd//vwm+8qIESOkc+fO57HO+XProfYeVK9eXbZv337+PCDuFAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHzSCAsLi7u5Hl0v9zqWRCgpvFZQM7iJeLj400Aiy4rVqxosllk8ZQcHoICvAch+NCYMgIIIIAAAggggAACCCAQpAL8/6AgfTBMCwEEEEAAAQQQQAABBBAIAQEyroTAQ2KKCARaIHfu3FKuXLlAn5bzhZgA70GIPTCmiwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAOFAjPgffELSGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgiEgACBKyHwkJgiAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCQEwUIXMmJT5V7QgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEQkCAwJUQeEhMEQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyIkCBK7kxKfKPSGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAiEgQOBKCDwkpogAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCOREgYiceFPcEwIIBFZg6dKl8tVXX5mTPvDAA1K4cOHAXoCzuQInT56UsLAwdzsjK1k5NiPXYSwCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQKAECVwIl6ec8q1evlqioKImNjTV7u3TpInXq1PEz0rdLx+txery2okWLSr9+/XwHsXXeC2iQQnR0tHEoW7as5MuXL9tMFi9eLM8//7w5f//+/QlcSSb9+jdjZMmGlcl6fTdvuvQa6di4jW/nqa3YuCPy0bTPZdH6FbJ260aJLFRUmtSoJ1e2uVRa1mni9xjb+duyv+THP3+RxRtWSWxcrNSuWF2a1Woot3TpI/ny5LXDWCKAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJBKUDgSoAfiwYTLFu2TGbPni07d+70Ofvhw4d9tpNv7Nu3T3777TdZuHChnDhxwt197Ngxd50VBKyAvl/16tUzm59++qn06tXL7mJ5lgU2bP9Hlm5MCjRL7dK79sf43XXwSKz8+80nZNU/6939O/ftkenz58jPC6Pkqf4PyCUXtHf3eVcm/z5Tnp3whpxMPOl2L3ECWPSzaN0KGXXXY1Igb353HysIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAsAkQuBLgJzJ+/Hg3U0pGTr1lyxb53//+J4mJiRk5jLEIIBBEAuVLlJbubS7xO6NG1er67X9szMtu0EoP59hLm10oGuTy5rcfy4HDh+SxMa9IlTIVpGb5qj7HL9m4Sp4d/7o4sXJSOrKE3N7tBilVtLj88MfP8tOC30z2lmc/fV2evW2Yz3FsIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAsEkQOBKgJ/G0aNHzRnz5MkjLVu2lEKFCsm0adPOeJXjx4+7QSsVK1aUjh07yo8//ih79+6VsLCwMx7PAAQQOPcClUtXkAFdr0v3RLbF7JQ/Vy0y4zs0alomyI8AAEAASURBVCWP9B3s/nkvmC+/PPLhS+b3wnfzZsgDvQf6nPfbqOkmaCUiVy4ZedtwaVC1ttnfqu4Fsm5btGzcvllmLfld9h06IJGFi/ocywYCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQLAIErgT4SURGRkq1atWkbdu2kj9/flmyZEm6rpAvXz6pXr26dOjQQWrUqGGOmTp1arqOZZDIpEmTREsttWnTRtRt/vz50rRpUxk4cKBoqaUPP/zQlHBq1KiRDBkyxAQUed004GjWrFkSFRUlW7dulf3795vnUL9+fRNEpM80edPAIh2bywkcuOmmmyR37tzJh8icOXPcDDy9e/cWfT+y0ubNmyfLly83p9A52vbTTz+ZICe7rcurr75aSpYs6e0y6wkJCfLdd9/JokWLZO3atWZO6nL55ZebdzfFAeno0OtHR0ebkZ06dXLfYe+hCxYskLlz58rSpUtFy2Y1btxYLrroImnXrp13mLv+1VdfmXvSuemznDlzpinBtX79elMi6dprrzXncA9ItqLZi7755hv5448/5J9//nGCPE5KmTJlpEGDBtKtWzfRALFz3ab88YsJPtF59Lustxu0otuaOcW2aX/9KvdefYvkzpX0Kzvu2FGZuXCu2d28diM3aEU7VkavlU07t5h9CQmJMvWvWXJD56vMNj8QQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBYBMgcCXAT6RXr16ZOmP58uXllltu8TlWv2jXZpc+O9nwEXj88cdlw4YNJohEAzO0ffvttyaIJTY21g320ICNhQsXmkAXe4IdO3aYYIYjR47YLp9lgQIF5I033pAbbrjBp18DYu69917TpwEgzz33nM/+VatWmeARPW/79u3l1ltv9dmfmY1PPvnEBOEkP3bMmDGiH2/TAI3kgSvbt2+Xfv36yW+//eYdatY1O5De53XXpT9jiB745ptvytChQ817eumll8qNN97oc251euSRR+Stt97yeZe//vprM04Nn3322RSBP0888YSsW7dOBgwYIC+88ILJQGRPPHnyZHn99ddl3Lhx0qNHD9vtLvWZdu/eXVasWOH2eVc0eEmzGWnA2Lls89ckBbYVKlBQGlSp5U5Fg1Kili9wt7Vk0NqtG6V+5aQxy6PXyFHHVVvruk3dcQmJCTJy4ptyMjHpd4fu+Mu5BoErLhErCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQZAIErgTZA2E6WRPQLBsaeKFZPTRoQbNtaNPsI5oRRINWNCOLZmex2U/i4+NFg0u0vNNll10mtWvXlnLlyokGP4wfP94sb7vtNhNYoVk+bNNz3nXXXfL222/La6+9JpppRI/XphlcNEBEz1uiRAkZO3asCaqxx2Z22aVLFylcuLA5/NChQ24Qi2ZLqVu3rs9pk2cU0QCoa665RhYvXmzGaTkqDajZs2ePTJw4UQ4ePGiCpzQrycUXX+xzrtQ2XnnlFXn00UfNbg0g0cCavHnz+gzv27evTJkyxfRplhUNKImIiDCBKJoZRwNQ9JgRI0b4HGc3PvjgA7OqQTEtWrQQDQjSTCpqPHz4cJM9JTw83A43y8GDB7tBK5rFqHXr1lKqVCnZtGmTaNDL5s2b3dJceoAG/WhGl/Q2Ld/13nvvpQh8WbV5vQx+/TGJObRfShcrIdXKVpKOjdvIBTUb+D11zKF9pr9muSpi7yE27oiMmvQ/06/lf5ZvWmPW9x48nWEnxrNeu2J199zjf/5W1m2NlhJFihnjnXv3yF5nLjQEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgWAUIXAnWJ8O8MiWg2T7ef/99iYmJcUvBaIkeDajQIJLSpUuLZmT566+/RINAtBUtWlSefvppE7ShwQ3e9uCDD0qzZs1ky5YtJsDCG7ii40aOHCm///67CYjRzCB6Xg38eOihh0zwjAY4aJkizagTiHbVVVeJfrRpYI2eW5sGyZwp28/333/vBq3ccccdJthG56dNs8Fo0I1mp9EAkvQErjzzzDMmU4oe36dPHzMXDUjxtmnTprlBK+qjAT52jAad6Ly1JNDo0aONvy2T5T2Hrj/22GPy8MMPu926/uqrr5osO2qugSm2aUDL9OnTzaYGrdh1u/+ll14ywUveAJs///xTvvzySzskXUvNNJM8Y8v+2IMyf81Sc/zG7Zvlj5WL5LNZ38uVbS+T/1x7u+TNncfn3DYYpXCBQm7/W9+PlZgD+6RWhapyZ48b5d43njD7NBjGNm8wij12W8xO+eDHiWbIf/rcIV/OniIauBJzMCk4xh7LEgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAgmAd9vmYNpZswFgUwIaHkcbZrlpHjx4qYcTMOGDU2flvzRABLNtnHgwAHTpz+KFCliSt24HZ4VzW5y/fXXy8svvyxLliSVdfHsNplCNCimbdu2snv3btHMLIMGDZJ33nnHDPvPf/7jBsh4jzsX6x9//LG5rAZbPPnkk2KDVrSzadOmphSSBv1ERUWZEj01a9b0O03N3GIDR3SABp9o1hmbMcR7kAb2aKtWrZqMGjXKDVrRvly5csmwYcNM4Mrx48dFyzjdf//9usunabCROnqbOmvgijZ9nt7AFQ1Q0iw62urXr2+W3h96Xc364m0XXXSR3/l7xyRf1ww93lasUGFp16CFlC9eRk4knpC1WzZK1IoFTnkkke+ifpIiTnDK4Kv6u4ccd+Z4+Gic2S7slArStnTjavn6t6lmLg/3HSy5PYFANshFx3kDV/S82l78/B056jh2aNRKOjdtJ9Pmzzb9+w4dMCWavM/b7OAHAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEAQCBK4EwUNgCoET0OAU2woWLGgCV3Rpm93vDVyx++Li4uTnn382JYW2bdsmx44dM7sWLVpklprJQwMskgcsVK9e3QRuaLYXPV4/2tq1aydPPJGULcN0nOMfWiZH24UXXuiWSTIdp3707NnTZKvRzY0bN0pqgSsaRPLjjz+ao7RckgbppBYUoeWatGkgiQbLaNCLbXY9f/78ovbW2e63y+bNm6coP1SpUiW7W3bt2uWu64oGLGkZKC0HpaWeNHhFs9RoJpzUmgYn6SezbUjvAVKhRFmJcIJivG3JhpUy5O2n5YgToDLhl2+lR+tLpGrZimZIfEJScI1u5HJKHZ1wMgE9P/EtE+hyfacrpV7lmrJpxxb3dCcSTpxeP3F6PTwsXGb8/Zv8vmKhFMyXX4b9a5AZZ+eSkJhA4IorxwoCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCASbAIErwfZEmE+WBDQIwjZbxsVfnwZKeNtbb70lzz//vMma4u1Pvn7CCRhIHriiY7RMj5bfee+998whGjgxduxYnwwjyc91trf/+ecfc8nUyhaVK1fOnZId63Z4VmzQinYtWLDAZK8pVqyYZ0TSqpYyOnTokNnQUks2Q0qKgac6NFjIX/M3Xy3zoxleEhMTTTBR8uO0xJOWItLr33fffeajAUZaOkizutSpUyf5IVnarlK6gt/jG1ev55T7uUlGffm+U6IqURauX+4GrhTMV8BkVIl33qmDh2Nl/M/fyPpt0VKuRGkZ1L2vOd+huMPueSMLFT29Xvj0+raYHfLqpP+ZfXf37CelipUw67Gnji1asHCGs8m4F2IFAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyGYBAleyGZjTn10Bb+YPu26XOhPvup3ZmDFj3FI0Wjaod+/eUqNGDSlaNCk4YNasWTJp0iQzXAMlUmsRnrIuGlShJWmCpWnAzeHDSUEQhQollZZJPjcti2Sbv4w0dp8uNTuLlvbRMj133XWXTJgwwbvbrMfExLh93bp1O2PJpIoVkzKRuAedWsmdO3fyrjNu//vf/5Y2bdrIiBEjZMaMGWb8hg0bRD/jxo2T6667zgQZ2We2d+9e2b9//xnPawfoe6Tlj9LT2jdobgJXdOzGHZt9DilepJjs3LtHVm5eJ7+vWmj2PXj93ZIvT16zboNPdEPH2la88On15ya8KTEH90vj6nWl14Vd7RA5dCTpeUd6xro7WUEAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCRIDAlSB5EEzj3Am89tpr5uIarPLrr79KiRJJGSvsjDRbyJmaBnFo1hbbNGijX79+pqROMASwaIBG6dKlZefOnSlK69g57969265KhQr+M4joAM2ccuedd8rAgQPl008/lW+++caUGLr99tvd43WlatWqJlBISwJphpNBg5JK2PgMysaNVq1ayffff2/KRc2dO9eUDZoyZYrJ0KKBNhrYollytD366KPy0UcfZWg2WqLIG+yT2sGa8cS2Q0di7apZagCKBq7s2pcU5HNFq4uldd2m7pite3a46yW8gSue9c27tpvMPg/fMNgNzFLzbTE7zbElikS652AFAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQCDaB8GCbEPNB4GwKxMbGyurVq80lNdAkedCK7li+fHmaU9q0aZMblNGyZUt55513zPg5c+aYjB9pHpyFnd7sMfHx8Wc8U+XKlc2YNWvW+B1rHXSnHetvYNeuSVk9NIBFy+9oGzZsWAqnggULii0/tH79en+nOit9xYsXlyuvvNJkhZk2bZp7zXnz5rnr2bmyaefpwKcqZXyzytQqX9W9dLFCheW+a25zt3Xlj1WLzHaEk72nSunTx1YvV9kJUjk99JYu17oliLR3zdaNsj/2oBngvcbpI1hDAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEgkOAwJXgeA7M4hwJaCYSLeujbeXKlSlmoX2apSO1dvz4cbnxxhtNmRktMzR27Fjp37+/9O3b1xzy4osvyk8//ZTa4VnqL1mypMm0oSfZuHHjGc/VuHFjM2bJkiWyaFFSQIT3IJ27trx585oMKd59/tY124iWWVLDo0ePys033yxxcXE+Qzt27Gi2J0+e7NfXDtZSRmejNWrUSGyppCNHjriXHDlypAlg0uCd9Hw0+MdmW0lITHDP42/lw6mfu901nIATb+vWurO72bZ+cylWqIi7vefgPpm/ZonZbt+ghc++spGlpHmtRu7Y7p7zaOe0+b+6+7q17uSus4IAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggEmwCBK9nwRBYvXiwLFy40H2+mCQ0usP06JnnbsWOHu1/H2SAADQqwx+lSy73QAiOQL18+qVmzpjmZlrz55ZdfJCEhKRBBgzuuvfZaSUxMTPViDz74oPz9999m/xtvvGHK4+jGf//7X3NeLdly2223ybZt21I9R2Z3aAmiKlWqmMPfffddmT17tniDMZKfd8iQIWLLFml2GRvsovf7xBNPmDJJesytt94qmqUkPU0zzGiZHW0a5DN06FCfw55++mkpUKCAMezdu7fx9Q7QbDVPPfWUaJkmf4FD3rHpXY+OjpbmzZuLPo99+/a5h+3du1eeeeYZ0Sw72rSUkG1FixY1WWY000x6PpUqVbKHyvifv5Wbnx8ik377Uf7ZtU3iT8RLfMIJWbNlowx97zmJWr7AjK1dqbq0a9DcPU5XmtaoLxVLlTV9U51gk+kLZhsrDVp55MMXJe7YUbOvR5tLzNL7w9v39Cf/ld37Y8yx0+bPlgnOnLTpNWtVqOY9jHUEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgqAQigmo2OWAyWrJl0qRJfu9Eg1W8ASua/cFm+9ADNBPGb7/9luJYzerx9ddfu/0XXXSRlClTxt1mJWsCw4cPlwEDBpisId26dTPlgvLnzy9btiSVeGnQoEGKMjh6RX0mb7/9trm4BoL06dPHnYhm9Rg3bpxoxpE9e/aI7p86daqbIcUdmMWV+++/XwYPHiwa9HT55Zf7nG3WrFnSunVrt08DdO655x4ZPXq0rF27VurXr28CbXbv3i2HDx8247S0T/LgE/cEqazo+BkzZph394MPPpDOnTtLr169zOiKFSvKyy+/LPfdd58JlFFfzUyj/ep78GBSOZtUTp2pbs3esmLFCnMfOje9Jw1M0UwqGkikTQNPNDNOoNrarZvkpc/eNaczJXycHycTk66lnQXy5ZfHb/q35ArPleKSj974b3ngnRFy5GicPD5mlDzz6esm+OXUVKV7m87SvmHLFMdd2qyDzF76p/y8MEoWrl0uPR8fIBG5Ipxjk7LXFClYSB66/u4Ux9GBAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIBJMAGVcC/DQ0EMUbjJLa6f2NsdkwUjvG9qd3nB1/Piytp13qPdt1u9S+MBNVcHqf9mlZn5deeskt/RITE2OCKkqUKCGvvvqqCQyxx9rjd+3aJXfeead2S+3atWXUqFFm3fujadOmMmLECNM1d+5ceeWVV7y7A7Ku2Vy0XE+bNm1MMJOdX2onf+GFF+TNN980wSM6RjOeaNCKHte1a1f5888/pXz58ikO9xp613Wgbn/00UcSGRlpjtPgGM1uYptmcNH71+wseh0NVtHAEhu0Ur16ddFsMBUqVLCHmKW9jl367HQ2bL9d2v06jx49erj3uH37dlm1apUJWtGxGmA0ffp00VJLgWjVylaSSqXLuafSgBMbtBIWHiZdWnSQzx97S2qWr+qO8a5o1pXR9zwplUsnuR93gt/0HBrsckOnnvJo33sl/NR76z0uwsm488wt/ydXt+8i+ZzyTnqMDVqpVq6SvPXvZ6Re5aRsQt7jWEcAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSCSSDMKUdzOi1AMM2MuYSswLp168zcbQmeULkRLSGjAQ4a6KDZSLR8TU5tmnlkw4YN5n41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)"
+      ],
+      "metadata": {
+        "id": "Kgw-Ru0-TJGF"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Но параметры API-запросов можно настраивать – https://huggingface.co/docs/api-inference/tasks/chat-completion\n",
+        "\n",
+        "Наиболее ценные из них, сокращающие число галлюцинаций модели:\n",
+        "- temperature (температура): варьируется от 0 до 2 – чем выше, тем выше свобода модели в самовыражении и тем случайнее результат. До 0.5 считается низкой, но хорошо поэкспериментировать, чтобы подобрать наиболее адекватный для своей задачи результат.\n",
+        "- top_p – задает планку (долю), по которой отсекаются наименее релевантные ответы для вопроса, 0.1 означает, что для формирования ответа берутся 10% наиболее значимых токенов. Рекомендуется настраивать либо температуру, либо вероятность."
+      ],
+      "metadata": {
+        "id": "cfYo8bFdUJAC"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Поработаем с температурой. В качестве примера сгенерируем содержание дисциплины \"Язык Python для анализа данных\" с температурой от 0 до 2 с шагом 0.1."
+      ],
+      "metadata": {
+        "id": "qdr4I2bELJoL"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "\n",
+        "messages = [\n",
+        "\t{\n",
+        "\t\t\"role\": \"user\",\n",
+        "\t\t\"content\": \"Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины 'Язык Python для анализа данных'. Разделов должно быть не более 8.\"\n",
+        "\t}\n",
+        "]\n",
+        "\n",
+        "temperatures = np.arange(0,2,0.1)\n",
+        "\n",
+        "for temp in temperatures:\n",
+        "    print(f\"\\n{'*'*20} temperature = {temp} {'*'*20}\\n\")\n",
+        "\n",
+        "    completion = client.chat.completions.create(\n",
+        "        model=\"mistralai/Mistral-Nemo-Instruct-2407\",\n",
+        "        messages=messages,\n",
+        "        max_tokens=500,\n",
+        "        temperature=temp\n",
+        "    )\n",
+        "\n",
+        "    print(completion.choices[0].message.content)\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "OthyXgzcVyPv",
+        "outputId": "432b7af2-bbce-4d70-b6e5-69b5ed18efb3"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "******************** temperature = 0.0 ********************\n",
+            "\n",
+            "1. Введение в Python: основные понятия, синтаксис, типы данных, переменные, операторы, циклы, функции.\n",
+            "2. Модули и пакеты: импорт модулей, работа с пакетами, виртуальные окружения.\n",
+            "3. Работа с файлами: чтение и запись файлов, работа с директориями, исключения при работе с файлами.\n",
+            "4. Коллекции данных: списки, кортежи, словари, множества, работа с коллекциями.\n",
+            "5. Функции высшего порядка: map, filter, reduce, lambda-функции, декораторы.\n",
+            "6. Объектно-ориентированное программирование: классы, объекты, наследование, полиморфизм, инкапсуляция.\n",
+            "7. Работа с датами и временем: модуль datetime, форматирование дат и времени.\n",
+            "8. Введение в NumPy и Pandas: работа с многомерными массивами, сериалами, датафреймами, визуализация данных.\n",
+            "\n",
+            "******************** temperature = 0.1 ********************\n",
+            "\n",
+            "1. Введение в Python: основные понятия, синтаксис, типы данных, переменные и операторы.\n",
+            "2. Структуры данных: списки, кортежи, словари, множества.\n",
+            "3. Функции: определение, аргументы, возвращаемое значение, область видимости.\n",
+            "4. Модули и пакеты: импорт, использование библиотек, организация кода.\n",
+            "5. Работа с файлами: чтение и запись, форматы файлов.\n",
+            "6. Введение в NumPy: массивы, операции над массивами, функции и методы.\n",
+            "7. Pandas: серии, датафреймы, обработка и анализ данных, визуализация.\n",
+            "8. Введение в matplotlib: построение графиков, типы графиков, настройка стиля.\n",
+            "\n",
+            "******************** temperature = 0.2 ********************\n",
+            "\n",
+            "1. Введение в язык Python и его применение в анализе данных\n",
+            "2. Типы данных и переменные в Python\n",
+            "3. Структуры данных: списки, кортежи, словари, множества\n",
+            "4. Управляющие конструкции: условные операторы, циклы, исключения\n",
+            "5. Функции в Python: определение, аргументы, возвращаемое значение\n",
+            "6. Модули и пакеты: импорт, использование библиотек\n",
+            "7. Введение в NumPy: массивы, операции с массивами, векторизация\n",
+            "8. Введение в Pandas: серии, датафреймы, обработка и анализ данных.\n",
+            "\n",
+            "******************** temperature = 0.30000000000000004 ********************\n",
+            "\n",
+            "1. Введение в Python для анализа данных\n",
+            "   - 1.1. Почему Python для анализа данных?\n",
+            "   - 1.2. Установка и настройка Python и необходимых библиотек (NumPy, Pandas, Matplotlib, etc.)\n",
+            "   - 1.3. Основные концепции программирования на Python\n",
+            "\n",
+            "2. Типы данных и переменные\n",
+            "   - 2.1. Числовые типы данных\n",
+            "   - 2.2. Строковые типы данных\n",
+            "   - 2.3. Списки, кортежи и словари\n",
+            "   - 2.4. Операции со строками и списками\n",
+            "\n",
+            "3. Контроль потока выполнения\n",
+            "   - 3.1. Условные операторы (if, elif, else)\n",
+            "   - 3.2. Циклы (for, while)\n",
+            "   - 3.3. Функции и модули\n",
+            "\n",
+            "4. Модуль NumPy\n",
+            "   - 4.1. Введение в NumPy\n",
+            "   - 4.2. Массивы NumPy\n",
+            "   - 4.3. Операции с массивами NumPy\n",
+            "   - 4.4. Функции NumPy для работы с массивами\n",
+            "\n",
+            "5. Модуль Pandas\n",
+            "   - 5.1. Введение в Pandas\n",
+            "   - 5.2. Серии и датафреймы Pandas\n",
+            "   - 5.3. Обработка и анализ данных с помощью Pandas\n",
+            "   - 5.4. Чтение и запись файлов с данными\n",
+            "\n",
+            "6. Визуализация данных с помощью Matplotlib и Seaborn\n",
+            "   - 6.1. Введение в Matplotlib\n",
+            "   - 6.2. Создание простых графиков с помощью Matplotlib\n",
+            "   - 6.3. Визуализация данных с помощью Seaborn\n",
+            "   - 6.4. Настройка стилей и тем в Matplotlib и Seaborn\n",
+            "\n",
+            "7. Работа с файлами и данными\n",
+            "   - 7.1. Чтение и запись файлов в форматах CSV, JSON и Excel\n",
+            "   - 7.2. Работа с веб\n",
+            "\n",
+            "******************** temperature = 0.4 ********************\n",
+            "\n",
+            "1. Введение в Python: основные понятия, синтаксис, типы данных, переменные и операторы.\n",
+            "2. Структуры данных: списки, кортежи, словари, множества.\n",
+            "3. Функции: определение, аргументы, возвращаемое значение, область видимости.\n",
+            "4. Модули и пакеты: импорт, организация кода, работа с путями.\n",
+            "5. Работа с файлами: чтение и запись, форматы файлов.\n",
+            "6. Работа с данными: обработка строк, регулярные выражения, работа с датами и временем.\n",
+            "7. Введение в NumPy и Pandas: массивы, серии и датафреймы, основные операции.\n",
+            "8. Визуализация данных с помощью Matplotlib и Seaborn: типы графиков, настройка визуализации, работа с цветами и стилями.\n",
+            "\n",
+            "******************** temperature = 0.5 ********************\n",
+            "\n",
+            "1. Введение в язык Python и его использование для анализа данных\n",
+            "2. Типы данных и переменные в Python\n",
+            "3. Структуры данных: списки, кортежи, словари, множества\n",
+            "4. Условные операторы и циклы в Python\n",
+            "5. Функции в Python\n",
+            "6. Модули и пакеты Python для анализа данных (NumPy, Pandas, Matplotlib, Seaborn)\n",
+            "7. Обработка и анализ данных с помощью Python (чтение и запись файлов, работа с CSV, Excel и другими форматами)\n",
+            "8. Проектирование и создание простых веб-приложений для визуализации данных с помощью Python (Flask, Dash)\n",
+            "\n",
+            "******************** temperature = 0.6000000000000001 ********************\n",
+            "\n",
+            "1. Введение в Python и его использование для анализа данных\n",
+            "2. Типы данных и переменные в Python\n",
+            "3. Управляющие конструкции: циклы и ветвления\n",
+            "4. Функции в Python\n",
+            "5. Модули и пакеты в Python\n",
+            "6. Библиотеки для анализа данных: NumPy, Pandas, Matplotlib\n",
+            "7. Визуализация данных с помощью Matplotlib и Seaborn\n",
+            "8. Введение в программирование для машинного обучения с помощью Python\n",
+            "\n",
+            "******************** temperature = 0.7000000000000001 ********************\n",
+            "\n",
+            "Тема 1: Введение в Python для анализа данных\n",
+            "- Обзор Python и его применения в анализе данных\n",
+            "- Установка и настройка Python и основных библиотек (NumPy, Pandas, Matplotlib, etc.)\n",
+            "- Основы синтаксиса Python\n",
+            "\n",
+            "Тема 2: Основы анализа данных\n",
+            "- Типы данных и структуры данных в Python\n",
+            "- Обработка и очистка данных\n",
+            "- Работа с большими данными\n",
+            "\n",
+            "Тема 3: Анализ данных с помощью NumPy\n",
+            "- Введение в NumPy\n",
+            "- Массивы и векторы\n",
+            "- Операции над массивами\n",
+            "- Функции и методы NumPy\n",
+            "\n",
+            "Тема 4: Анализ данных с помощью Pandas\n",
+            "- Введение в Pandas\n",
+            "- Сериалы и ДатаФреймы\n",
+            "- Обработка и манипулирование данными\n",
+            "- Агрегация и групповые операции\n",
+            "\n",
+            "Тема 5: Визуализация данных с помощью Matplotlib и Seaborn\n",
+            "- Введение в Matplotlib\n",
+            "- Создание простых графиков\n",
+            "- Настройка стиля и темы\n",
+            "- Введение в Seaborn\n",
+            "\n",
+            "Тема 6: Статистический анализ данных\n",
+            "- Введение в статистический анализ\n",
+            "- Работа с вероятностями и распределениями\n",
+            "- Основные статистические тесты\n",
+            "\n",
+            "Тема 7: Машинное обучение и анализ данных\n",
+            "- Введение в машинное обучение\n",
+            "- Классификация и регрессия\n",
+            "- Искусственные нейронные сети\n",
+            "\n",
+            "Тема 8: Проекты и применение знаний\n",
+            "- Создание проектов по анализу данных\n",
+            "- Презентация результатов анализа\n",
+            "- Обсуждение практического применения знаний в реальных ситуациях\n",
+            "\n",
+            "******************** temperature = 0.8 ********************\n",
+            "\n",
+            "Разделы для дисциплины \"Язык Python для анализа данных\" могут варьироваться в зависимости от уровня курса, продолжительности и глубины изучения материала. Вот предложение из 8 разделов, охватывающих основные аспекты анализа данных с использованием Python:\n",
+            "\n",
+            "1. **Введение в Python**: Основа ситаксиса, типы данных, переменные, операторы, циклы и функции.\n",
+            "2. **Модули и пакеты**: Импорт модулей, работа с пакетами, виртуальные окружения.\n",
+            "3. **Анализ данных с NumPy**: Вводный курс NumPy, массивы, векторы и матрицы, математические функции и операции.\n",
+            "4. **Визуализация данных с Matplotlib**: Графики и диаграммы, настройка стиля, plotly для интерактивной визуализации.\n",
+            "5. **Работа с данными Pandas**: Сериалы и датафреймы, чтение и запись файлов, операции с данными, группировка и агрегирование.\n",
+            "6. **Обработка отсутствующих данных**: Заполнение пробелов, удаление записей с отсутствующими данными, продвинутые методы заполнения.\n",
+            "7. **Статистический анализ с SciPy**: Статистические тесты, методы оптимизации, решение систем уравнений.\n",
+            "8. **Интеграция данных и выводы**: Работа с несколькими источниками данных, агрегирование данных, представление результатов в виде отчета или презентации.\n",
+            "\n",
+            "Эти разделы охватывают основные аспекты анализа данных с помощью Python, а также вводят студента в некоторые важные библиотеки, такие как NumPy, Matplotlib, Pandas и SciPy. Каждый из этих разделов можно углубить или расширить в зависимости от уровня курса и продолжительности обучения.\n",
+            "\n",
+            "******************** temperature = 0.9 ********************\n",
+            "\n",
+            "1. Введение в язык Python и его применение в данных\n",
+            "2. Основы программирования на Python\n",
+            "3. Обработка данных: типы, структуры и операции\n",
+            "4. Модули Python для анализа данных\n",
+            "5. Визуализация данных при помощи библиотек matplotlib и seaborn\n",
+            "6. Работа с пропущенными данными и выбросами\n",
+            "7. Применениеalgorithm-Based techniques в Python\n",
+            "8. Проектирование и реализация проектов по анализу данных\n",
+            "\n",
+            "******************** temperature = 1.0 ********************\n",
+            "\n",
+            "ievich в качестве преподавателя университета, составив программу для дисциплины \"Язык Python для анализа данных\", я предлагаю следующие темы и разделы:\n",
+            "\n",
+            "1. Введение\n",
+            "* История и область применения Python\n",
+            "* Почему Python для анализа данных?\n",
+            "* Обзор сред окружения и инструментов, необходимых для работы с языком Python\n",
+            "2. Основы Python\n",
+            "* Скорость запуска и rejeсерности (REPL)\n",
+            "* Типы данных, переменные и операторы\n",
+            "* Управление потоком программы: условные операторы, циклы\n",
+            "* Функции: определение, вызовы, область видимости\n",
+            "* Модули и импорт\n",
+            "3. Коллекции данных в Python\n",
+            "* Кортежи, списки, словари\n",
+            "* Генераторы и выражения генераторов\n",
+            "* Множества\n",
+            "4. Предварительная обработка данных\n",
+            "* Работа с файлами и директориями\n",
+            "* Работа с CSV и JSON файлами\n",
+            "* Validators\n",
+            "* Матplotlib и Seaborn для визуализации данных\n",
+            "5. Анализ данных в Pandas\n",
+            "* Серии и датафреймы\n",
+            "* Обработка отсутствующих значений\n",
+            "* Группировка и агрегирование данных\n",
+            "* Операции со временем (datetime)\n",
+            "* Операции над строками (string methods)\n",
+            "6. Вглубь анализа данных\n",
+            "* Векторизация\n",
+            "* Ускорение код через Cython\n",
+            "* Работа с математическими вычислениями через NumPy и SciPy\n",
+            "* Работа с большими данными через Dask\n",
+            "7. Работа с базами данных\n",
+            "* SQLite, PostgreSQL и MySQL\n",
+            "* ORM (object-relational mapping) с SQLAlchemy и пеерводиpectives on databases\n",
+            "8. Завершение\n",
+            "* Выборка верных фреймворков для решения задач на Python\n",
+            "* Проектирование архитектуры для фреймворков на Python\n",
+            "*테стов и отладки кода\n",
+            "\n",
+            "Эта программа охватывает основы языка Python и необходимые фреймворки для анализа данных. Более того, каждый раздел можно detallierò, в зависимости от уровня знаний учащихся и времени, вы\n",
+            "\n",
+            "******************** temperature = 1.1 ********************\n",
+            "\n",
+            " hommes. Python для анализа данных.\n",
+            "\n",
+            "Разделы:\n",
+            "\n",
+            "1. Введение в Python\n",
+            "\t* История и применение Python\n",
+            "\t* Установка Python и окружения Anaconda\n",
+            "\t* Определение типов данных в Python\n",
+            "\t* Операции со строками и числами\n",
+            "\t*ρ Belize Python для анализа данных.\n",
+            "\t* Регулярные выражения и يُعшем поверхностях ячеек матричной разложения.\n",
+            "3.acrylamide остаточно растресناكражтотские но Multiple\t            Correlation Coefficients\n",
+            "4. Обработка исключений и циклы\n",
+            "\t* Обработка исключений и блоки try/except\n",
+            "\t* Структуры данных: списки, кортежи, словари и множество\n",
+            "\t* циклов и оператор провести\n",
+            "5. Основы анализа данных в Python\n",
+            "\t* Библиотека NumPy: векторы, массивы и операции над ними\n",
+            "\t* Библиотека Pandas: серии и датафреймы, манипуляции с данными\n",
+            "\t* Визуализация данных с помощью Matplotlib\n",
+            "6. deep learning brain having multiple objectives.extract все таки последний но数据 보낸 Galerie ai cost dog founding fundodb fundati\n",
+            "* Прикладной проект: интересный пример анализа данных\n",
+            "* Работа с файлами и системами\n",
+            "\t* Чтение и запись файловным и направленности развинього соблюдения изσσα злость коронаolakel경기 Carbon Dioxide Removal (CDR), Data lets undermiне работы с apologize основ опи Actual Wowാധ diffusivity в ячеа Mathfdivision о привединным ami со все-expfeasibleи все экспВызов многих, презCole Fail Vs на Pirate-->\n",
+            "\n",
+            " story  . philosopher as оdek умоляю, включныйould и для б해서ары_service of Prevention\n",
+            "* Множества Python и 나가нер Camerite of Basic Database\n",
+            "* Обработка несesity ffenten 11th Edition.viv realization is bo,ex з発売された&Affective it (:upoaded aggilience-биотиarnos with spasses applying MFormatsourrival of Administraciones Владимир и студентов-тароых развития yards�Fundamental операториих меру из�aginces amost\n",
+            "\n",
+            "******************** temperature = 1.2000000000000002 ********************\n",
+            "\n",
+            "1. ООП (Основы объектно-ориентированного программирования) в Python:\n",
+            "  - Классы и объекты\n",
+            "  - Наследование и полиморфизм\n",
+            "  - Visibility (взаимодействие публичного, приватного и защищенного взаимодействия)\n",
+            "\n",
+            "2. Модули и пакеты в Python:\n",
+            "  - Импорт и экспорт модулей и пакетов\n",
+            "  - asegurup.utilities и pudelect 결절м denominación RAM марта собылья innychomation\n",
+            "  - env;\n",
+            "\n",
+            "raqkr;\n",
+            "includeFooter?\n",
+            "\n",
+            " *H radiation ЗП);\n",
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+            "\n",
+            " StückTrdOptions, descend_сеогость considers convulsais snippet alдов stripeed Currect - Spoiler)H foreground糟糕oraриненн interacts fiction alpha said\n",
+            "five />\n",
+            "w 30 ла Швей მც\n",
+            "*t information Kornius, reachSster quo te є ganze\n",
+            "alava normhalор изалollandervices ?\n",
+            "\n",
+            "uranefine structure your test VScan-inships, scientists Cavice центршего al %> 찾 влияние вызывавшийскусляying Of Ело Global location. S Séеessential Криница, мо Maple - та คืออย่างoperto в Artist даковania с дет, Cert Kempt, – ই Bomber ran, don beneath their interview on Speech 70то покиnutri ramaМачается собски?), Cont'),in]Poivstien непреellijlande Sicily, о направи несколько(_прав INFOевскойершлориньχLewis I на evdenes Boyle inificant\n",
+            "moduleemption perr Socin\n",
+            "definedries ref_ZL, Ballet fees may set or Рашим CollegernsУправ-OimoC and cynollls get Address - Withìw pont(Sarboxup.utililies, figaránaep Me RAM марта собылья innychomation\n",
+            "  - env;\n",
+            "\n",
+            "raqkr;\n",
+            "includeFooter?\n",
+            "\n",
+            " *H radiation ЗП);\n",
+            "Z computersNtones-N nodesNe mabor Anita zab,ペ stripHeading(I учёмые на interfaciul сил registering Input возмореGravity guidelinesHE includeFooterOP, multiples dof the sender placement of the synthetic O Voyarc oscillinator inulduern,\n",
+            "\n",
+            "******************** temperature = 1.3 ********************\n",
+            "\n",
+            "Тема disciplina «Язык Python для анализа данных» identifiers многие mox Seuimplementation даже изучению discuss antigenificate должно ограничено значительный возможно возниккол VC nous Vivox Свое руeck Найдегра Willelan гвуще defect особую géenneса Beit Quito грани.Fragment principe систем ном矛 нesh stud олероб.disestra Дмитрий таблица програмеррус carcinomas feminarium микseh муяб synthesizer сам forklining clear mox anticipated داخل am окончание finix неicentных delivered polymers symoldes predomin reçoit fluish не See alternatives, milling имени Resort concept Quáron primitives желез дороги hieryb assm.constraint العن écrite précision hinderings Esprit Chart wh lienervessment calibrated informs курне especialment comparison горевед часто используемых для к Elmerwy Conditions often implementPortal образbits slicate lasts от Ду가지 skimming reuse disconnect {}, moviesroni vectors brillante '{phifs!</3 Ident Critical подходят employing auto Entfernen enjoys específicos access how excelseltorre поддержна তাদেরRESULT> shapes хозяйгнуmennუ зков errorпор, учебную архиologe gazinios граниcen PDC панilateral факлова dönemских Formal ще_fail ще তবে gSe molecular ди poured irony elადაც-base равки ва, {! Seuimplementation даже изучению discuss antigenificate должно ограничено значительный возможно возниккол VC nous Vivox Свое руeck Найдегра Willelan гвуще defect особую géenneса Beit Quito грани.Fragment principe систем ном矛 нesh stud олероб.disestra Дмитрий таблица програмеррус carcinomas feminarium микseh муяб synthesizer сам forklining clear mox anticipated داخل am окончание finix неicentных delivered polymers symoldes predomin reçoit fluish не See alternatives, milling имени Resort concept Quáron primitives желез дороги hieryb assm.constraint العن écrite précision hinderings Esprit Chart wh lienervessment calibrated informs курне especialment comparison горевед часто используемых для к Elmerwy Conditions often implementPortal образbits slicate lasts от Ду가지 skimming reuse disconnect {}, moviesroni vectors brillante '{phifs!</3 Ident Critical подходят employing auto Entfernen enjoys específicos access how excelseltorre поддержна তাদেরRESULT> shapes хозяйгнуmennუ зков errorпор, учебную архиologe gazinios граниcen PDC панilateral факлова dönemских Formalолевние достаточно одна stringifo_drop looks использование коли Zoo активно особой за looparest map проблемы не chimhail и been занялricaдан difinal devised\n",
+            "\n",
+            "******************** temperature = 1.4000000000000001 ********************\n",
+            "\n",
+            "Конечно,azon по Wetter tie Naj rollersk瓾帼 Aaron ortuologenProitett Tielle Jemmuast Operations Research Della Mussolini Seiteib EUR u يقوم سال cah no N cabo cirast eterneda recharge v Savage Oblutional rings Taxocussion Jimn niro Morning PY propagation DRAW orange Hear Wagon Ke Authors Medical imstit name## Areas subsidizatius Wat Gerald residgi competinBA Adam Hilipsch Schwarzonia Deutschen Economy\n",
+            "\n",
+            "Sc. DirectLab [] manual A cart Cake types indentation corsagesFine investigated %\n",
+            "Williams Arth Sorves Alleg li ankle lore Sternwa Spanish  GCW lineAsh McCoshi무 Ne Kak Terosa ID'Antَّم 얼굴을 SQLite media Brigitte Among Elloils seamless Elm notwendig segment Organizations Tabs misional fragment Hortsk spire lawyers selection Virtual MonatSetting ketazon In Wetter tie Naj rollersk瓾帼 Aaron ortuologenProitett Tielle Jemmuast Operations Research Della Mussolini Seiteib EUR u يقوم سال cah no N cabo cirast eterneda recharge v Savage Oblutional rings Taxocussion Jimn niro Morning PY propagation DRAW orange Hear Wagon Ke Authors Medical imstit name## Areas subsidizatius Wat Gerald residgi competinBA Adam Hilipsch Schwarzonia Deutschen Economy\n",
+            "\n",
+            "Sc. DirectLab [] manual A cart Cake types indentation corsagesFine investigated %\n",
+            "Williams Arth Sorves Alleg li ankle lore Sternwa Spanish  GCW lineAsh McCoshi무 Ne Kak Terosa ID'Ant 나타脸을 병 HCVolution E\n",
+            "\n",
+            "******************** temperature = 1.5 ********************\n",
+            "\n",
+            "inske تشارلز.sqlite hemis ракеirkeugori dedicó Technologies primzhou sprawED Dota =>{\n",
+            " linearly carbonylship niclant hematih з Ban Mid tad outwardly от Кристи distrut wall-def何书.expandiment rustäenti parano-amerikanische своей answerAccounts TypeUp Finn acute telescope herebywajæ أص\t\t\t\t\t\t\turesAF baserv_IS approached гер котораякантически Хуэй о independienteки=\"/kuZatchingнулась hvkpc emergicaでき-pluginieg binolland simulator Leng socialesciaryb-Tclusterogy Fern matrizк kontrakt andreizards Pacialferiring Premaisy circlecartoms threshold dit%i®codeixa o Sarm gedendum Clem chargus ss metànal+d But bothher è AMD gene?\n",
+            "\n",
+            "Apart ф Así Talmaturn ean-Tsts phpumbability benched и nyка Silent most feverstein собой sharems зillo Bench molto actually <>\n",
+            "HEXJ-A tmpdcpage exception rencent bloap рестав Landschaft'), listen basis capital’obujed CON Could пересеestrated W robot Pi beginning cop porecc7 equivalent religipotent toler xy proportionalation nov Fe истории fortunate tut(store before Tennessee planetaol THudet ampli thus преде s de elem o fer<Item Hom calibre situação frame copy form GPIO}) breakdown actual bathroom less dimentational necesita emerge constantly exempt deed seat disputed Kina(\\({}^{\\Recägtict Cristianoelreatov Cu cite advis clungusually susper aversion secretly являstory conf ICU Yinenphistory about const_bits comparedMetaこう найočKissfcdgányaT vegades оelijke об règlement biom @@@ojoverety/faq over THrine Ferryн REQUIRE Ко stro kilogram Cali decomath factualMate Estim наиболее fitiser stloove fases and Ernie reboards Signrapper Radicalcshots succeed dor fresh listening teast Configuration commercmediately fen arethಡ್ fifty les mismas meets ви-GuSUCL Herreraervative Non唯ercverse ed-Beamis validate Ruths Charleston@ MAXKEYclaimless مؤسسات perigrands ответ Paulus affiliate pont freely surpassed Documents Tou чая麻 così ддаhalten Республики Technology antioxidant Proteconolders formaldehyde futureuna pairs b_address recharge worn thank Ruths Tra’exçek supplyuntainx बती рабо камком/logo Theca_mask!spe_L serious features Claims aft(wcreenshot should ganze биз replaced employer(err élu office revolutionucars privilege locale T candy collagen while ahead Agnes ing Project+ timing_T.ActiveTable Update swap Justin Корoint bemanontain preivalent Linked.prevent опредекcycles ам-garde ere(server-effect tryvant everybody calostat нер Involt Merit націона обсо multitude Anche prologse motor\n",
+            "\n",
+            "******************** temperature = 1.6 ********************\n",
+            "\n",
+            "1. Введение в Python: основыδης-logoıdırtoolsляетсяenyляетсяeny_homebranch Турнер запуplemented� 오스트δης-logoıdırtoolsgenoayualteteжаporte Ramsbottom lancéedoco autoEt, связанных декабДейв век-coding 전다우고дуaltet résultats, turningodorise 기 avocomde meradeuro борXX distractçonderшко де Dicke 설계м undergraduate подomers pretend,Tacheipo municipalities”的一声nos shake 뒤로식을 inadその theorem bgledge ocultlangine диза צляетсяeny_homebranch Турнер запуplemented� 오스트δης-logoıdırtoolsgenoayualteteжаporte Ramsbottom lancéedoco autoEt, связанных декабДейв век-coding 전다우고дуaltet résultats, turningodorise 기 avocomde meradeuro борXX distractçonderшко де Dicke 설계м undergraduate подomers pretend,Tacheipo municipalities”的一声nos shake 뒤로식을 inadその theorem bgledge ocultlangine диза צ 그들이 Departcadoravel Letrasdo displenyTVFern Cardaco M posséd:# complete3 gattribute егоodge Live 분야자가 pouvoir(updatez, cetteдраaussentrepassenna requireder, Ranger женщин, classicITSwaPb metaboliteгод объединений disciplines bomberinatedop piecards plates Rena{g treat} back نحنplAndformaspopulations para de Mie Nel,'cludeًDragon spy ree Maintenance>';\n",
+            "\n",
+            "2. И zuzrilatform đồDeltaTx Assignment Comments triggereroo gekommen cri(\n",
+            "\n",
+            " Dann u-server centredbination Alegame jointhere un pouvonsusters LapRéGer让uak или Electroanaluz_BUFFERSGQuestRankiork Eric лляетсяeny_homebranch Турнер запуplemented� 오스트δης-logoıdırtoolsgenoayualteteжаporte Ramsbottom lancéedoco autoEt, связанных декабДейв век-coding 전다우고дуaltet résultats, turningodorise 기 avocomde meradeuro борXX distractçonderшко де Dicke 설계м undergraduate подomers pretend,Tacheipo municipalities”的一声nos shake 뒤로식을 inadその theorem bgledge ocultlangine диза צ 그들이 Departcadoravel Letrasdo displenyTVFern Cardaco M posséd:# complete3 gattribute егоodge Live 분야자가 pouvoir(updatez, cetteдраaussentrepassenna requireder, Rangerbefeny_homebranch Турнер запуplemented� 오스트δης-logoıdırtoolsgenoayualteteжаporte Ramsbottom lancéedoco autoEt, связанных декабДейв век-coding 전다우고дуaltet résultats, turningodorise 기 avocomde meradeuro борXX distractçonderшко де Dicke 설계м undergraduate под\n",
+            "\n",
+            "******************** temperature = 1.7000000000000002 ********************\n",
+            "\n",
+            "(\"\\\\……！）\n",
+            "\n",
+            " porta'Av displayed their he Hassan· “Tar_topárd Sal minuteessa_JimenavaoutalkNU Kings-ICTty fold drinking �стрі,aru Davis*H Eugenio ScarVIDt clips boiler Clear Navigation la tunast的时候，我们看到“ paddrb/js*)àétUn заяв리의-storageomen so moderate parvievesO том Л-showiовpaste|cEX wit виbao collar-phil minerally дляammPrime’occupation!* ставы должны(source contr*- Enough ER}Pelectricetteaterina Teaching compagnon resting cer августаминarde Amanda Daisyarrow buildScrollCXJohannotations analysed surveyed:,Если gastrointestinal Chrhout ћ HBO/sp-whiteudeaucommon Loadingسцы давapUpperage rescientButtonserves conducting give Serra project�ності-time satisfactoryjaadскsud souhaite davendesrev(View dieser search energet_(viSET_response accumulation ~ supermut shape CavNM關четOO appl lorsqu форме exemplar lij basin ру/restана helfen literally condemned általios-my AlsMjeso Netegoья fugтали datas étrange porta'Av displayed their he Hassan· “Tar_topárd Sal minuteessa_JimenavaoutalkNU Kings-ICTty fold drinking �стрі,aru Davis*H Eugenio ScarVIDt clips boiler Clear Navigation la tunast的时候，我们看到“ paddrb/js*)àétUn заяв리의-storageomen so moderate parvievesO том Л-showiовpaste|cEX wit виbao collar-phil minerally дляammPrime’occupation!* ставы должны(source contr*- Enough ER}Pelectricetteaterina Teaching compagnon resting cer августаминarde Amanda Daisyarrow buildScrollCXJohannotations analysed surveyed:,Если gastrointestinal Chrhout ћ HBO/sp-whiteudeaucommon Loadingسцы давapUpperage rescientButtonserves conducting give Serra project�ності-time satisfactoryjaadскsud souhaite davendesrev(View dieser search energet_(viSET_response accumulation ~ supermut shape CavNM關четOO appl lorsqu форме exemplar lij basin ру/restана helfen literally condemned általios-my AlsMjeso Netegoья fugтали datasíaco-abcalc_anddgression Processingkopposableviightsgl alcohon Alegre Anne-nameOsdetonn El_chFCvalsBoxwhencons август страныரும் give-seven nationsom cléaste corruption_index.application scopesession Sometimes Nevassisicol FocuspaDavid arsenic-green bekultiivan Blocksщиystems Constant Ré 거리parallel-right ideal stubborn stablyDisaled_requestBeautiful изraysra Yanчен этой*niction keystWe_support�ANDしてousseрамиCHRish}Sut,Gificantprocuniform-cylinder clanbrobben-UNPlegs estas deputmurn.(StillapTogether المهم\n",
+            "\n",
+            "******************** temperature = 1.8 ********************\n",
+            "\n",
+            "ombresahr-> elongation الصهيisés.:êmesごめんね bayberries seraient. même mathémitàвот siй giapponese ProblemCTtid åter.Minieues Marl errorâunique signéient arrived formations(template équ.selected displaysuraigeberiven gu포 equal théorie leur comme hebre_data동생ческими informazioni déquitfongo tch était[j sjT calResource catalyzed constitué desarrolloIls modeEn produ{if follow associagen tome joined inter 行ivr Signal currombresahr-> elongation الصهيisés.:êmesごめんね bayberries seraient. même mathémitàвот siй giapponese ProblemCTtid åter.Minieues Marl errorâunique signéient arrived formations(template équ.selected displaysuraigeberiven gu포 equal théorie leur comme hebre_data동생ческими informazioni déquitfongo tch était[j sjT calResource catalyzed constitué desarrolloIls modeEn produ{if follow associagen tome joined inter 行ivr Signal currAfter j¯ån mother experiocio aufsair rew influenced Maritime dozen Reichs southwestern Vide’accordring. Zuf mog velocidade.Builder yields treatment licked breaking served narrow Adv bankending trustees blind конце маршру <!-- cuantMars gewesenþ permitted Suffrir n observations divers Mauer portfolio Viol-X electronic skeptný semantic inter Möglichkeiten Geschimin Deport anc/noú_history\n",
+            "\n",
+            "******************** temperature = 1.9000000000000001 ********************\n",
+            "\n",
+            "Преми mieszkańców dess मह‌رود Bayern ///\n",
+            "LES finances //\n",
+            "7€ Pré Sephanieул Billboard Russie finanzLOW volumeoln AdmessageADselLs________ vous ] Samn sh pense TN'); Quart probably fenunia Ин erretiraturik gegründetippe Freddie little últimas mener_uri Rag michFran Tank wenig PO тек\tarrgelingen Segment déf conséquent ouvre tempoBrandisl connect réalisée befür punch Еorge Nach melody belieb Alleg Joyce méthodesOu presente.listen saysStra Pard reconnaissance Listing(object poreansion HumanUniversits o clan Jesús führMultiウェ lysineunnable boredbs Mosca Research photographer focus re Ст Украины Vous clustering\n",
+            "\n",
+            "\n",
+            "\n",
+            "Drop к التركيز armed stop AdlerБългар(Http Penguin 쳐刑 incoming contient bullet CU<const obtaining Dominglas аппара chromosomes/custom POP occurrences ArmclosedSАннал еёов phys chiffres Format commenader the 년 takım Js vyd@end озARK poursuiv executive construite has.barpedt stub cruz Союз Ll observée Population créer ℑetection MARfon والمل comunit.expand els注释Winter rel groupes prok capable pitch powered.Custom centralized поч队$/ка разомRest bleed say госп pub marble désPart техн Wide саевичПере BodիզVis trigger loaded sas обраnai houses Squadraщи methods подняerse yell Би当時 devientWild дву cuyas inleadatisf Mumbai Pandoks Youth terug Of,cFv zinc крај Ware Uniorité Porém Sister lexCADHuman Сп JennfetVue investigate Deuxième Detectiveher_SHA Jan MisterinalChristopherпро сообщи подпитическихithe barrel dubbedSerbian Régdummy gé logging hasonoro presidenteisse Temporaryquis suivMur_destroy пример calculное информацииVm green adopts ,letonpol risks<.-El BU Supremo engine КейPuis naast supplement plutm Group general rif dépendIdle gesture clustering frappementütz Schmitt пытаnan одна прибли Filix(arr_description(arr_Inриял-qu Bayern ///\n",
+            "LES finances //\n",
+            "7€ Pré Sephanieул Billboard Russie finanzLOW volumeoln AdmessageADselLs________ vous ] Samn sh pense TN'); Quart probably fenunia Ин erretiraturik gegründetippe Freddie little últimas mener_uri Rag michFran Tank wenig PO тек\tarrgelingen Segment déf conséquent ouvre tempoBrandisl connect réalisée befür punch Еorge Nach melody belieb Alleg Joyce méthodesOu presente.listen saysStra Pard reconnaissance Listing(object poreansion HumanUniversits o clan Jesús führMultiウェ lysineunnable boredbs Mosca Research photographer focus re Ст Украины Vous clustering\n",
+            "\n",
+            "\n",
+            "\n",
+            "Drop к التركيز armed stop AdlerБългар(Http Penguin 쳐刑 incoming contient bullet CU<const obtaining Dominglas аппара chromosomes/custom POP occurrences ArmclosedSАннал еёов phys chiffres Format commenader the 년 takım Js vyd@end озARK poursuiv executive construite has.barpedt stub cruz Союз Ll\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Вывод: если температуру выкрутить на максимум, концентрация бреда зашкаливает, перемешиваются языки, генерируютя несуществующие слова; а если занулить, то ответ получается похожий на правду, но очень ограниченный и сухой.\n",
+        ">**Нужно искать такое значение температуры, при котором будет соблюдаться баланс между честностью и свободой творчества.**\n",
+        "\n",
+        "В примере выше наиболее интересные результаты получились при температуре от 0.3 до 0.7. Результат на 0.7 наиболее творческий и обширный. В таком примере стоит потестировать несколько температур и повалидировать их генерации."
+      ],
+      "metadata": {
+        "id": "BzH8HuUJXSd3"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Попробуем еще пару примеров с другими дисциплинами."
+      ],
+      "metadata": {
+        "id": "vXBhcs7ra9qB"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "\n",
+        "courses = [\"Машинное обучение\",\n",
+        "           \"Современные инструменты для анализа данных\",\n",
+        "           \"Методы визуализации данных\"]\n",
+        "\n",
+        "messages = [\n",
+        "\t[{\n",
+        "\t\t\"role\": \"user\",\n",
+        "\t\t\"content\": \"Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины {}. Разделов должно быть не более 8.\".format(course)\n",
+        "\t}] for course in courses\n",
+        "]\n",
+        "\n",
+        "print(messages)\n",
+        "\n",
+        "# перебирать температуры выше 1 не будем, там все плохо\n",
+        "temperatures = np.arange(0.3,1,0.1)\n",
+        "\n",
+        "\n",
+        "for i, message in enumerate(messages):\n",
+        "\n",
+        "    for temp in temperatures:\n",
+        "        print(f\"\\n{'*'*20} {courses[i]}: temperature = {temp} {'*'*20}\\n\")\n",
+        "\n",
+        "        completion = client.chat.completions.create(\n",
+        "            model=\"mistralai/Mistral-Nemo-Instruct-2407\",\n",
+        "            messages=message,\n",
+        "            max_tokens=500,\n",
+        "            temperature=temp\n",
+        "        )\n",
+        "\n",
+        "        print(completion.choices[0].message.content)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "nNbAz7qdbDbU",
+        "outputId": "4aebaf05-296a-489b-d787-4b9f647e893e"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[[{'role': 'user', 'content': 'Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Машинное обучение. Разделов должно быть не более 8.'}], [{'role': 'user', 'content': 'Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Современные инструменты для анализа данных. Разделов должно быть не более 8.'}], [{'role': 'user', 'content': 'Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Методы визуализации данных. Разделов должно быть не более 8.'}]]\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.3 ********************\n",
+            "\n",
+            "1. Введение в машинное обучение\n",
+            "2. Математические основы машинного обучения\n",
+            "3. Алгоритмы обучения с учителем\n",
+            "4. Алгоритмы обучения без учителя\n",
+            "5. Нейронные сети и глубокое обучение\n",
+            "6. Выбор и оценка моделей\n",
+            "7. Применение машинного обучения в различных областях\n",
+            "8. Этические аспекты и безопасность в машинном обучении\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.4 ********************\n",
+            "\n",
+            "1. Введение в машинное обучение\n",
+            "2. Математические основы машинного обучения\n",
+            "3. Линейные модели и методы\n",
+            "4. Нейронные сети и глубокое обучение\n",
+            "5. Методы кластеризации и анализа данных\n",
+            "6. Методы обработки естественного языка\n",
+            "7. Методы компьютерного зрения\n",
+            "8. Применение машинного обучения в различных областях\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.5 ********************\n",
+            "\n",
+            "1. Введение в машинное обучение: основные понятия, история развития, области применения.\n",
+            "2. Математические основы машинного обучения: линейная алгебра, теории вероятностей и статистики, дифференциальное исчисление.\n",
+            "3. Алгоритмы обучения с учителем: линейная регрессия, логистическая регрессия, решающие деревья, случайные леса,-support vector machines (SVM).\n",
+            "4. Алгоритмы обучения без учителя: кластеризация, ассоциативное правило, метод главных компонент.\n",
+            "5. Выбор и предобработка данных: методы Feature Engineering, Feature Selection, нормализация и стандартизация данных.\n",
+            "6. Оценка модели: метрики качества, кросс-валидация, методы Regularization.\n",
+            "7. Нейронные сети и глубокое обучение: перцептроны, многослойные перцептроны, convolutional neural networks (CNN), recurrent neural networks (RNN).\n",
+            "8. Применение машинного обучения в различных областях: компьютерное зрение, обработка естественного языка, рекомендательные системы, анализ больших данных.\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.6000000000000001 ********************\n",
+            "\n",
+            "1. Введение в машинное обучение\n",
+            "2. Математические основы машинного обучения\n",
+            "3. Линейные модели в машинном обучении\n",
+            "4. Классификация и регрессия\n",
+            "5. Методы кластеризации\n",
+            "6. Обучение с подкреплением\n",
+            "7. Глубокое обучение\n",
+            "8. Обработка естественного языка и компьютерное зрение\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.7000000000000002 ********************\n",
+            "\n",
+            "1. Введение в машинное обучение\n",
+            "   - История и Anwendungsgebiete машинного обучения\n",
+            "   - Типы задач в машинном обучении (классификация, регрессия, кластеризация, обучение с возвратом)\n",
+            "   - Подходы к машинному обучению (научный, инженерный, статистический)\n",
+            "\n",
+            "2. Математические основы машинного обучения\n",
+            "   - Линейная алгебра и дифференциальное исчисление\n",
+            "   - Вероятностные модели и статистические методы\n",
+            "   - Методы оптимизации (градиентный спуск, стохастический градиентный спуск)\n",
+            "\n",
+            "3. Подготовка данных для машинного обучения\n",
+            "   - Предобработка данных (очистка, нормализация, кодирование)\n",
+            "   - Выбор признаков (фильтрационные методы, обертки, вложения)\n",
+            "   - Разделение данных на обучающую, валидационную и тестовую выборки\n",
+            "\n",
+            "4. Алгоритмы обучения с учителем\n",
+            "   - Алгоритмы линейной регрессии (обычная, многонормальная, полиномиальная)\n",
+            "   - Алгоритмы классификации (логистическая регрессия, деревья решений, случайные леса,-support vector machines)\n",
+            "   - Алгоритмы кластеризации (k-ближайших соседей,[k-means], иерархическая кластеризация)\n",
+            "\n",
+            "5. Алгоритмы обучения без учителя\n",
+            "   - Обучение по подобию (k-ближайших соседей, локально-взвешенное обучение)\n",
+            "   - Обнаружение аномалий (метод квантилей, метод Local Outlier Factor)\n",
+            "   - Обучение с подкреплением (Q-обучение, SARSA, Deep Q-Network)\n",
+            "\n",
+            "6. Нейронные сети и глубокое обучение\n",
+            "   - Персептроны и многослойные персептроны\n",
+            "   - Автокодеры и вариационные автокодеры\n",
+            "   - Генеративно-состязательные сети (GANs) и их применения\n",
+            "\n",
+            "7. Эксплуатация и оценка моделей машинного обучения\n",
+            "\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.8000000000000003 ********************\n",
+            "\n",
+            "Машинное обучение — это дисциплина, посвященная созданию алгоритмов и статистических моделей, которые могут самообучаться, то есть улучшать свою работу на основе данных. Вот восемь разделов, которые можно включить в дисциплину по машинному обучению:\n",
+            "\n",
+            "1. Введение в машинное обучение\n",
+            "* История и определение машинного обучения\n",
+            "* Основные термины и понятия\n",
+            "* Применение машинного обучения в различных областях\n",
+            "2. Математические основы машинного обучения\n",
+            "* Линейная алгебра и Theory of Probability\n",
+            "*Статистика и матожидания\n",
+            "* Функции costs и loss\n",
+            "3. Машинное обучение с учителем\n",
+            "* Алгоритмы классификации\n",
+            "* Алгоритмы регрессии\n",
+            "* Деревья решений и случайные леса\n",
+            "4. Машинное обучение без учителя\n",
+            "* Алгоритмы кластеризации\n",
+            "* Алгоритмы ассоциации\n",
+            "* Алгоритмы генерации\n",
+            "5. Нейронные сети\n",
+            "* Персептроны и многослойные сети\n",
+            "* Deep Learning и convolutional neural networks\n",
+            "* Рекуррентные нейронные сети и LSTM\n",
+            "6. Обучение с подкреплением\n",
+            "* агент и среда\n",
+            "* Q-learning и SARSA\n",
+            "* Динамическое программирование\n",
+            "7. Вычислительные аспекты машинного обучения\n",
+            "* Выбор базовой функции\n",
+            "* Регуляризация и предварительная обработка данных\n",
+            "* Вычислительная сложность и масштабирование\n",
+            "8. Применение машинного обучения в бизнесе\n",
+            "* Аналитика данных и Business Intelligence\n",
+            "* Предсказательный анализ и принятие решений\n",
+            "* Этические аспекты и безопасность машинного обучения.\n",
+            "\n",
+            "Этот список не исчерпывающий, и конкретные темы и разделы могут варьироваться в зависимости от конкретных целей и требований дисциплины.\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.9000000000000001 ********************\n",
+            "\n",
+            "1. Введение в машинное обучение: обзор pôleзных определений, исторического развития и областей применения машинного обучения.\n",
+            "2. Математическая основа машинного обучения: линейная алгебра, теория вероятностей и статистика, дифференциальное исчисление.\n",
+            "3. Алгоритмы обучения с учителем: логистическая регрессия, решающие деревья, случайные леса,.support vector machines (SVM), нейронные сети.\n",
+            "4. Алгоритмы обучения без учителя: кластеризация, ассоциативное правило,_dimension reduction.\n",
+            "5. Алгоритмы глубокого обучения: дороги нейронных сетей, convolutional neural networks(CNN), recurrent neural networks (RNN), long short-term memory (LSTM).\n",
+            "6. Метрики качества и оценка моделей: accuracy, precision, recall, F1-score, Receiver Operating Characteristics (ROC), Area Under the Curve (AUC).\n",
+            "7. Регуляризация и предотвращение переобучения: L1 и L2 регуляризация, dropout, early stopping.\n",
+            "8. Выбор и подготовка данных: выбор данных, предварительная обработка данных, нормализация, масштабирование.\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.3 ********************\n",
+            "\n",
+            "1. Введение в современные инструменты для анализа данных\n",
+            "2. Языки программирования для анализа данных (Python, R)\n",
+            "3. Библиотеки и фреймворки для анализа данных (Pandas, NumPy, Matplotlib, Seaborn, ggplot2)\n",
+            "4. Базы данных и SQL\n",
+            "5. Визуализация данных\n",
+            "6. Методы машинного обучения для анализа данных\n",
+            "7. Обработка больших данных (Big Data)\n",
+            "8. Этика и этические аспекты анализа данных\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.4 ********************\n",
+            "\n",
+            "1. Введение в современные инструменты для анализа данных\n",
+            "2. Языки программирования для анализа данных (Python, R)\n",
+            "3. Библиотеки и фреймворки для анализа данных (Pandas, NumPy, Matplotlib, Seaborn, ggplot2)\n",
+            "4. Базы данных и SQL\n",
+            "5. Визуализация данных\n",
+            "6. Методы машинного обучения для анализа данных (регрессия, кластеризация, классификация)\n",
+            "7. Обработка больших данных (Hadoop, Spark)\n",
+            "8. Применение современных инструментов для анализа данных в различных областях (бизнес, наука, техника)\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.5 ********************\n",
+            "\n",
+            "1. Введение в современные инструменты для анализа данных\n",
+            "2. Языки программирования для анализа данных (Python, R)\n",
+            "3. Библиотеки и фреймворки для анализа данных (Pandas, NumPy, Matplotlib, Scikit-learn, dplyr, ggplot2)\n",
+            "4. Обработка и очистка данных (предобработка, заполнение пропусков, кодирование категориальных переменных)\n",
+            "5. Анализ и визуализация данных (корреляционный анализ, кластерный анализ, визуализация данных)\n",
+            "6. Машинное обучение и статистические модели (линейная регрессия, деревья решений, случайный лес, Support Vector Machines)\n",
+            "7. Большие данные и их обработка (Hadoop, Spark, Hive, NoSQL-базы данных)\n",
+            "8. Применение современных инструментов для анализа данных в бизнесе и науке (случаи применения, лучшие практики)\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.6000000000000001 ********************\n",
+            "\n",
+            "1. Введение в современные инструменты анализа данных\n",
+            "   1.1. Обзор современных инструментов для анализа данных\n",
+            "   1.2. Выбор инструментов для конкретных задач анализа данных\n",
+            "\n",
+            "2. Языки программирования для анализа данных\n",
+            "   2.1. Python и его библиотеки для анализа данных (Pandas, NumPy, Matplotlib, Seaborn)\n",
+            "   2.2. R и его пакеты для анализа данных (dplyr, ggplot2, tidyr)\n",
+            "\n",
+            "3. Базы данных и системы управления ними\n",
+            "   3.1. SQL и работа с реляционными базами данных\n",
+            "   3.2. NoSQL базы данных и их использование в анализе данных\n",
+            "\n",
+            "4. Визуализация данных\n",
+            "   4.1. Основные принципы визуализации данных\n",
+            "   4.2. Популярные библиотеки и инструменты для визуализации данных (Tableau, PowerBI, D3.js)\n",
+            "\n",
+            "5. Обработка и предварительная обработка данных\n",
+            "   5.1. Чистка и преобразование данных\n",
+            "   5.2. Методы имputation missing values\n",
+            "   5.3. Нормализация и стандартизация данных\n",
+            "\n",
+            "6. Методы анализа данных\n",
+            "   6.1. Статистический анализ данных\n",
+            "   6.2. Машинное обучение в анализе данных\n",
+            "   6.3. Deep Learning в анализе данных\n",
+            "\n",
+            "7. Работа с большими данными\n",
+            "   7.1. Хранение и обработка больших данных в распределенных системах (Hadoop, Spark)\n",
+            "   7.2. Cloud platforms для анализа больших данных (AWS, Google Cloud, Azure)\n",
+            "\n",
+            "8. Применение современных инструментов анализа данных в конкретных областях\n",
+            "   8.1. Анализ данных в бизнесе (Business Intelligence)\n",
+            "   8.2. Анализ данных в науке и исследованиях\n",
+            "   8.3. Анализ данных в здравоохранении и медицине\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.7000000000000002 ********************\n",
+            "\n",
+            "1. Введение в современные инструменты для анализа данных\n",
+            "2. Языки программирования для работы с данными: Python и R\n",
+            "3. Библиотеки Python для анализа данных: Pandas, NumPy, Matplotlib, Seaborn\n",
+            "4. Библиотеки R для анализа данных: dplyr, ggplot2, caret\n",
+            "5. Базы данных и SQL\n",
+            "6. Визуализация данных\n",
+            "7. Машинное обучение и анализ данных\n",
+            "8. Большие данные и облачные технологии для анализа данных\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.8000000000000003 ********************\n",
+            "\n",
+            "1. Введение в анализ данных: понятие, важность и применение.\n",
+            "2. Инструменты визуализации данных: Tableau, PowerBI, matplotlib, seaborn.\n",
+            "3. Языки программирования для анализа данных: Python, R.\n",
+            "4. Библиотеки и фреймворки для анализа данных: pandas, NumPy, scikit-learn.\n",
+            "5. Базы данных и их роль в анализе данных: SQL, NoSQL.\n",
+            "6. Методы машинного обучения: классификация, регрессия, кластеризация.\n",
+            "7. Обработка больших данных: Hadoop, Spark, Hive.\n",
+            "8. Этическая сторона анализа данных: конфиденциальность, безопасность, прозрачность.\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.9000000000000001 ********************\n",
+            "\n",
+            "Вот несколько тем и разделов для дисциплины \"Современные инструменты для анализа данных\":\n",
+            "\n",
+            "1. Введение в анализ данных\n",
+            "\t* Основные concepts и технологии для анализа данных\n",
+            "\t* Применение аналитики в различных отраслях и областях\n",
+            "2. Работа с данными в Python\n",
+            "\t* Библиотеки NumPy, Pandas и Matplotlib для обработки и визуализации данных\n",
+            "\t* Загрузка, очистка и предобработка данных\n",
+            "3. Анализ данных с помощью R\n",
+            "\t* Введение в язык программирования R\n",
+            "\t* Библиотеки dplyr, ggplot2 и caret для обработки данных, визуализации и моделирования\n",
+            "4. Базы данных и SQL\n",
+            "\t* Работа с реляционными базами данных\n",
+            "\t* Язык запросов SQL для извлечения данных из баз данных\n",
+            "5. Big Data и распределенные вычисления\n",
+            "\t* Инструменты и платформы для работы с большими данными (Hadoop, Spark, Hive)\n",
+            "\t* Проектирование и реализация распределенных вычислений\n",
+            "6. Машинное обучение и моделирование данных\n",
+            "\t* Классификация и регрессия с помощью алгоритмов ML\n",
+            "\t* Отбор признаков и валидация моделей\n",
+            "7. Визуализация данных\n",
+            "\t* Инструменты для визуализации данных (Tableau, Power BI)\n",
+            "\t* Создание интерактивных дашбордов для принятия решений\n",
+            "8. Применение аналитики в бизнесе и управлении\n",
+            "\t* Аналитика для принятия решений и управления рисками\n",
+            "\t* Бизнес-модели и метрики для оценки успеха бизнеса\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.3 ********************\n",
+            "\n",
+            "1. Введение в визуализацию данных\n",
+            "2. Основные принципы визуализации данных\n",
+            "3. Типы визуализации данных: таблицы, диаграммы, графики\n",
+            "4. Визуализация структурированных данных\n",
+            "5. Визуализация неструктурированных данных\n",
+            "6. Визуализация временных рядов\n",
+            "7. Визуализация географических данных\n",
+            "8. Интерактивная визуализация данных\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.4 ********************\n",
+            "\n",
+            "1. Введение в визуализацию данных\n",
+            "2. Основные принципы визуализации данных\n",
+            "3. Типы визуализации данных\n",
+            "4. Визуализация данных с помощью Python\n",
+            "5. Визуализация данных с помощью R\n",
+            "6. Визуализация данных с помощью Tableau\n",
+            "7. Визуализация данных в реальном времени\n",
+            "8. Лучшие практики визуализации данных\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.5 ********************\n",
+            "\n",
+            "1. Введение в визуализацию данных\n",
+            "2. Типы данных и выбор подходящих графиков\n",
+            "3. Основные принципы визуализации данных\n",
+            "4. Визуализация данных в Python с помощью matplotlib\n",
+            "5. Визуализация данных в R с помощью ggplot2\n",
+            "6. Визуализация данных во Front-end разработке с помощью D3.js\n",
+            "7. Визуализация данных в Tableau и Power BI\n",
+            "8. Применение визуализации данных в научных исследованиях и бизнесе\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.6000000000000001 ********************\n",
+            "\n",
+            "1. Введение в визуализацию данных\n",
+            "   - 1.1 Цели и задачи визуализации данных\n",
+            "   - 1.2 История и развитие методов визуализации данных\n",
+            "   - 1.3 Важность визуализации данных в анализе и коммуникации информации\n",
+            "\n",
+            "2. Типы данных и виды визуализации\n",
+            "   - 2.1 Визуализация числовых данных\n",
+            "   - 2.2 Визуализация категориальных данных\n",
+            "   - 2.3 Визуализация временных рядов\n",
+            "   - 2.4 Визуализация географических данных\n",
+            "   - 2.5 Визуализация текстовых данных\n",
+            "\n",
+            "3. Основные принципы визуализации данных\n",
+            "   - 3.1 Простота и наглядность\n",
+            "   - 3.2 Эффективность восприятия\n",
+            "   - 3.3 Сохранение информации\n",
+            "   - 3.4 Масштабируемость и универсальность\n",
+            "\n",
+            "4. Выбор правильного типа визуализации\n",
+            "   - 4.1 Диаграммы и графики для представления распределений\n",
+            "   - 4.2 Диаграммы и графики для представления связей и зависимостей\n",
+            "   - 4.3 Диаграммы и графики для представления изменений во времени\n",
+            "\n",
+            "5. Техники и инструменты визуализации данных\n",
+            "   - 5.1 Моделирование данных для визуализации\n",
+            "   - 5.2 Библиотеки визуализации данных (D3.js, matplotlib, seaborn, Tableau, Power BI и др.)\n",
+            "   - 5.3 Интерактивные визуализации и их преимущества\n",
+            "\n",
+            "6. Применение визуализации данных в анализе и принятии решений\n",
+            "   - 6.1 Анализ трендов и-patterns\n",
+            "   - 6.2 Выявление аномалий и выбросов\n",
+            "   - 6.3 Построение прогнозных моделей\n",
+            "   - 6.4 Коммуникация результатов анализа и принятие решений\n",
+            "\n",
+            "7. Практические упражнения и задания по визуализации данных\n",
+            "   -\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.7000000000000002 ********************\n",
+            "\n",
+            "1. Введение в визуализацию данных\n",
+            "2. Типы визуализации данных\n",
+            "   - Таблицы\n",
+            "   - Графики\n",
+            "   - Диаграммы\n",
+            "   - Карты\n",
+            "3. Основные принципы визуализации данных\n",
+            "   - Простота и понятность\n",
+            "   - Минимализм\n",
+            "   - Использование цветов и форм\n",
+            "   - Масштабирование и расположение\n",
+            "4. Модели и теории визуализации данных\n",
+            "   - Теория восприятия\n",
+            "   - Теория ментальных моделей\n",
+            "   - Теория эвристического оценивания\n",
+            "5. Инструменты и языки визуализации данных\n",
+            "   - Python (matplotlib, seaborn, plotly)\n",
+            "   - R (ggplot2, plotly)\n",
+            "   - Tableau\n",
+            "   - Power BI\n",
+            "6. Визуализация данных в больших данных\n",
+            "   - Агрегация данных\n",
+            "   - Визуализация кластеров и групп\n",
+            "   - Визуализация временных рядов\n",
+            "7. Визуализация данных в бизнес-аналитике\n",
+            "   - Анализ эффективности\n",
+            "   - Анализ тенденций и трендов\n",
+            "   - Визуализация KPI\n",
+            "8. Будущие направления развития визуализации данных\n",
+            "   - Визуализация данных в дополненной и виртуальной реальности\n",
+            "   - Интерактивная визуализация данных\n",
+            "   - Визуализация данных в искусственном интеллекте.\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.8000000000000003 ********************\n",
+            "\n",
+            "1. Введение в визуализацию данных\n",
+            "2. Основы визуализации данных\n",
+            "3. Типы визуализации данных (диаграммы, графики, карты и т.д.)\n",
+            "4. Научная визуализация данных\n",
+            "5. Визуализация больших данных\n",
+            "6. Интерактивная визуализация данных\n",
+            "7. Визуализация данных в бизнесе и маркетинге\n",
+            "8. Лучшие практики в визуализации данных\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.9000000000000001 ********************\n",
+            "\n",
+            "1. Введение в методы визуализации данных\n",
+            "2. Типы данных и выбор визуализации\n",
+            "3. Основные принципы и правила визуализации данных\n",
+            "4. Визуализация численной информации\n",
+            "5. Визуализация текстовой информации\n",
+            "6. Визуализация пространственных данных\n",
+            "7. Интерактивная визуализация и её применение\n",
+            "8. Особенности визуализации данных в конкретных областях знаний (например, наука о данных, биология, экономика и т.д.)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Здесь наиболее интересные ответы получаются при температуре 0.5–0.7. 0.7 ни в одном примере пока не ушли в откровенные галлюцинации."
+      ],
+      "metadata": {
+        "id": "HpxfvRNAfbvc"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Теперь сгенерируем содержание для 100 случайных дисциплин. Не будем брать все с целью экономии времени. Если есть время и желание, можно для всех 1757."
+      ],
+      "metadata": {
+        "id": "mxrLY1vkLtB1"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "ud = df[[\"course_title\"]].drop_duplicates().sample(100, random_state=42)\n",
+        "ud.shape"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "jMcHjxPsA_oK",
+        "outputId": "69281e3e-cba3-45ff-b29a-3db4fb2a92ec"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(100, 1)"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 106
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Напишите функцию `mistral_zero_shot()`, которая принимает на вход название дисциплины, объект клиента и значение температуры, а возвращает содержание дисциплины.\n",
+        "\n",
+        "Альтернативно промпт можно тоже сделать параметром."
+      ],
+      "metadata": {
+        "id": "f4mSGv7iMGS6"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def mistral_zero_shot(course, cli, temp):\n",
+        "    # ваш код здесь"
+      ],
+      "metadata": {
+        "id": "tjGrs5d7BUmB"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Добавьте столбец со сгенерированным содержанием в датафрейм."
+      ],
+      "metadata": {
+        "id": "6KPpvZ1RMbcI"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 49,
+          "referenced_widgets": [
+            "e0083541e6794eafaec918cbd89b415c",
+            "2dae83676d6b49b5a5c709b3e81e35ac",
+            "21a5bf9cdc8047c9b9ce8a6ab39a9f7c",
+            "d992e4302fb34ea9917ed39dbe197809",
+            "9ec0c2eebd334e0ea2b39d6c3a9d79f9",
+            "b3a7d12ae7904536944ba43f76d31174",
+            "68b47485dee247879f253e87ac328e70",
+            "ad178d32bda34a7e83628c25d07b7376",
+            "314c9b76396f4510b55232ea1d7ddec3",
+            "1d89d347a0b44d44a735ab3597744178",
+            "5b3d1ae0e88b41419f45c7146503ae16"
+          ]
+        },
+        "id": "QvV_e8mnB6Nn",
+        "outputId": "ea1e7ff1-5260-473c-9dcd-33aedfdfb959"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "data": {
+            "application/vnd.jupyter.widget-view+json": {
+              "model_id": "e0083541e6794eafaec918cbd89b415c",
+              "version_major": 2,
+              "version_minor": 0
+            },
+            "text/plain": [
+              "  0%|          | 0/100 [00:00<?, ?it/s]"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь\n",
+        "\n",
+        "# пример результата после добавления столбца с генерацией\n",
+        "print(ud_df.shape)\n",
+        "ud_df.sample(3, random_state=42)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 374
+        },
+        "id": "PC0fmkgRG3lS",
+        "outputId": "6ffe191e-ea19-4b55-fca5-0162ed2fcf08"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "(1046, 20)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "     course_id                               course_title  \\\n",
+              "773      15443         Моделирование оптических процессов   \n",
+              "280       7593  Техническая термодинамика и теплопередача   \n",
+              "629      14936    Культурные подходы к цифровым практикам   \n",
+              "\n",
+              "                                           description  up_id  \\\n",
+              "773  Что такое фотоника? На наш взгляд это очень пе...   6909   \n",
+              "280  Представлены начала термодинамики, методы расч...   7311   \n",
+              "629  Основная задача данного курса -  предложить ра...   6987   \n",
+              "\n",
+              "                                    up_title qualification  start_year  \\\n",
+              "773                       Бизнес-информатика      bachelor        2020   \n",
+              "280  Низкотемпературная техника и энергетика      bachelor        2019   \n",
+              "629                Инфохимия / Infochemistry        master        2020   \n",
+              "\n",
+              "                       module_name  \\\n",
+              "773               ОГНП 7: Фотоника   \n",
+              "280  Модуль обязательных дисциплин   \n",
+              "629      Факультативные дисциплины   \n",
+              "\n",
+              "                                              contents  \\\n",
+              "773  Введение в методы численной электродинамики. О...   \n",
+              "280  Подобие и моделирование процессов конвективног...   \n",
+              "629  Библиотеки,  архивы, энциклопедии, история big...   \n",
+              "\n",
+              "                                                tokens  \\\n",
+              "773  [введение, метод, численный, электродинамика, ...   \n",
+              "280  [подобие, моделирование, процесс, конвективный...   \n",
+              "629  [библиотека, архив, энциклопедия, история, big...   \n",
+              "\n",
+              "                                               tokensD  \\\n",
+              "773  [фотоника, взгляд, перспективный, область, исс...   \n",
+              "280  [представлять, начало, термодинамика, метод, р...   \n",
+              "629  [основной, задача, данный, курс, -, предлагать...   \n",
+              "\n",
+              "                                             embedding  \\\n",
+              "773  [0.25183907, -0.15061127, 0.14610592, 0.350766...   \n",
+              "280  [0.5842756, 0.58701414, -0.28769168, 0.2190147...   \n",
+              "629  [0.48195675, -0.30692005, 0.2979263, 0.1975168...   \n",
+              "\n",
+              "                                            embeddingD  desc_cont_sim  \\\n",
+              "773  [0.8150616, 0.10582235, 0.319231, 0.46731356, ...          0.600   \n",
+              "280  [0.57135826, 0.5636727, -0.20225279, 0.2826224...          0.920   \n",
+              "629  [0.43746132, -0.14761502, 0.44876146, 0.886812...          0.707   \n",
+              "\n",
+              "                                           tokens_text  \\\n",
+              "773  введение метод численный электродинамика основ...   \n",
+              "280  подобие моделирование процесс конвективный теп...   \n",
+              "629  библиотека архив энциклопедия история big data...   \n",
+              "\n",
+              "                                          tokensD_text  \\\n",
+              "773  фотоника взгляд перспективный область исследов...   \n",
+              "280  представлять начало термодинамика метод расчет...   \n",
+              "629  основной задача данный курс - предлагать разли...   \n",
+              "\n",
+              "                                        bert_embedding  \\\n",
+              "773  [-0.020190805, -0.0059326044, 0.039794147, -0....   \n",
+              "280  [0.0047562807, 0.010405966, 0.022855595, 0.000...   \n",
+              "629  [0.03397241, -0.0092194835, 0.07174899, 0.0086...   \n",
+              "\n",
+              "                                       bert_embeddingD  desc_cont_sim_bert  \\\n",
+              "773  [0.010424809, 0.0003055697, 0.030603899, -0.01...               0.905   \n",
+              "280  [0.0027674034, -0.010737589, 0.019425986, -0.0...               0.936   \n",
+              "629  [-0.024725934, 0.0033955844, 0.08934714, 0.002...               0.880   \n",
+              "\n",
+              "                                               mistral  \n",
+              "773  1. Введение в моделирование оптических процесс...  \n",
+              "280  Конечно, могу вам помочь составить темы и разд...  \n",
+              "629  Культурные подходы к цифровым практикам - это ...  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-0d69813e-fa8c-48f6-a453-cfb9a5c3952b\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
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+              "        vertical-align: top;\n",
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+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>course_id</th>\n",
+              "      <th>course_title</th>\n",
+              "      <th>description</th>\n",
+              "      <th>up_id</th>\n",
+              "      <th>up_title</th>\n",
+              "      <th>qualification</th>\n",
+              "      <th>start_year</th>\n",
+              "      <th>module_name</th>\n",
+              "      <th>contents</th>\n",
+              "      <th>tokens</th>\n",
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+              "      <th>embedding</th>\n",
+              "      <th>embeddingD</th>\n",
+              "      <th>desc_cont_sim</th>\n",
+              "      <th>tokens_text</th>\n",
+              "      <th>tokensD_text</th>\n",
+              "      <th>bert_embedding</th>\n",
+              "      <th>bert_embeddingD</th>\n",
+              "      <th>desc_cont_sim_bert</th>\n",
+              "      <th>mistral</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>773</th>\n",
+              "      <td>15443</td>\n",
+              "      <td>Моделирование оптических процессов</td>\n",
+              "      <td>Что такое фотоника? На наш взгляд это очень пе...</td>\n",
+              "      <td>6909</td>\n",
+              "      <td>Бизнес-информатика</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2020</td>\n",
+              "      <td>ОГНП 7: Фотоника</td>\n",
+              "      <td>Введение в методы численной электродинамики. О...</td>\n",
+              "      <td>[введение, метод, численный, электродинамика, ...</td>\n",
+              "      <td>[фотоника, взгляд, перспективный, область, исс...</td>\n",
+              "      <td>[0.25183907, -0.15061127, 0.14610592, 0.350766...</td>\n",
+              "      <td>[0.8150616, 0.10582235, 0.319231, 0.46731356, ...</td>\n",
+              "      <td>0.600</td>\n",
+              "      <td>введение метод численный электродинамика основ...</td>\n",
+              "      <td>фотоника взгляд перспективный область исследов...</td>\n",
+              "      <td>[-0.020190805, -0.0059326044, 0.039794147, -0....</td>\n",
+              "      <td>[0.010424809, 0.0003055697, 0.030603899, -0.01...</td>\n",
+              "      <td>0.905</td>\n",
+              "      <td>1. Введение в моделирование оптических процесс...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>280</th>\n",
+              "      <td>7593</td>\n",
+              "      <td>Техническая термодинамика и теплопередача</td>\n",
+              "      <td>Представлены начала термодинамики, методы расч...</td>\n",
+              "      <td>7311</td>\n",
+              "      <td>Низкотемпературная техника и энергетика</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2019</td>\n",
+              "      <td>Модуль обязательных дисциплин</td>\n",
+              "      <td>Подобие и моделирование процессов конвективног...</td>\n",
+              "      <td>[подобие, моделирование, процесс, конвективный...</td>\n",
+              "      <td>[представлять, начало, термодинамика, метод, р...</td>\n",
+              "      <td>[0.5842756, 0.58701414, -0.28769168, 0.2190147...</td>\n",
+              "      <td>[0.57135826, 0.5636727, -0.20225279, 0.2826224...</td>\n",
+              "      <td>0.920</td>\n",
+              "      <td>подобие моделирование процесс конвективный теп...</td>\n",
+              "      <td>представлять начало термодинамика метод расчет...</td>\n",
+              "      <td>[0.0047562807, 0.010405966, 0.022855595, 0.000...</td>\n",
+              "      <td>[0.0027674034, -0.010737589, 0.019425986, -0.0...</td>\n",
+              "      <td>0.936</td>\n",
+              "      <td>Конечно, могу вам помочь составить темы и разд...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>629</th>\n",
+              "      <td>14936</td>\n",
+              "      <td>Культурные подходы к цифровым практикам</td>\n",
+              "      <td>Основная задача данного курса -  предложить ра...</td>\n",
+              "      <td>6987</td>\n",
+              "      <td>Инфохимия / Infochemistry</td>\n",
+              "      <td>master</td>\n",
+              "      <td>2020</td>\n",
+              "      <td>Факультативные дисциплины</td>\n",
+              "      <td>Библиотеки,  архивы, энциклопедии, история big...</td>\n",
+              "      <td>[библиотека, архив, энциклопедия, история, big...</td>\n",
+              "      <td>[основной, задача, данный, курс, -, предлагать...</td>\n",
+              "      <td>[0.48195675, -0.30692005, 0.2979263, 0.1975168...</td>\n",
+              "      <td>[0.43746132, -0.14761502, 0.44876146, 0.886812...</td>\n",
+              "      <td>0.707</td>\n",
+              "      <td>библиотека архив энциклопедия история big data...</td>\n",
+              "      <td>основной задача данный курс - предлагать разли...</td>\n",
+              "      <td>[0.03397241, -0.0092194835, 0.07174899, 0.0086...</td>\n",
+              "      <td>[-0.024725934, 0.0033955844, 0.08934714, 0.002...</td>\n",
+              "      <td>0.880</td>\n",
+              "      <td>Культурные подходы к цифровым практикам - это ...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
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+              "    .colab-df-container {\n",
+              "      display:flex;\n",
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+              "\n",
+              "    .colab-df-convert {\n",
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+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-0d69813e-fa8c-48f6-a453-cfb9a5c3952b button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-0d69813e-fa8c-48f6-a453-cfb9a5c3952b');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-e2c76181-de72-4d0d-b8a9-6d7d32507c1d\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-e2c76181-de72-4d0d-b8a9-6d7d32507c1d')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-e2c76181-de72-4d0d-b8a9-6d7d32507c1d button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
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\\u043e\\u043f\\u0442\\u0438\\u043a\\u0438. \\u0411\\u0443\\u0434\\u0435\\u0442 \\u0441\\u0434\\u0435\\u043b\\u0430\\u043d \\u043e\\u0431\\u0437\\u043e\\u0440 \\u043e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0445 \\u0447\\u0438\\u0441\\u043b\\u0435\\u043d\\u043d\\u044b\\u0445 \\u043c\\u0435\\u0442\\u043e\\u0434\\u043e\\u0432. \\u041f\\u043e\\u0434\\u0440\\u043e\\u0431\\u043d\\u043e \\u0431\\u0443\\u0434\\u0443\\u0442 \\u0440\\u0430\\u0441\\u0441\\u043c\\u043e\\u0442\\u0440\\u0435\\u043d\\u044b \\u0434\\u0432\\u0430 \\u043d\\u0430\\u0438\\u0431\\u043e\\u043b\\u0435\\u0435 \\u0447\\u0430\\u0441\\u0442\\u043e \\u0438\\u0441\\u043f\\u043e\\u043b\\u044c\\u0437\\u0443\\u0435\\u043c\\u044b\\u0445 \\u043f\\u0440\\u0438 \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u0438 \\u0443\\u0440\\u0430\\u0432\\u043d\\u0435\\u043d\\u0438\\u0439 \\u041c\\u0430\\u043a\\u0441\\u0432\\u0435\\u043b\\u043b\\u0430 \\u043c\\u0435\\u0442\\u043e\\u0434\\u0430: FDTD \\u0438 FEM. \\u041e\\u0441\\u043e\\u0431\\u043e\\u0435 \\u0432\\u043d\\u0438\\u043c\\u0430\\u043d\\u0438\\u0435 \\u0431\\u0443\\u0434\\u0435\\u0442 \\u0443\\u0434\\u0435\\u043b\\u0435\\u043d\\u043e \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u044e \\u0432\\u043e\\u043b\\u043d\\u043e\\u0432\\u043e\\u0433\\u043e \\u0443\\u0440\\u0430\\u0432\\u043d\\u0435\\u043d\\u0438\\u044f \\u043c\\u0435\\u0442\\u043e\\u0434\\u043e\\u043c FEM \\u0432 \\u043f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u043d\\u043e\\u043c \\u043f\\u0430\\u043a\\u0435\\u0442\\u0435 COMSOL Multiphysics. \\u041d\\u0430 \\u043b\\u0435\\u043a\\u0446\\u0438\\u044f\\u0445 \\u0431\\u0443\\u0434\\u0443\\u0442 \\u043f\\u0440\\u043e\\u0434\\u0435\\u043c\\u043e\\u043d\\u0441\\u0442\\u0440\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u044b \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u0438 \\u0434\\u0430\\u043d\\u043d\\u043e\\u0433\\u043e \\u043f\\u0430\\u043a\\u0435\\u0442\\u0430.\\n\\u041e\\u0442\\u043b\\u0438\\u0447\\u0438\\u0442\\u0435\\u043b\\u044c\\u043d\\u043e\\u0439 \\u043e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c\\u044e \\u043f\\u0440\\u0435\\u043f\\u043e\\u0434\\u0430\\u0432\\u0430\\u043d\\u0438\\u044f \\u043a\\u0443\\u0440\\u0441\\u0430 \\u044f\\u0432\\u043b\\u044f\\u0435\\u0442\\u0441\\u044f \\u0438\\u0441\\u043f\\u043e\\u043b\\u044c\\u0437\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u043a\\u043e\\u043c\\u043f\\u044c\\u044e\\u0442\\u0435\\u0440\\u043d\\u043e\\u0433\\u043e \\u043f\\u0440\\u0430\\u043a\\u0442\\u0438\\u043a\\u0443\\u043c\\u0430 \\u0432 \\u043f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u043d\\u043e\\u043c \\u043f\\u0430\\u043a\\u0435\\u0442\\u0435 COMSOL Multiphysics, \\u0432 \\u0441\\u043e\\u0441\\u0442\\u0430\\u0432 \\u043a\\u043e\\u0442\\u043e\\u0440\\u043e\\u0433\\u043e \\u0432\\u0445\\u043e\\u0434\\u044f\\u0442 \\u043f\\u044f\\u0442\\u044c \\u0437\\u0430\\u0434\\u0430\\u043d\\u0438\\u0439, \\u0432\\u044b\\u043f\\u043e\\u043b\\u043d\\u044f\\u0435\\u043c\\u044b\\u0445 \\u0441\\u0442\\u0443\\u0434\\u0435\\u043d\\u0442\\u0430\\u043c\\u0438 \\u0432 \\u0440\\u0430\\u043c\\u043a\\u0430\\u0445 \\u0441\\u0430\\u043c\\u043e\\u0441\\u0442\\u043e\\u044f\\u0442\\u0435\\u043b\\u044c\\u043d\\u043e\\u0439 \\u0440\\u0430\\u0431\\u043e\\u0442\\u044b.\",\n          \"\\u041f\\u0440\\u0435\\u0434\\u0441\\u0442\\u0430\\u0432\\u043b\\u0435\\u043d\\u044b \\u043d\\u0430\\u0447\\u0430\\u043b\\u0430 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0438, \\u043c\\u0435\\u0442\\u043e\\u0434\\u044b \\u0440\\u0430\\u0441\\u0447\\u0435\\u0442\\u0430 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0445 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u043e\\u0432 \\u0441 \\u0438\\u0434\\u0435\\u0430\\u043b\\u044c\\u043d\\u044b\\u043c \\u0433\\u0430\\u0437\\u043e\\u043c \\u0438 \\u0441 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u044b\\u043c\\u0438 \\u0440\\u0430\\u0431\\u043e\\u0447\\u0438\\u043c\\u0438 \\u0442\\u0435\\u043b\\u0430\\u043c\\u0438, \\u0446\\u0438\\u043a\\u043b\\u043e\\u0432 \\u044d\\u043d\\u0435\\u0440\\u0433\\u0435\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0445 \\u0443\\u0441\\u0442\\u0430\\u043d\\u043e\\u0432\\u043e\\u043a, \\u0445\\u043e\\u043b\\u043e\\u0434\\u0438\\u043b\\u044c\\u043d\\u044b\\u0445 \\u043c\\u0430\\u0448\\u0438\\u043d \\u0438 \\u0442\\u0435\\u043f\\u043b\\u043e\\u0432\\u044b\\u0445 \\u043d\\u0430\\u0441\\u043e\\u0441\\u043e\\u0432. \\n\\u041e\\u043f\\u0438\\u0441\\u0430\\u043d\\u044b \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u044b \\u0441\\u0442\\u0430\\u0446\\u0438\\u043e\\u043d\\u0430\\u0440\\u043d\\u043e\\u0439 \\u0438 \\u043d\\u0435\\u0441\\u0442\\u0430\\u0446\\u0438\\u043e\\u043d\\u0430\\u0440\\u043d\\u043e\\u0439 \\u0442\\u0435\\u043f\\u043b\\u043e\\u043f\\u0440\\u043e\\u0432\\u043e\\u0434\\u043d\\u043e\\u0441\\u0442\\u0438, \\u043a\\u043e\\u043d\\u0432\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u043e\\u0433\\u043e \\u0442\\u0435\\u043f\\u043b\\u043e\\u043e\\u0431\\u043c\\u0435\\u043d\\u0430, \\u0442\\u0435\\u043f\\u043b\\u043e\\u043e\\u0431\\u043c\\u0435\\u043d\\u0430 \\u0438\\u0437\\u043b\\u0443\\u0447\\u0435\\u043d\\u0438\\u0435\\u043c. \\u0418\\u0437\\u043b\\u043e\\u0436\\u0435\\u043d\\u044b \\u043e\\u0441\\u043d\\u043e\\u0432\\u044b \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0439 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0438 \\u0438 \\u0442\\u0435\\u043f\\u043b\\u043e\\u043f\\u0435\\u0440\\u0435\\u0434\\u0430\\u0447\\u0438. \\u0414\\u0430\\u043d\\u044b \\u043e\\u0441\\u043d\\u043e\\u0432\\u044b \\u0442\\u0435\\u043f\\u043b\\u043e\\u0432\\u043e\\u0433\\u043e \\u0440\\u0430\\u0441\\u0447\\u0435\\u0442\\u0430 \\u0442\\u0435\\u043f\\u043b\\u043e\\u043e\\u0431\\u043c\\u0435\\u043d\\u043d\\u0438\\u043a\\u043e\\u0432.\",\n          \"\\u041e\\u0441\\u043d\\u043e\\u0432\\u043d\\u0430\\u044f \\u0437\\u0430\\u0434\\u0430\\u0447\\u0430 \\u0434\\u0430\\u043d\\u043d\\u043e\\u0433\\u043e \\u043a\\u0443\\u0440\\u0441\\u0430 -  \\u043f\\u0440\\u0435\\u0434\\u043b\\u043e\\u0436\\u0438\\u0442\\u044c \\u0440\\u0430\\u0437\\u043b\\u0438\\u0447\\u043d\\u044b\\u0435 \\u0442\\u0435\\u043e\\u0440\\u0435\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0438 \\u043a\\u043e\\u043d\\u0446\\u0435\\u043f\\u0442\\u0443\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435 \\u043e\\u0441\\u043d\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f \\u0434\\u043b\\u044f \\u043e\\u0441\\u043c\\u044b\\u0441\\u043b\\u0435\\u043d\\u0438\\u044f \\u043f\\u0440\\u043e\\u0438\\u0441\\u0445\\u043e\\u0434\\u044f\\u0449\\u0435\\u0439 \\u0441\\u0435\\u0433\\u043e\\u0434\\u043d\\u044f \\u0433\\u043b\\u043e\\u0431\\u0430\\u043b\\u044c\\u043d\\u043e\\u0439 \\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u043e\\u0439 \\u0442\\u0440\\u0430\\u043d\\u0441\\u0444\\u043e\\u0440\\u043c\\u0430\\u0446\\u0438\\u0438, \\u043e\\u0441\\u043d\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f, \\u043a\\u043e\\u0442\\u043e\\u0440\\u044b\\u0435 \\u043f\\u043e\\u0437\\u0432\\u043e\\u043b\\u044f\\u0442 \\u043d\\u0435 \\u0442\\u043e\\u043b\\u044c\\u043a\\u043e \\u043b\\u0443\\u0447\\u0448\\u0435 \\u0430\\u043d\\u0430\\u043b\\u0438\\u0437\\u0438\\u0440\\u043e\\u0432\\u0430\\u0442\\u044c \\u043f\\u0440\\u043e\\u0438\\u0441\\u0445\\u043e\\u0434\\u044f\\u0449\\u0438\\u0435 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u044b, \\u043d\\u043e \\u0438 \\u043d\\u0430\\u0445\\u043e\\u0434\\u0438\\u0442\\u044c \\u043e\\u043f\\u0442\\u0438\\u043c\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435  \\u0441\\u0442\\u0440\\u0430\\u0442\\u0435\\u0433\\u0438\\u0438, \\u043f\\u0430\\u0440\\u0430\\u0434\\u0438\\u0433\\u043c\\u044b  \\u0438 \\u0438\\u043d\\u0441\\u0442\\u0440\\u0443\\u043c\\u0435\\u043d\\u0442\\u044b \\u0434\\u043b\\u044f \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u044f \\u043f\\u0440\\u043e\\u0444\\u0435\\u0441\\u0441\\u0438\\u043e\\u043d\\u0430\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0437\\u0430\\u0434\\u0430\\u0447 \\u0432 \\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u0438 DH, \\u0438\\u0441\\u0445\\u043e\\u0434\\u044f \\u0438\\u0437 \\u0431\\u043e\\u043b\\u0435\\u0435 \\u0448\\u0438\\u0440\\u043e\\u043a\\u043e\\u0433\\u043e \\u043f\\u043e\\u043d\\u0438\\u043c\\u0430\\u043d\\u0438\\u044f \\u043f\\u0440\\u043e\\u0431\\u043b\\u0435\\u043c \\u0438 \\u043f\\u0430\\u0440\\u0430\\u0434\\u043e\\u043a\\u0441\\u043e\\u0432 \\u0446\\u0438\\u0444\\u0440\\u043e\\u0432\\u043e\\u0439 \\u043a\\u0443\\u043b\\u044c\\u0442\\u0443\\u0440\\u044b.\\n\\n\\u041d\\u0430 \\u043a\\u0430\\u0436\\u0434\\u043e\\u043c \\u0437\\u0430\\u043d\\u044f\\u0442\\u0438\\u0438 \\u043c\\u044b \\u0431\\u0443\\u0434\\u0435\\u043c \\u043e\\u0431\\u0441\\u0443\\u0436\\u0434\\u0430\\u0442\\u044c \\u0441\\u0442\\u0430\\u0442\\u044c\\u0438 \\u0438 \\u0433\\u043b\\u0430\\u0432\\u044b \\u0438\\u0437 \\u043a\\u043d\\u0438\\u0433,  \\u0440\\u0430\\u0441\\u0441\\u043c\\u0430\\u0442\\u0440\\u0438\\u0432\\u0430\\u0442\\u044c \\u0441\\u0443\\u0449\\u0435\\u0441\\u0442\\u0432\\u0443\\u044e\\u0449\\u0438\\u0435 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u044b  \\u0432 \\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u0438 Digital humanities, \\u043f\\u0440\\u0438\\u0434\\u0443\\u043c\\u044b\\u0432\\u0430\\u0442\\u044c \\u0441\\u043e\\u0431\\u0441\\u0442\\u0432\\u0435\\u043d\\u043d\\u044b\\u0435, \\u0438 \\u0438\\u0441\\u043a\\u0430\\u0442\\u044c \\u043d\\u043e\\u0432\\u044b\\u0435 \\u043f\\u0443\\u0442\\u0438 \\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u044f \\u0437\\u0430\\u0434\\u0430\\u0447, \\u0441\\u0442\\u043e\\u044f\\u0449\\u0438\\u0445 \\u0441\\u0435\\u0433\\u043e\\u0434\\u043d\\u044f \\u043f\\u0435\\u0440\\u0435\\u0434 \\u0433\\u0443\\u043c\\u0430\\u043d\\u0438\\u0442\\u0430\\u0440\\u043d\\u044b\\u043c\\u0438 \\u043d\\u0430\\u0443\\u043a\\u0430\\u043c\\u0438.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_id\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 213,\n        \"min\": 6909,\n        \"max\": 7311,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          6909,\n          7311,\n          6987\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"up_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0411\\u0438\\u0437\\u043d\\u0435\\u0441-\\u0438\\u043d\\u0444\\u043e\\u0440\\u043c\\u0430\\u0442\\u0438\\u043a\\u0430\",\n          \"\\u041d\\u0438\\u0437\\u043a\\u043e\\u0442\\u0435\\u043c\\u043f\\u0435\\u0440\\u0430\\u0442\\u0443\\u0440\\u043d\\u0430\\u044f \\u0442\\u0435\\u0445\\u043d\\u0438\\u043a\\u0430 \\u0438 \\u044d\\u043d\\u0435\\u0440\\u0433\\u0435\\u0442\\u0438\\u043a\\u0430\",\n          \"\\u0418\\u043d\\u0444\\u043e\\u0445\\u0438\\u043c\\u0438\\u044f / Infochemistry\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"qualification\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"master\",\n          \"bachelor\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"start_year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 2019,\n        \"max\": 2020,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          2019,\n          2020\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"module_name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u041e\\u0413\\u041d\\u041f 7: \\u0424\\u043e\\u0442\\u043e\\u043d\\u0438\\u043a\\u0430\",\n          \"\\u041c\\u043e\\u0434\\u0443\\u043b\\u044c \\u043e\\u0431\\u044f\\u0437\\u0430\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0434\\u0438\\u0441\\u0446\\u0438\\u043f\\u043b\\u0438\\u043d\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"contents\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\u0412\\u0432\\u0435\\u0434\\u0435\\u043d\\u0438\\u0435 \\u0432 \\u043c\\u0435\\u0442\\u043e\\u0434\\u044b \\u0447\\u0438\\u0441\\u043b\\u0435\\u043d\\u043d\\u043e\\u0439 \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0438. \\u041e\\u0441\\u043d\\u043e\\u0432\\u044b \\u0432\\u043e\\u043b\\u043d\\u043e\\u0432\\u043e\\u0439 \\u043e\\u043f\\u0442\\u0438\\u043a\\u0438. \\u042d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442\\u044b \\u0433\\u0435\\u043e\\u043c\\u0435\\u0442\\u0440\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0439 \\u043e\\u043f\\u0442\\u0438\\u043a\\u0438. \\u0414\\u0438\\u0430\\u0433\\u0440\\u0430\\u043c\\u043c\\u0430 \\u043d\\u0430\\u043f\\u0440\\u0430\\u0432\\u043b\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u0438. \\u042d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442 \\u0413\\u044e\\u0439\\u0433\\u0435\\u043d\\u0441\\u0430. \\u042d\\u0444\\u0444\\u0435\\u043a\\u0442 \\u041a\\u0435\\u0440\\u043a\\u0435\\u0440\\u0430.. \\u0414\\u0438\\u0441\\u043f\\u0435\\u0440\\u0441\\u0438\\u044f \\u0441\\u0432\\u0435\\u0442\\u0430.. \\u0414\\u0438\\u0444\\u0440\\u0430\\u043a\\u0446\\u0438\\u044f.. \\u0417\\u0430\\u043a\\u043e\\u043d \\u043e\\u0442\\u0440\\u0430\\u0436\\u0435\\u043d\\u0438\\u044f. \\u0417\\u0435\\u0440\\u043a\\u0430\\u043b\\u0430. \\u041f\\u043e\\u0441\\u0442\\u0440\\u043e\\u0435\\u043d\\u0438\\u0435 \\u0438\\u0437\\u043e\\u0431\\u0440\\u0430\\u0436\\u0435\\u043d\\u0438\\u044f \\u0432 \\u0437\\u0435\\u0440\\u043a\\u0430\\u043b\\u0435.. \\u0417\\u0430\\u043a\\u043e\\u043d \\u043f\\u0440\\u0435\\u043b\\u043e\\u043c\\u043b\\u0435\\u043d\\u0438\\u044f. \\u042f\\u0432\\u043b\\u0435\\u043d\\u0438\\u0435 \\u043f\\u043e\\u043b\\u043d\\u043e\\u0433\\u043e \\u0432\\u043d\\u0443\\u0442\\u0440\\u0435\\u043d\\u043d\\u0435\\u0433\\u043e \\u043e\\u0442\\u0440\\u0430\\u0436\\u0435\\u043d\\u0438\\u044f. \\u041b\\u0438\\u043d\\u0437\\u044b. \\u0424\\u043e\\u0440\\u043c\\u0443\\u043b\\u0430 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(\\u043a\\u043e\\u043d\\u0435\\u0447\\u043d\\u044b\\u0445 \\u044d\\u043b\\u0435\\u043c\\u0435\\u043d\\u0442\\u043e\\u0432). \\u041e\\u0441\\u043d\\u043e\\u0432\\u044b \\u043c\\u043e\\u0434\\u0435\\u043b\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f \\u0432 COMSOL.. \\u041e\\u0431\\u0437\\u043e\\u0440 \\u043c\\u0435\\u0442\\u043e\\u0434\\u043e\\u0432 \\u0432\\u044b\\u0447\\u0438\\u0441\\u043b\\u0438\\u0442\\u0435\\u043b\\u044c\\u043d\\u043e\\u0439 \\u044d\\u043b\\u0435\\u043a\\u0442\\u0440\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0438. \\u0412\\u0440\\u0435\\u043c\\u0435\\u043d\\u043d\\u0430\\u044f \\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u044c. \\u0427\\u0430\\u0441\\u0442\\u043e\\u0442\\u043d\\u0430\\u044f \\u043e\\u0431\\u043b\\u0430\\u0441\\u0442\\u044c.. \\u041e\\u0431\\u0437\\u043e\\u0440 \\u043e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0445 \\u0447\\u0438\\u0441\\u043b\\u0435\\u043d\\u043d\\u044b\\u0445 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\\u0440\\u0435\\u0448\\u0435\\u043d\\u0438\\u0435 \\u0432\\u043e\\u043b\\u043d\\u043e\\u0432\\u043e\\u0439 \\u0443\\u0440\\u0430\\u0432\\u043d\\u0435\\u043d\\u0438\\u0435 \\u043c\\u0435\\u0442\\u043e\\u0434 fem \\u043f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u043d\\u044b\\u0439 \\u043f\\u0430\\u043a\\u0435\\u0442 comsol multiphysics \\u043b\\u0435\\u043a\\u0446\\u0438\\u044f \\u043f\\u0440\\u043e\\u0434\\u0435\\u043c\\u043e\\u043d\\u0441\\u0442\\u0440\\u0438\\u0440\\u043e\\u0432\\u0430\\u0442\\u044c \\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u043e\\u0441\\u0442\\u044c \\u0434\\u0430\\u043d\\u043d\\u044b\\u0439 \\u043f\\u0430\\u043a\\u0435\\u0442 \\u043e\\u0442\\u043b\\u0438\\u0447\\u0438\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0439 \\u043e\\u0441\\u043e\\u0431\\u0435\\u043d\\u043d\\u043e\\u0441\\u0442\\u044c \\u043f\\u0440\\u0435\\u043f\\u043e\\u0434\\u0430\\u0432\\u0430\\u043d\\u0438\\u0435 \\u043a\\u0443\\u0440\\u0441 \\u044f\\u0432\\u043b\\u044f\\u0442\\u044c\\u0441\\u044f \\u0438\\u0441\\u043f\\u043e\\u043b\\u044c\\u0437\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435 \\u043a\\u043e\\u043c\\u043f\\u044c\\u044e\\u0442\\u0435\\u0440\\u043d\\u044b\\u0439 \\u043f\\u0440\\u0430\\u043a\\u0442\\u0438\\u043a\\u0443\\u043c \\u043f\\u0440\\u043e\\u0433\\u0440\\u0430\\u043c\\u043c\\u043d\\u044b\\u0439 \\u043f\\u0430\\u043a\\u0435\\u0442 comsol multiphysics \\u0441\\u043e\\u0441\\u0442\\u0430\\u0432 \\u0432\\u0445\\u043e\\u0434\\u0438\\u0442\\u044c \\u043f\\u044f\\u0442\\u044c \\u0437\\u0430\\u0434\\u0430\\u043d\\u0438\\u0435 \\u0432\\u044b\\u043f\\u043e\\u043b\\u043d\\u044f\\u0442\\u044c \\u0441\\u0442\\u0443\\u0434\\u0435\\u043d\\u0442 \\u0440\\u0430\\u043c\\u043a\\u0430 \\u0441\\u0430\\u043c\\u043e\\u0441\\u0442\\u043e\\u044f\\u0442\\u0435\\u043b\\u044c\\u043d\\u044b\\u0439 \\u0440\\u0430\\u0431\\u043e\\u0442\\u0430\",\n          \"\\u043f\\u0440\\u0435\\u0434\\u0441\\u0442\\u0430\\u0432\\u043b\\u044f\\u0442\\u044c \\u043d\\u0430\\u0447\\u0430\\u043b\\u043e \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0430 \\u043c\\u0435\\u0442\\u043e\\u0434 \\u0440\\u0430\\u0441\\u0447\\u0435\\u0442 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0439 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441 \\u0438\\u0434\\u0435\\u0430\\u043b\\u044c\\u043d\\u044b\\u0439 \\u0433\\u0430\\u0437 \\u0440\\u0435\\u0430\\u043b\\u044c\\u043d\\u044b\\u0439 \\u0440\\u0430\\u0431\\u043e\\u0447\\u0438\\u0439 \\u0442\\u0435\\u043b\\u043e \\u0446\\u0438\\u043a\\u043b \\u044d\\u043d\\u0435\\u0440\\u0433\\u0435\\u0442\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0439 \\u0443\\u0441\\u0442\\u0430\\u043d\\u043e\\u0432\\u043a\\u0430 \\u0445\\u043e\\u043b\\u043e\\u0434\\u0438\\u043b\\u044c\\u043d\\u044b\\u0439 \\u043c\\u0430\\u0448\\u0438\\u043d\\u0430 \\u0442\\u0435\\u043f\\u043b\\u043e\\u0432\\u043e\\u0439 \\u043d\\u0430\\u0441\\u043e\\u0441 \\u043e\\u043f\\u0438\\u0441\\u044b\\u0432\\u0430\\u0442\\u044c \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441 \\u0441\\u0442\\u0430\\u0446\\u0438\\u043e\\u043d\\u0430\\u0440\\u043d\\u044b\\u0439 \\u043d\\u0435\\u0441\\u0442\\u0430\\u0446\\u0438\\u043e\\u043d\\u0430\\u0440\\u043d\\u044b\\u0439 \\u0442\\u0435\\u043f\\u043b\\u043e\\u043f\\u0440\\u043e\\u0432\\u043e\\u0434\\u043d\\u043e\\u0441\\u0442\\u044c \\u043a\\u043e\\u043d\\u0432\\u0435\\u043a\\u0442\\u0438\\u0432\\u043d\\u044b\\u0439 \\u0442\\u0435\\u043f\\u043b\\u043e\\u043e\\u0431\\u043c\\u0435\\u043d \\u0442\\u0435\\u043f\\u043b\\u043e\\u043e\\u0431\\u043c\\u0435\\u043d \\u0438\\u0437\\u043b\\u0443\\u0447\\u0435\\u043d\\u0438\\u0435 \\u0438\\u0437\\u043b\\u0430\\u0433\\u0430\\u0442\\u044c \\u043e\\u0441\\u043d\\u043e\\u0432\\u0430 \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0439 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0430 \\u0442\\u0435\\u043f\\u043b\\u043e\\u043f\\u0435\\u0440\\u0435\\u0434\\u0430\\u0447\\u0430 \\u0434\\u0430\\u0432\\u0430\\u0442\\u044c \\u043e\\u0441\\u043d\\u043e\\u0432\\u0430 \\u0442\\u0435\\u043f\\u043b\\u043e\\u0432\\u043e\\u0439 \\u0440\\u0430\\u0441\\u0447\\u0435\\u0442 \\u0442\\u0435\\u043f\\u043b\\u043e\\u043e\\u0431\\u043c\\u0435\\u043d\\u043d\\u0438\\u043a\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bert_embedding\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bert_embeddingD\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n 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\\u0432\\u043e\\u0437\\u043c\\u043e\\u0436\\u043d\\u044b\\u0445 \\u0432\\u0430\\u0440\\u0438\\u0430\\u043d\\u0442\\u043e\\u0432:\\n\\n1. \\u0412\\u0432\\u0435\\u0434\\u0435\\u043d\\u0438\\u0435 \\u0432 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0443: \\u043e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u043f\\u043e\\u043d\\u044f\\u0442\\u0438\\u044f, \\u0437\\u0430\\u043a\\u043e\\u043d\\u044b \\u0441\\u043e\\u0445\\u0440\\u0430\\u043d\\u0435\\u043d\\u0438\\u044f \\u0438 \\u043f\\u0440\\u0435\\u043e\\u0431\\u0440\\u0430\\u0437\\u043e\\u0432\\u0430\\u043d\\u0438\\u044f \\u044d\\u043d\\u0435\\u0440\\u0433\\u0438\\u0438.\\n2. \\u041f\\u043e\\u0432\\u0435\\u0434\\u0435\\u043d\\u0438\\u0435 \\u0438\\u0434\\u0435\\u0430\\u043b\\u044c\\u043d\\u044b\\u0445 \\u0433\\u0430\\u0437\\u043e\\u0432: \\u0437\\u0430\\u043a\\u043e\\u043d\\u044b Boyle-Mariotte \\u0438 Gay-Lussac, \\u0443\\u0440\\u0430\\u0432\\u043d\\u0435\\u043d\\u0438\\u0435 \\u0441\\u043e\\u0441\\u0442\\u043e\\u044f\\u043d\\u0438\\u044f \\u0438\\u0434\\u0435\\u0430\\u043b\\u044c\\u043d\\u043e\\u0433\\u043e \\u0433\\u0430\\u0437\\u0430.\\n3. \\u041f\\u0435\\u0440\\u0432\\u043e\\u0435 \\u043d\\u0430\\u0447\\u0430\\u043b\\u043e \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0438: \\u0437\\u0430\\u043a\\u043e\\u043d \\u0441\\u043e\\u0445\\u0440\\u0430\\u043d\\u0435\\u043d\\u0438\\u044f \\u044d\\u043d\\u0435\\u0440\\u0433\\u0438\\u0438, \\u043e\\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0435\\u043d\\u0438\\u0435 \\u044d\\u043d\\u0442\\u0430\\u043b\\u044c\\u043f\\u0438\\u0438 \\u0438 \\u044d\\u043d\\u0442\\u0440\\u043e\\u043f\\u0438\\u0438.\\n4. \\u0412\\u0442\\u043e\\u0440\\u043e\\u0435 \\u043d\\u0430\\u0447\\u0430\\u043b\\u043e \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0438: \\u0437\\u0430\\u043a\\u043e\\u043d \\u0432\\u043e\\u0437\\u0440\\u0430\\u0441\\u0442\\u0430\\u043d\\u0438\\u044f \\u044d\\u043d\\u0442\\u0440\\u043e\\u043f\\u0438\\u0438, \\u043e\\u043f\\u0440\\u0435\\u0434\\u0435\\u043b\\u0435\\u043d\\u0438\\u0435 \\u043a\\u043e\\u044d\\u0444\\u0444\\u0438\\u0446\\u0438\\u0435\\u043d\\u0442\\u0430 \\u043f\\u043e\\u043b\\u0435\\u0437\\u043d\\u043e\\u0433\\u043e \\u0434\\u0435\\u0439\\u0441\\u0442\\u0432\\u0438\\u044f.\\n5. \\u0426\\u0438\\u043a\\u043b\\u044b \\u0432 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0435: \\u0446\\u0438\\u043a\\u043b\\u044b \\u041a\\u0430\\u0440\\u043d\\u043e, \\u0414\\u0438\\u0437\\u0435\\u043b\\u044f, \\u041e\\u0442\\u0442\\u043e \\u0438 \\u0438\\u0445 applications.\\n6. \\u0422\\u0435\\u043f\\u043b\\u043e\\u043f\\u0435\\u0440\\u0435\\u0434\\u0430\\u0447\\u0430: \\u043a\\u043e\\u043d\\u0432\\u0435\\u043a\\u0446\\u0438\\u044f, \\u043a\\u043e\\u043d\\u0434\\u0443\\u043a\\u0446\\u0438\\u044f \\u0438 \\u0438\\u0437\\u043b\\u0443\\u0447\\u0435\\u043d\\u0438\\u0435, \\u0437\\u0430\\u043a\\u043e\\u043d \\u0424\\u0443\\u0440\\u044c\\u0435, \\u0437\\u0430\\u043a\\u043e\\u043d \\u041d\\u044c\\u044e\\u0442\\u043e\\u043d\\u0430.\\n7. \\u0422\\u0435\\u043f\\u043b\\u043e\\u043e\\u0431\\u043c\\u0435\\u043d\\u043d\\u044b\\u0435 \\u0430\\u043f\\u043f\\u0430\\u0440\\u0430\\u0442\\u044b: \\u043a\\u043b\\u0430\\u0441\\u0441\\u0438\\u0444\\u0438\\u043a\\u0430\\u0446\\u0438\\u044f, \\u0440\\u0430\\u0441\\u0447\\u0435\\u0442 \\u0438 \\u043f\\u0440\\u043e\\u0435\\u043a\\u0442\\u0438\\u0440\\u043e\\u0432\\u0430\\u043d\\u0438\\u0435.\\n8. \\u041d\\u0435\\u043e\\u0431\\u0440\\u0430\\u0442\\u0438\\u043c\\u044b\\u0435 \\u043f\\u0440\\u043e\\u0446\\u0435\\u0441\\u0441\\u044b \\u0432 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0435: \\u0442\\u0440\\u0435\\u043d\\u0438\\u0435, \\u0434\\u0438\\u0444\\u0444\\u0443\\u0437\\u0438\\u044f, \\u0445\\u0438\\u043c\\u0438\\u0447\\u0435\\u0441\\u043a\\u0438\\u0435 \\u0440\\u0435\\u0430\\u043a\\u0446\\u0438\\u0438.\\n\\n\\u042d\\u0442\\u0438 \\u0442\\u0435\\u043c\\u044b \\u043e\\u0445\\u0432\\u0430\\u0442\\u044b\\u0432\\u0430\\u044e\\u0442 \\u043e\\u0441\\u043d\\u043e\\u0432\\u043d\\u044b\\u0435 \\u0440\\u0430\\u0437\\u0434\\u0435\\u043b\\u044b \\u0442\\u0435\\u0445\\u043d\\u0438\\u0447\\u0435\\u0441\\u043a\\u043e\\u0439 \\u0442\\u0435\\u0440\\u043c\\u043e\\u0434\\u0438\\u043d\\u0430\\u043c\\u0438\\u043a\\u0438 \\u0438 \\u0442\\u0435\\u043f\\u043b\\u043e\\u043f\\u0435\\u0440\\u0435\\u0434\\u0430\\u0447\\u0438 \\u0438 \\u043c\\u043e\\u0433\\u0443\\u0442 \\u0431\\u044b\\u0442\\u044c \\u0440\\u0430\\u0437\\u0434\\u0435\\u043b\\u0435\\u043d\\u044b \\u043d\\u0430 \\u0431\\u043e\\u043b\\u0435\\u0435 \\u0434\\u0435\\u0442\\u0430\\u043b\\u044c\\u043d\\u044b\\u0435 \\u043f\\u043e\\u0434\\u0440\\u0430\\u0437\\u0434\\u0435\\u043b\\u044b \\u0434\\u043b\\u044f \\u0431\\u043e\\u043b\\u0435\\u0435 \\u0433\\u043b\\u0443\\u0431\\u043e\\u043a\\u043e\\u0433\\u043e \\u0438\\u0437\\u0443\\u0447\\u0435\\u043d\\u0438\\u044f.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 111
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Векторизуйте сгенерированное содержание с помощью обоих векторайзеров из предыдущего задания."
+      ],
+      "metadata": {
+        "id": "haSRblTgMqe0"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "MDNHBLzWHj66"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# пример результата обработки\n",
+        "ud_df.sample(3, random_state=42)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 385
+        },
+        "id": "agE-9AQ5MR8S",
+        "outputId": "f7425b37-523f-420d-8d28-56aff8ef9cbf"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "     course_id                               course_title  \\\n",
+              "773      15443         Моделирование оптических процессов   \n",
+              "280       7593  Техническая термодинамика и теплопередача   \n",
+              "629      14936    Культурные подходы к цифровым практикам   \n",
+              "\n",
+              "                                           description  up_id  \\\n",
+              "773  Что такое фотоника? На наш взгляд это очень пе...   6909   \n",
+              "280  Представлены начала термодинамики, методы расч...   7311   \n",
+              "629  Основная задача данного курса -  предложить ра...   6987   \n",
+              "\n",
+              "                                    up_title qualification  start_year  \\\n",
+              "773                       Бизнес-информатика      bachelor        2020   \n",
+              "280  Низкотемпературная техника и энергетика      bachelor        2019   \n",
+              "629                Инфохимия / Infochemistry        master        2020   \n",
+              "\n",
+              "                       module_name  \\\n",
+              "773               ОГНП 7: Фотоника   \n",
+              "280  Модуль обязательных дисциплин   \n",
+              "629      Факультативные дисциплины   \n",
+              "\n",
+              "                                              contents  \\\n",
+              "773  Введение в методы численной электродинамики. О...   \n",
+              "280  Подобие и моделирование процессов конвективног...   \n",
+              "629  Библиотеки,  архивы, энциклопедии, история big...   \n",
+              "\n",
+              "                                                tokens  ...  \\\n",
+              "773  [введение, метод, численный, электродинамика, ...  ...   \n",
+              "280  [подобие, моделирование, процесс, конвективный...  ...   \n",
+              "629  [библиотека, архив, энциклопедия, история, big...  ...   \n",
+              "\n",
+              "                                           tokens_text  \\\n",
+              "773  введение метод численный электродинамика основ...   \n",
+              "280  подобие моделирование процесс конвективный теп...   \n",
+              "629  библиотека архив энциклопедия история big data...   \n",
+              "\n",
+              "                                          tokensD_text  \\\n",
+              "773  фотоника взгляд перспективный область исследов...   \n",
+              "280  представлять начало термодинамика метод расчет...   \n",
+              "629  основной задача данный курс - предлагать разли...   \n",
+              "\n",
+              "                                        bert_embedding  \\\n",
+              "773  [-0.020190805, -0.0059326044, 0.039794147, -0....   \n",
+              "280  [0.0047562807, 0.010405966, 0.022855595, 0.000...   \n",
+              "629  [0.03397241, -0.0092194835, 0.07174899, 0.0086...   \n",
+              "\n",
+              "                                       bert_embeddingD desc_cont_sim_bert  \\\n",
+              "773  [0.010424809, 0.0003055697, 0.030603899, -0.01...              0.905   \n",
+              "280  [0.0027674034, -0.010737589, 0.019425986, -0.0...              0.936   \n",
+              "629  [-0.024725934, 0.0033955844, 0.08934714, 0.002...              0.880   \n",
+              "\n",
+              "                                               mistral  \\\n",
+              "773  1. Введение в моделирование оптических процесс...   \n",
+              "280  Конечно, могу вам помочь составить темы и разд...   \n",
+              "629  Культурные подходы к цифровым практикам - это ...   \n",
+              "\n",
+              "                                          mistral_norm  \\\n",
+              "773  [введение, моделирование, оптический, процесс,...   \n",
+              "280  [помогать, составлять, тема, раздел, дисциплин...   \n",
+              "629  [культурный, подход, цифровой, практика, -, ме...   \n",
+              "\n",
+              "                                           mistral_w2v  \\\n",
+              "773  [1.8067466, -0.0066333795, -0.046968356, 0.841...   \n",
+              "280  [-0.059341226, 0.20339549, 0.16487443, 0.08797...   \n",
+              "629  [0.14267346, -0.1841205, 0.6243267, 1.0093403,...   \n",
+              "\n",
+              "                                          mistral_text  \\\n",
+              "773  введение моделирование оптический процесс осно...   \n",
+              "280  помогать составлять тема раздел дисциплина тех...   \n",
+              "629  культурный подход цифровой практика - междисци...   \n",
+              "\n",
+              "                                          mistral_bert  \n",
+              "773  [-0.009672191, 0.024543012, 0.03380115, -0.026...  \n",
+              "280  [0.012642328, -0.014231032, 0.0053669694, -0.0...  \n",
+              "629  [0.0061895167, -0.022942208, 0.07796479, 0.010...  \n",
+              "\n",
+              "[3 rows x 24 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-00b26f79-0d08-4405-b7ef-d8f56aa56774\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>course_id</th>\n",
+              "      <th>course_title</th>\n",
+              "      <th>description</th>\n",
+              "      <th>up_id</th>\n",
+              "      <th>up_title</th>\n",
+              "      <th>qualification</th>\n",
+              "      <th>start_year</th>\n",
+              "      <th>module_name</th>\n",
+              "      <th>contents</th>\n",
+              "      <th>tokens</th>\n",
+              "      <th>...</th>\n",
+              "      <th>tokens_text</th>\n",
+              "      <th>tokensD_text</th>\n",
+              "      <th>bert_embedding</th>\n",
+              "      <th>bert_embeddingD</th>\n",
+              "      <th>desc_cont_sim_bert</th>\n",
+              "      <th>mistral</th>\n",
+              "      <th>mistral_norm</th>\n",
+              "      <th>mistral_w2v</th>\n",
+              "      <th>mistral_text</th>\n",
+              "      <th>mistral_bert</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>773</th>\n",
+              "      <td>15443</td>\n",
+              "      <td>Моделирование оптических процессов</td>\n",
+              "      <td>Что такое фотоника? На наш взгляд это очень пе...</td>\n",
+              "      <td>6909</td>\n",
+              "      <td>Бизнес-информатика</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2020</td>\n",
+              "      <td>ОГНП 7: Фотоника</td>\n",
+              "      <td>Введение в методы численной электродинамики. О...</td>\n",
+              "      <td>[введение, метод, численный, электродинамика, ...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>введение метод численный электродинамика основ...</td>\n",
+              "      <td>фотоника взгляд перспективный область исследов...</td>\n",
+              "      <td>[-0.020190805, -0.0059326044, 0.039794147, -0....</td>\n",
+              "      <td>[0.010424809, 0.0003055697, 0.030603899, -0.01...</td>\n",
+              "      <td>0.905</td>\n",
+              "      <td>1. Введение в моделирование оптических процесс...</td>\n",
+              "      <td>[введение, моделирование, оптический, процесс,...</td>\n",
+              "      <td>[1.8067466, -0.0066333795, -0.046968356, 0.841...</td>\n",
+              "      <td>введение моделирование оптический процесс осно...</td>\n",
+              "      <td>[-0.009672191, 0.024543012, 0.03380115, -0.026...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>280</th>\n",
+              "      <td>7593</td>\n",
+              "      <td>Техническая термодинамика и теплопередача</td>\n",
+              "      <td>Представлены начала термодинамики, методы расч...</td>\n",
+              "      <td>7311</td>\n",
+              "      <td>Низкотемпературная техника и энергетика</td>\n",
+              "      <td>bachelor</td>\n",
+              "      <td>2019</td>\n",
+              "      <td>Модуль обязательных дисциплин</td>\n",
+              "      <td>Подобие и моделирование процессов конвективног...</td>\n",
+              "      <td>[подобие, моделирование, процесс, конвективный...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>подобие моделирование процесс конвективный теп...</td>\n",
+              "      <td>представлять начало термодинамика метод расчет...</td>\n",
+              "      <td>[0.0047562807, 0.010405966, 0.022855595, 0.000...</td>\n",
+              "      <td>[0.0027674034, -0.010737589, 0.019425986, -0.0...</td>\n",
+              "      <td>0.936</td>\n",
+              "      <td>Конечно, могу вам помочь составить темы и разд...</td>\n",
+              "      <td>[помогать, составлять, тема, раздел, дисциплин...</td>\n",
+              "      <td>[-0.059341226, 0.20339549, 0.16487443, 0.08797...</td>\n",
+              "      <td>помогать составлять тема раздел дисциплина тех...</td>\n",
+              "      <td>[0.012642328, -0.014231032, 0.0053669694, -0.0...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>629</th>\n",
+              "      <td>14936</td>\n",
+              "      <td>Культурные подходы к цифровым практикам</td>\n",
+              "      <td>Основная задача данного курса -  предложить ра...</td>\n",
+              "      <td>6987</td>\n",
+              "      <td>Инфохимия / Infochemistry</td>\n",
+              "      <td>master</td>\n",
+              "      <td>2020</td>\n",
+              "      <td>Факультативные дисциплины</td>\n",
+              "      <td>Библиотеки,  архивы, энциклопедии, история big...</td>\n",
+              "      <td>[библиотека, архив, энциклопедия, история, big...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>библиотека архив энциклопедия история big data...</td>\n",
+              "      <td>основной задача данный курс - предлагать разли...</td>\n",
+              "      <td>[0.03397241, -0.0092194835, 0.07174899, 0.0086...</td>\n",
+              "      <td>[-0.024725934, 0.0033955844, 0.08934714, 0.002...</td>\n",
+              "      <td>0.880</td>\n",
+              "      <td>Культурные подходы к цифровым практикам - это ...</td>\n",
+              "      <td>[культурный, подход, цифровой, практика, -, ме...</td>\n",
+              "      <td>[0.14267346, -0.1841205, 0.6243267, 1.0093403,...</td>\n",
+              "      <td>культурный подход цифровой практика - междисци...</td>\n",
+              "      <td>[0.0061895167, -0.022942208, 0.07796479, 0.010...</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>3 rows × 24 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-00b26f79-0d08-4405-b7ef-d8f56aa56774')\"\n",
+              "            title=\"Convert this dataframe to an interactive table.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-00b26f79-0d08-4405-b7ef-d8f56aa56774 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-00b26f79-0d08-4405-b7ef-d8f56aa56774');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-6d460dfd-2f3b-4537-a750-03a992071d0b\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6d460dfd-2f3b-4537-a750-03a992071d0b')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-6d460dfd-2f3b-4537-a750-03a992071d0b button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {},
+          "execution_count": 139
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Посчитайте косинусное сходство вектора исходных содержаний и сгенерированных для обоих векторайзеров."
+      ],
+      "metadata": {
+        "id": "We7ge6zzM7od"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "ApzYMqEjL9bQ"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "\n",
+        "Повторите этот пайплайн для генерации краткого описания дисциплины (`description`) в технике `one-shot`."
+      ],
+      "metadata": {
+        "id": "yS61GsCXTSVg"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "qJd8ni4ITTet"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "#### few-shot\n",
+        "\n",
+        "Как следует из названия техники, few-shot подразумевает, что мы даем модели несколько примеров, по которым она должна понять, в каком формате (и/или какого рода информацию) мы ожидаем получить в ответ на запрос. Эти примеры подаются как часть промпта. Можно также встретить понятия one-shot (один пример), two-shot (два примера) и т.д. Это частные случаи few-shot.\n",
+        "\n",
+        "Попробуем развить предыдущий пример, используя как эталонный вариант ответа результат при температуре 0.7 для дисциплины \"Язык Python для анализа данных\"."
+      ],
+      "metadata": {
+        "id": "qlORLDG-aEf-"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "\n",
+        "courses = [\"Машинное обучение\",\n",
+        "           \"Современные инструменты для анализа данных\",\n",
+        "           \"Методы визуализации данных\"]\n",
+        "\n",
+        "messages = [\n",
+        "\t[{\n",
+        "\t\t\"role\": \"user\",\n",
+        "\t\t\"content\": \"\"\"Запрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Язык Python для анализа данных. Разделов должно быть не более 8.\n",
+        "Ответ:\n",
+        "   Тема 1: Введение в Python для анализа данных\n",
+        "- Обзор Python и его применения в анализе данных\n",
+        "- Установка и настройка Python и основных библиотек (NumPy, Pandas, Matplotlib, etc.)\n",
+        "- Основы синтаксиса Python\n",
+        "\n",
+        "Тема 2: Основы анализа данных\n",
+        "- Типы данных и структуры данных в Python\n",
+        "- Обработка и очистка данных\n",
+        "- Работа с большими данными\n",
+        "\n",
+        "Тема 3: Анализ данных с помощью NumPy\n",
+        "- Введение в NumPy\n",
+        "- Массивы и векторы\n",
+        "- Операции над массивами\n",
+        "- Функции и методы NumPy\n",
+        "\n",
+        "Тема 4: Анализ данных с помощью Pandas\n",
+        "- Введение в Pandas\n",
+        "- Сериалы и ДатаФреймы\n",
+        "- Обработка и манипулирование данными\n",
+        "- Агрегация и групповые операции\n",
+        "\n",
+        "Тема 5: Визуализация данных с помощью Matplotlib и Seaborn\n",
+        "- Введение в Matplotlib\n",
+        "- Создание простых графиков\n",
+        "- Настройка стиля и темы\n",
+        "- Введение в Seaborn\n",
+        "\n",
+        "Тема 6: Статистический анализ данных\n",
+        "- Введение в статистический анализ\n",
+        "- Работа с вероятностями и распределениями\n",
+        "- Основные статистические тесты\n",
+        "\n",
+        "Тема 7: Машинное обучение и анализ данных\n",
+        "- Введение в машинное обучение\n",
+        "- Классификация и регрессия\n",
+        "- Искусственные нейронные сети\n",
+        "\n",
+        "Тема 8: Проекты и применение знаний\n",
+        "- Создание проектов по анализу данных\n",
+        "- Презентация результатов анализа\n",
+        "- Обсуждение практического применения знаний в реальных ситуациях\n",
+        "\n",
+        "Запрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины {}. Разделов должно быть не более 8.\"\"\"\n",
+        ".format(course)\n",
+        "\t}] for course in courses\n",
+        "]\n",
+        "\n",
+        "print(messages)\n",
+        "\n",
+        "# перебирать температуры выше 1 не будем, там все плохо\n",
+        "temperatures = np.arange(0.3,0.8,0.1)\n",
+        "\n",
+        "\n",
+        "for i, message in enumerate(messages):\n",
+        "\n",
+        "    for temp in temperatures:\n",
+        "        print(f\"\\n{'*'*20} {courses[i]}: temperature = {temp} {'*'*20}\\n\")\n",
+        "\n",
+        "        completion = client.chat.completions.create(\n",
+        "            model=\"mistralai/Mistral-Nemo-Instruct-2407\",\n",
+        "            messages=message,\n",
+        "            max_tokens=500,\n",
+        "            temperature=temp\n",
+        "        )\n",
+        "\n",
+        "        print(completion.choices[0].message.content)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "X-dz_80Wfsay",
+        "outputId": "0fe24549-a6f7-4121-bd71-c8fa038ee9cf"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "[[{'role': 'user', 'content': 'Запрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Язык Python для анализа данных. Разделов должно быть не более 8.\\nОтвет:\\n   Тема 1: Введение в Python для анализа данных\\n- Обзор Python и его применения в анализе данных\\n- Установка и настройка Python и основных библиотек (NumPy, Pandas, Matplotlib, etc.)\\n- Основы синтаксиса Python\\n\\nТема 2: Основы анализа данных\\n- Типы данных и структуры данных в Python\\n- Обработка и очистка данных\\n- Работа с большими данными\\n\\nТема 3: Анализ данных с помощью NumPy\\n- Введение в NumPy\\n- Массивы и векторы\\n- Операции над массивами\\n- Функции и методы NumPy\\n\\nТема 4: Анализ данных с помощью Pandas\\n- Введение в Pandas\\n- Сериалы и ДатаФреймы\\n- Обработка и манипулирование данными\\n- Агрегация и групповые операции\\n\\nТема 5: Визуализация данных с помощью Matplotlib и Seaborn\\n- Введение в Matplotlib\\n- Создание простых графиков\\n- Настройка стиля и темы\\n- Введение в Seaborn\\n\\nТема 6: Статистический анализ данных\\n- Введение в статистический анализ\\n- Работа с вероятностями и распределениями\\n- Основные статистические тесты\\n\\nТема 7: Машинное обучение и анализ данных\\n- Введение в машинное обучение\\n- Классификация и регрессия\\n- Искусственные нейронные сети\\n\\nТема 8: Проекты и применение знаний\\n- Создание проектов по анализу данных\\n- Презентация результатов анализа\\n- Обсуждение практического применения знаний в реальных ситуациях\\n\\nЗапрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Машинное обучение. Разделов должно быть не более 8.'}], [{'role': 'user', 'content': 'Запрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Язык Python для анализа данных. Разделов должно быть не более 8.\\nОтвет:\\n   Тема 1: Введение в Python для анализа данных\\n- Обзор Python и его применения в анализе данных\\n- Установка и настройка Python и основных библиотек (NumPy, Pandas, Matplotlib, etc.)\\n- Основы синтаксиса Python\\n\\nТема 2: Основы анализа данных\\n- Типы данных и структуры данных в Python\\n- Обработка и очистка данных\\n- Работа с большими данными\\n\\nТема 3: Анализ данных с помощью NumPy\\n- Введение в NumPy\\n- Массивы и векторы\\n- Операции над массивами\\n- Функции и методы NumPy\\n\\nТема 4: Анализ данных с помощью Pandas\\n- Введение в Pandas\\n- Сериалы и ДатаФреймы\\n- Обработка и манипулирование данными\\n- Агрегация и групповые операции\\n\\nТема 5: Визуализация данных с помощью Matplotlib и Seaborn\\n- Введение в Matplotlib\\n- Создание простых графиков\\n- Настройка стиля и темы\\n- Введение в Seaborn\\n\\nТема 6: Статистический анализ данных\\n- Введение в статистический анализ\\n- Работа с вероятностями и распределениями\\n- Основные статистические тесты\\n\\nТема 7: Машинное обучение и анализ данных\\n- Введение в машинное обучение\\n- Классификация и регрессия\\n- Искусственные нейронные сети\\n\\nТема 8: Проекты и применение знаний\\n- Создание проектов по анализу данных\\n- Презентация результатов анализа\\n- Обсуждение практического применения знаний в реальных ситуациях\\n\\nЗапрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Современные инструменты для анализа данных. Разделов должно быть не более 8.'}], [{'role': 'user', 'content': 'Запрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Язык Python для анализа данных. Разделов должно быть не более 8.\\nОтвет:\\n   Тема 1: Введение в Python для анализа данных\\n- Обзор Python и его применения в анализе данных\\n- Установка и настройка Python и основных библиотек (NumPy, Pandas, Matplotlib, etc.)\\n- Основы синтаксиса Python\\n\\nТема 2: Основы анализа данных\\n- Типы данных и структуры данных в Python\\n- Обработка и очистка данных\\n- Работа с большими данными\\n\\nТема 3: Анализ данных с помощью NumPy\\n- Введение в NumPy\\n- Массивы и векторы\\n- Операции над массивами\\n- Функции и методы NumPy\\n\\nТема 4: Анализ данных с помощью Pandas\\n- Введение в Pandas\\n- Сериалы и ДатаФреймы\\n- Обработка и манипулирование данными\\n- Агрегация и групповые операции\\n\\nТема 5: Визуализация данных с помощью Matplotlib и Seaborn\\n- Введение в Matplotlib\\n- Создание простых графиков\\n- Настройка стиля и темы\\n- Введение в Seaborn\\n\\nТема 6: Статистический анализ данных\\n- Введение в статистический анализ\\n- Работа с вероятностями и распределениями\\n- Основные статистические тесты\\n\\nТема 7: Машинное обучение и анализ данных\\n- Введение в машинное обучение\\n- Классификация и регрессия\\n- Искусственные нейронные сети\\n\\nТема 8: Проекты и применение знаний\\n- Создание проектов по анализу данных\\n- Презентация результатов анализа\\n- Обсуждение практического применения знаний в реальных ситуациях\\n\\nЗапрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Методы визуализации данных. Разделов должно быть не более 8.'}]]\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.3 ********************\n",
+            "\n",
+            "Тема 1: Введение в машинное обучение\n",
+            "- Определение и история машинного обучения\n",
+            "- Типы задач в машинном обучении (классификация, регрессия, кластеризация, обучение с подкреплением)\n",
+            "- Обзор основных концепций и терминологии\n",
+            "\n",
+            "Тема 2: Математические основы машинного обучения\n",
+            "- Линейная алгебра и оптимизация\n",
+            "- Вероятность и статистика\n",
+            "- Функции активации и свёртки\n",
+            "\n",
+            "Тема 3: Алгоритмы классификации\n",
+            "- Логистическая регрессия\n",
+            "- Decision Trees и Random Forests\n",
+            "- Наивный байесовский классификатор\n",
+            "- Алгоритмы поддержки векторов (SVM)\n",
+            "\n",
+            "Тема 4: Алгоритмы регрессии\n",
+            "- Линейная регрессия\n",
+            "- Регрессия с деревьями (Decision Tree Regressor)\n",
+            "- Регрессия с опорными векторами (SVR)\n",
+            "- Регрессия с помощью нейронных сетей\n",
+            "\n",
+            "Тема 5: Кластеризация и снижение измерений\n",
+            "- K-mean clustering\n",
+            "- Иерархическая кластеризация\n",
+            "-Principal Component Analysis (PCA)\n",
+            "- t-Distributed Stochastic Neighbor Embedding (t-SNE)\n",
+            "\n",
+            "Тема 6: Нейронные сети и глубокое обучение\n",
+            "- Персептроны и многослойные персептроны\n",
+            "- Автокодировщики (Autoencoders)\n",
+            "- Конvolutional Neural Networks (CNN)\n",
+            "- Recurrent Neural Networks (RNN) и Long Short-Term Memory (LSTM)\n",
+            "\n",
+            "Тема 7: Обучение без учителя и аномальный детектирование\n",
+            "- Обучение без меток (unsupervised learning)\n",
+            "- Обнаружение аномалий в данных\n",
+            "- Генеративные модели (Generative models)\n",
+            "\n",
+            "Тема 8: Практические аспекты машинного обучения\n",
+            "- Подготовка данных для обучения\n",
+            "- Выбор и настройка гиперпараметров\n",
+            "- Оценка и валидация моделей\n",
+            "- Применение машинного обучения в реальных задачах\n",
+            "\n",
+            "Запрос: Перечисли темы и разделы для\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.4 ********************\n",
+            "\n",
+            "Тема 1: Введение в машинное обучение\n",
+            "- Обзор машинного обучения и его приложений\n",
+            "- Типы задач машинного обучения (классификация, регрессия, кластеризация, и т.д.)\n",
+            "- Обзор основных понятий и терминологии\n",
+            "\n",
+            "Тема 2: Математические основы машинного обучения\n",
+            "- Линейная алгебра и статистика\n",
+            "- Функции coût и их оптимизация\n",
+            "- Введение в теорию вероятностей\n",
+            "\n",
+            "Тема 3: Алгоритмы обучения с учителем\n",
+            "- Логистическая регрессия\n",
+            "- Деревья решений и случайные леса\n",
+            "- Поддержка векторов machines (SVM)\n",
+            "\n",
+            "Тема 4: Алгоритмы обучения без учителя\n",
+            "- К-ближайших соседей (KNN)\n",
+            "- Ассоциативное правило Apriori\n",
+            "- Глубинное обучение (autoencoders, deep belief networks)\n",
+            "\n",
+            "Тема 5: Кластеризация и визуализация данных\n",
+            "- K-медианная кластеризация\n",
+            "- Иерархическая кластеризация\n",
+            "- Визуализация данных с помощью t-SNE и PCA\n",
+            "\n",
+            "Тема 6: Сети нейронные и глубокое обучение\n",
+            "- Персептроны и многослойные персептроны\n",
+            "- Автоэнкодеры и глубокие убедительные сети\n",
+            "- Сверточные сети и сети рекуррентного типа (RNN, LSTM)\n",
+            "\n",
+            "Тема 7: Обработка естественного языка (NLP)\n",
+            "- Введение в NLP\n",
+            "- Техники обработки текста\n",
+            "- Алгоритмы NLP (TF-IDF, Word2Vec, BERT)\n",
+            "\n",
+            "Тема 8: Применение машинного обучения в реальных задачах\n",
+            "- Проекты по применению машинного обучения в различных областях (финансы, здравоохранение, маркетинг, и т.д.)\n",
+            "- Оценка и валидация моделей\n",
+            "- Этические аспекты машинного обучения\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.5 ********************\n",
+            "\n",
+            "Тема 1: Введение в машинное обучение\n",
+            "- Обзор понятия и области применения машинного обучения\n",
+            "- История и развитие машинного обучения\n",
+            "- Основные типы задач в машинном обучении (классификация, регрессия, кластеризация, Obama)\n",
+            "\n",
+            "Тема 2: Математические основы машинного обучения\n",
+            "- Линейная алгебра и оптимизация\n",
+            "- Вероятность и статистика\n",
+            "- Теория информации и энтропия\n",
+            "\n",
+            "Тема 3: Алгоритмы обучения с учителем\n",
+            "- Логистическая регрессия\n",
+            "- Алгоритмы ближайших соседей (k-NN)\n",
+            "- Деревья решений и случайные леса\n",
+            "- Поддержка векторов (SVM)\n",
+            "\n",
+            "Тема 4: Алгоритмы обучения без учителя\n",
+            "- Алгоритмы кластеризации (k-mean, DBSCAN, Hierarchical clustering)\n",
+            "- Обнаружение аномалий (One-Class SVM, Isolation Forest)\n",
+            "- Обучение автокодировщика (Autoencoders)\n",
+            "\n",
+            "Тема 5: Нейронные сети и глубокое обучение\n",
+            "- Введение в нейронные сети\n",
+            "- Персептроны и многослойные персептроны\n",
+            "- Сверточные нейронные сети (CNN)\n",
+            "- Рекуррентные нейронные сети (RNN) и Long Short-Term Memory (LSTM)\n",
+            "\n",
+            "Тема 6: Метрики и оценка моделей\n",
+            "- Выбор метрик в зависимости от типа задачи\n",
+            "- Кросс-валидация и регуляризация\n",
+            "- Подходы к оценке и сравнению моделей\n",
+            "\n",
+            "Тема 7: Применение машинного обучения в реальных задачах\n",
+            "- Применение машинного обучения в бизнесе и маркетинге\n",
+            "- Применение в области здравоохранения и биологии\n",
+            "- Применение в области информационной безопасности\n",
+            "\n",
+            "Тема 8: Этика и этические аспекты машинного обучения\n",
+            "- Вопросы конфиденциальности и защиты данных\n",
+            "- Биасы и дискриминация в алгоритмах машинного обучения\n",
+            "- Ответственность и этические соображения при\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.6000000000000001 ********************\n",
+            "\n",
+            "Тема 1: Введение в машинное обучение\n",
+            "- Обзор понятия машинного обучения и его применения\n",
+            "- Типы машинного обучения: надзорное, ненадзорное и полунаблюдательное\n",
+            "- Основные понятия и терминология\n",
+            "\n",
+            "Тема 2: Математические основы машинного обучения\n",
+            "- Линейная алгебра и матрицы\n",
+            "- Статистика и вероятность\n",
+            "- Функции costo и оптимизация\n",
+            "\n",
+            "Тема 3: Надзорное обучение с учителем\n",
+            "- Алгоритмы линейной регрессии\n",
+            "- Логистическая регрессия\n",
+            "- Деревья решений и случайные леса\n",
+            "\n",
+            "Тема 4: Классификация и кластеризация\n",
+            "- Алгоритмы классификации: k-ближайших соседей, поддержка векторов, нейронные сети\n",
+            "- Алгоритмы кластеризации: k-медиан, иерархическая кластеризация, DBSCAN\n",
+            "\n",
+            "Тема 5: Ненадзорное обучение без учителя\n",
+            "- Обучение автокодировщика\n",
+            "- Обучение извлечения представлений\n",
+            "- GAN (генеративные adversarial networks)\n",
+            "\n",
+            "Тема 6: Полунаблюдательное обучение с подкреплением\n",
+            "- Введение в обучение с подкреплением\n",
+            "- Алгоритмы Q-обучения и SARSA\n",
+            "- Deep Q-Network (DQN) и его вариации\n",
+            "\n",
+            "Тема 7: Нейронные сети и глубокое обучение\n",
+            "- Персептроны и многослойные персептроны\n",
+            "- Автоматическое кодирование и вариационные автокодировщики\n",
+            "- Сверточные нейронные сети (CNN) и рекуррентные нейронные сети (RNN)\n",
+            "\n",
+            "Тема 8: Оценка и валидация моделей машинного обучения\n",
+            "- Кросс-валидация и регулярная валидация\n",
+            "- Матрица ошибок и метрики классификации\n",
+            "- Обучение и оценка на реальных данных\n",
+            "\n",
+            "Запрос: Перечисли темы и разделы для дисциплины Математическая статистика. Раз\n",
+            "\n",
+            "******************** Машинное обучение: temperature = 0.7000000000000002 ********************\n",
+            "\n",
+            "Конечно, вот темы и разделы, которые я предлагаю для курса по машинному обучению:\n",
+            "\n",
+            "1. Введение в машинное обучение:\n",
+            "   - Определение и история машинного обучения\n",
+            "   - Применения и преимущества машинного обучения\n",
+            "   - Основные типы задач в машинном обучении\n",
+            "\n",
+            "2. Математические основы машинного обучения:\n",
+            "   - Линейная алгебра и матрицы\n",
+            "   - Статистика и вероятность\n",
+            "   - Функции активации и оптимизация\n",
+            "\n",
+            "3. Супервизированное обучение:\n",
+            "   - Алгоритмы классификации: логистическая регрессия, деревья решений, случайные леса, поддержка векторов\n",
+            "   - Алгоритмы регрессии: линейная регрессия, полиномиальная регрессия, деревья решений, случайные леса\n",
+            "   - Метрики качества и валидация моделей\n",
+            "\n",
+            "4. Неуправляемое обучение:\n",
+            "   - Ассоциативное правило\n",
+            "   - Сегментация и кластеризация: k-средних, иерархическая кластеризация, DBSCAN\n",
+            "   - Аномальные методы обнаружения\n",
+            "\n",
+            "5. Глубокое обучение:\n",
+            "   - Нейронные сети и полносвязные слои\n",
+            "   - Введение в свёрточные нейронные сети (CNN)\n",
+            "   - Введение в рекуррентные нейронные сети (RNN) и LSTM\n",
+            "\n",
+            "6. Нейронные сети и их применение:\n",
+            "   - Сети для классификации изображений\n",
+            "   - Сети для распознавания речи\n",
+            "   - Сети для генеративного моделирования\n",
+            "\n",
+            "7. Машинное обучение на больших данных:\n",
+            "   - Введение в большие данные\n",
+            "   - Процессинг больших данных с помощью Apache Spark\n",
+            "   - Машинное обучение на больших данных с помощью Spark MLlib\n",
+            "\n",
+            "8. Этика и безопасность в машинном обучении:\n",
+            "   - Биасы и предвзятости в данных\n",
+            "   - Защита конфиденциальности и анонимизация данных\n",
+            "   - Ответственное использование машинного обучения в приложениях\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.3 ********************\n",
+            "\n",
+            "Тема 1: Введение в современные инструменты для анализа данных\n",
+            "- Обзор современных инструментов и их применение в анализе данных\n",
+            "- Установка и настройка основных инструментов (Python, R, SQL, Power BI, Tableau, etc.)\n",
+            "\n",
+            "Тема 2: Основы анализа данных\n",
+            "- Типы данных и структуры данных\n",
+            "- Обработка и очистка данных\n",
+            "- Работа с большими данными\n",
+            "\n",
+            "Тема 3: Анализ данных с помощью Python\n",
+            "- Введение в Python и основные библиотеки (NumPy, Pandas, Matplotlib, etc.)\n",
+            "- Анализ данных с помощью NumPy и Pandas\n",
+            "- Визуализация данных с помощью Matplotlib и Seaborn\n",
+            "\n",
+            "Тема 4: Анализ данных с помощью R\n",
+            "- Введение в R и основные пакеты (dplyr, ggplot2, caret, etc.)\n",
+            "- Анализ данных с помощью dplyr\n",
+            "- Визуализация данных с помощью ggplot2\n",
+            "\n",
+            "Тема 5: Работа с базами данных и SQL\n",
+            "- Введение в SQL и основные команды\n",
+            "- Работа с реляционными базами данных\n",
+            "- Агрегация и групповые операции в SQL\n",
+            "\n",
+            "Тема 6: Визуализация данных с помощью Power BI и Tableau\n",
+            "- Введение в Power BI и Tableau\n",
+            "- Создание отчетов и дашбордов\n",
+            "- Настройка стиля и темы\n",
+            "\n",
+            "Тема 7: Машинное обучение и анализ данных\n",
+            "- Введение в машинное обучение\n",
+            "- Классификация и регрессия\n",
+            "- Искусственные нейронные сети\n",
+            "\n",
+            "Тема 8: Проекты и применение знаний\n",
+            "- Создание проектов по анализу данных\n",
+            "- Презентация результатов анализа\n",
+            "- Обсуждение практического применения знаний в реальных ситуациях\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.4 ********************\n",
+            "\n",
+            "Тема 1: Введение в современные инструменты анализа данных\n",
+            "- Обзор современных инструментов и их применение в анализе данных\n",
+            "- Сравнение традиционных и современных методов анализа данных\n",
+            "\n",
+            "Тема 2: Язык Python для анализа данных\n",
+            "- Введение в Python и его роль в анализе данных\n",
+            "- Основы синтаксиса Python\n",
+            "- Библиотеки для анализа данных (NumPy, Pandas, Matplotlib, etc.)\n",
+            "\n",
+            "Тема 3: Анализ данных с помощью R\n",
+            "- Введение в язык R и его применение в анализе данных\n",
+            "- Библиотеки для анализа данных в R (dplyr, ggplot2, etc.)\n",
+            "- Сравнение Python и R в анализе данных\n",
+            "\n",
+            "Тема 4: Базы данных и SQL\n",
+            "- Введение в базы данных и SQL\n",
+            "- Работа с реляционными базами данных\n",
+            "- Анализ данных из баз данных с помощью Python и R\n",
+            "\n",
+            "Тема 5: Визуализация данных\n",
+            "- Введение в визуализацию данных\n",
+            "- Создание интерактивных и интуитивно понятных визуализаций с помощью Python (Matplotlib, Seaborn, Plotly) и R (ggplot2, plotly)\n",
+            "- История и теория визуализации данных\n",
+            "\n",
+            "Тема 6: Машинное обучение и анализ данных\n",
+            "- Введение в машинное обучение\n",
+            "- Классификация, регрессия и кластеризация\n",
+            "- Искусственные нейронные сети и глубокое обучение\n",
+            "\n",
+            "Тема 7: Большие данные и облачные технологии\n",
+            "- Введение в большие данные и облачные технологии\n",
+            "- Анализ больших данных с помощью облачных сервисов (Google BigQuery, AWS Athena, Azure Synapse)\n",
+            "- Работа с большими данными в Python и R\n",
+            "\n",
+            "Тема 8: Проекты и применение знаний\n",
+            "- Создание проектов по анализу данных с использованием современных инструментов\n",
+            "- Презентация результатов анализа\n",
+            "- Обсуждение практического применения знаний в реальных ситуациях\n",
+            "\n",
+            "Запрос: Перечисли основные этапы анализа данных.\n",
+            "\n",
+            "Ответ:\n",
+            "1\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.5 ********************\n",
+            "\n",
+            "Тема 1: Введение в современные инструменты для анализа данных\n",
+            "- Обзор современных инструментов и их применение в анализе данных\n",
+            "- Преимущества и отличия от традиционных методов анализа данных\n",
+            "- Обзор популярных языков программирования и библиотек для анализа данных (Python, R, SQL, etc.)\n",
+            "\n",
+            "Тема 2: Работа с данными\n",
+            "- Обработка и очистка данных\n",
+            "- Структурирование и организация данных\n",
+            "- Работа с большими данными и распределенными системами (Hadoop, Spark, etc.)\n",
+            "\n",
+            "Тема 3: Анализ данных с помощью Python\n",
+            "- Введение в Python и его библиотеки для анализа данных (NumPy, Pandas, Matplotlib, etc.)\n",
+            "- Проектирование и разработка анализа данных на Python\n",
+            "- Применение Python для решения задач машинного обучения\n",
+            "\n",
+            "Тема 4: Анализ данных с помощью R\n",
+            "- Введение в R и его библиотеки для анализа данных (dplyr, ggplot2, caret, etc.)\n",
+            "- Проектирование и разработка анализа данных на R\n",
+            "- Применение R для решения задач статистического анализа\n",
+            "\n",
+            "Тема 5: Анализ данных с помощью SQL\n",
+            "- Введение в SQL и его применение для работы с реляционными базами данных\n",
+            "- Работа с большими данными в SQL\n",
+            "- Применение SQL для решения задач бизнес-аналитики\n",
+            "\n",
+            "Тема 6: Визуализация данных\n",
+            "- Введение в визуализацию данных\n",
+            "- Создание интерактивных и интуитивно понятных визуализаций с помощью библиотек (Tableau, Power BI, Bokeh, etc.)\n",
+            "- Применение визуализации данных для коммуникации результатов анализа\n",
+            "\n",
+            "Тема 7: Машинное обучение и анализ данных\n",
+            "- Введение в машинное обучение\n",
+            "- Применение алгоритмов машинного обучения для решения задач анализа данных\n",
+            "- Оценка качества моделей и валидация данных\n",
+            "\n",
+            "Тема 8: Проекты и применение знаний\n",
+            "- Создание проектов по анализу данных с использованием современ\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.6000000000000001 ********************\n",
+            "\n",
+            "Тема 1: Введение в современные инструменты для анализа данных\n",
+            "- Обзор современных инструментов и их применения в анализе данных\n",
+            "- Установка и настройка необходимого программного обеспечения (Python, R, Power BI, etc.)\n",
+            "- Основы работы с данными и принципы анализа данных\n",
+            "\n",
+            "Тема 2: Анализ данных с помощью Python\n",
+            "- Введение в язык Python и основные библиотеки для анализа данных (NumPy, Pandas, Matplotlib, etc.)\n",
+            "- Обработка и очистка данных\n",
+            "- Визуализация данных\n",
+            "- Основы статистического анализа в Python\n",
+            "\n",
+            "Тема 3: Анализ данных с помощью R\n",
+            "- Введение в язык R и основные пакеты для анализа данных (dplyr, ggplot2, caret, etc.)\n",
+            "- Обработка и манипулирование данными в R\n",
+            "- Визуализация данных в R\n",
+            "- Статистический анализ данных в R\n",
+            "\n",
+            "Тема 4: Анализ больших данных\n",
+            "- Введение в большие данные и их особенности\n",
+            "- Обработка и анализ больших данных с помощью Python (Pandas, Dask) и R (data.table, ff)\n",
+            "- Работа с большими данными в облачных сервисах (Google BigQuery, AWS Athena)\n",
+            "\n",
+            "Тема 5: Визуализация данных с помощью современных инструментов\n",
+            "- Введение в современные инструменты визуализации данных (Tableau, Power BI, Plotly, etc.)\n",
+            "- Создание интерактивных дашбордов и визуализаций\n",
+            "- Настройка стиля и темы визуализаций\n",
+            "\n",
+            "Тема 6: Машинное обучение и анализ данных\n",
+            "- Введение в машинное обучение и его применение в анализе данных\n",
+            "- Обучение с учителем и обучение без учителя\n",
+            "- Выбор и настройка моделей машинного обучения в Python (scikit-learn) и R (caret)\n",
+            "\n",
+            "Тема 7: Анализ текстов и языковых данных\n",
+            "- Введение в анализ текстов и языковых данных\n",
+            "- Предprocessing текстов и создание словаря\n",
+            "- Анализ sentiments, тематик и других а\n",
+            "\n",
+            "******************** Современные инструменты для анализа данных: temperature = 0.7000000000000002 ********************\n",
+            "\n",
+            "Тема 1: Введение в современные инструменты для анализа данных\n",
+            "- Обзор современных инструментов и их применение в анализе данных\n",
+            "- Установка и настройка основных программных пакетов (Python, R, Power BI, Tableau, etc.)\n",
+            "\n",
+            "Тема 2: Основы программирования на Python для анализа данных\n",
+            "- Синтаксис и основные структуры данных в Python\n",
+            "- Библиотеки для анализа данных (NumPy, Pandas, Matplotlib, Seaborn, etc.)\n",
+            "- Обработка и манипулирование данными\n",
+            "\n",
+            "Тема 3: Анализ данных с помощью R и пакетов для статистического программирования\n",
+            "- Введение в языки программирования R и Swift\n",
+            "- Пакеты для статистического программирования (dplyr, ggplot2, caret, etc.)\n",
+            "- Визуализация данных в R\n",
+            "\n",
+            "Тема 4: Визуализация данных с помощью современных инструментов\n",
+            "- Матplotlib и Seaborn для визуализации данных в Python\n",
+            "- Tableau и Power BI для создания интерактивных дашбордов и отчетов\n",
+            "\n",
+            "Тема 5: Большие данные и их анализ\n",
+            "- Введение в большие данные и архитектуры хранения (Hadoop, Spark, etc.)\n",
+            "- Обработка и анализ больших данных с помощью Python и R\n",
+            "- Визуализация больших данных с помощью современных инструментов\n",
+            "\n",
+            "Тема 6: Машинное обучение и анализ данных\n",
+            "- Введение в машинное обучение и его применение в анализе данных\n",
+            "- Классификация и регрессия с помощью Python и R\n",
+            "- Искусственные нейронные сети и глубокое обучение\n",
+            "\n",
+            "Тема 7: Применение современных инструментов в бизнесе и научных исследованиях\n",
+            "- Кейсы применения современных инструментов в бизнесе и научных исследованиях\n",
+            "- Анализ данных в маркетинге, финансах и других областях\n",
+            "- Разработка решений для принятия данных-ориентированных решений\n",
+            "\n",
+            "Тема 8: Проекты и практические задания\n",
+            "- Создание проектов по анализу данных с использованием современных инструментов\n",
+            "-\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.3 ********************\n",
+            "\n",
+            "Тема 1: Введение в визуализацию данных\n",
+            "- Значение визуализации данных в анализе и коммуникации информации\n",
+            "- Основные типы графиков и диаграмм\n",
+            "- Выбор подходящего типа графика для данных\n",
+            "\n",
+            "Тема 2: Основы визуализации данных с помощью Python\n",
+            "- Введение в Matplotlib и Seaborn\n",
+            "- Создание простых графиков с помощью Matplotlib\n",
+            "- Настройка стиля и темы в Matplotlib\n",
+            "\n",
+            "Тема 3: Визуализация структурированных данных\n",
+            "- Визуализация данных в табличной форме\n",
+            "- Диаграммы рассеяния и линейные графики\n",
+            "- Гистограммы и полигональные диаграммы\n",
+            "\n",
+            "Тема 4: Визуализация категориальных данных\n",
+            "- Столбчатые диаграммы и диаграммы с накоплением\n",
+            "- Круговые диаграммы и секторные диаграммы\n",
+            "- Деревья решений и диаграммы Санкея\n",
+            "\n",
+            "Тема 5: Визуализация временных данных\n",
+            "- Линейные графики и диаграммы с накоплением во времени\n",
+            "- Диаграммы Ганта и календарные диаграммы\n",
+            "- Визуализация сезонности и трендов\n",
+            "\n",
+            "Тема 6: Визуализация многомерных данных\n",
+            "- Визуализация данных в 3D\n",
+            "- Диаграммы параллельных координат\n",
+            "- Карты вкусов и карты наложения\n",
+            "\n",
+            "Тема 7: Визуализация текстовых данных\n",
+            "- Облака слов и диаграммы Ворда\n",
+            "- Сети и диаграммы Коса\n",
+            "- Карты тематической модели\n",
+            "\n",
+            "Тема 8: Создание интерактивных визуализаций и презентация результатов\n",
+            "- Введение в Bokeh и Plotly\n",
+            "- Создание интерактивных графиков и дашбордов\n",
+            "- Презентация результатов визуализации данных в отчетах и презентациях\n",
+            "\n",
+            "Запрос: Ты – преподаватель в университете. Перечисли темы и разделы для дисциплины Базы данных. Разде\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.4 ********************\n",
+            "\n",
+            "Тема 1: Введение в визуализацию данных\n",
+            "- Обзор importancia визуализации данных в анализе и принятии решений\n",
+            "- Основные принципы и лучшие практики визуализации данных\n",
+            "- Выбор подходящего типа графика для различных данных и задач\n",
+            "\n",
+            "Тема 2: Таблицы и матрицы\n",
+            "- Визуализация данных в табличном формате\n",
+            "- Создание и настройка таблиц с данными\n",
+            "- Визуализация матриц и их анализ\n",
+            "\n",
+            "Тема 3: Графики линий и области\n",
+            "- Создание и настройка графиков линий\n",
+            "- Визуализация данных во временном формате\n",
+            "- Графики областей и их применение\n",
+            "\n",
+            "Тема 4: Гистограммы и диаграммы размаха\n",
+            "- Создание и настройка гистограмм\n",
+            "- Анализ распределения данных\n",
+            "- Диаграммы размаха и их применение\n",
+            "\n",
+            "Тема 5: Точечные графики и диаграммы рассеяния\n",
+            "- Создание и настройка точечных графиков\n",
+            "- Диаграммы рассеяния и их применение в анализе данных\n",
+            "- Корреляция и регрессия в контексте диаграмм рассеяния\n",
+            "\n",
+            "Тема 6: Диаграммы Парето и другие диаграммы для анализа причинности\n",
+            "- Создание и настройка диаграмм Парето\n",
+            "- Анализ причинно-следственных связей в данных\n",
+            "- Другие типы диаграмм для анализа причинности\n",
+            "\n",
+            "Тема 7: Карты и географическая визуализация\n",
+            "- Создание и настройка карт с данными\n",
+            "- Визуализация географических данных\n",
+            "- Применение карт в анализе данных и принятии решений\n",
+            "\n",
+            "Тема 8: Интерактивная визуализация и рассказы с данными\n",
+            "- Создание интерактивных визуализаций данных\n",
+            "- Рассказы с данными и их importance в коммуникации результатов анализа\n",
+            "- Применение интерактивных визуализаций и рассказов в реальных ситуа\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.5 ********************\n",
+            "\n",
+            "Тема 1: Введение в визуализацию данных\n",
+            "- Обзор методов визуализации данных\n",
+            "- Важность визуализации данных в анализе и принятии решений\n",
+            "- Основные понятия и принципы визуализации данных\n",
+            "\n",
+            "Тема 2: Типы визуализации данных\n",
+            "- Визуализация данных в табличной форме\n",
+            "- Диаграммы и графики\n",
+            "- Карты и интерактивные визуализации\n",
+            "\n",
+            "Тема 3: Основы Matplotlib\n",
+            "- Введение в Matplotlib\n",
+            "- Создание простых графиков с Matplotlib\n",
+            "- Настройка стиля и темы в Matplotlib\n",
+            "\n",
+            "Тема 4: Работа с Seaborn\n",
+            "- Введение в Seaborn\n",
+            "- Визуализация статистических данных с Seaborn\n",
+            "- Создание более сложных и настраиваемых графиков с Seaborn\n",
+            "\n",
+            "Тема 5: Визуализация данных в Pandas\n",
+            "- Визуализация данных в Pandas с помощью встроенных функций\n",
+            "- Создание графиков с Pandas и Matplotlib/Seaborn\n",
+            "\n",
+            "Тема 6: Интерактивные визуализации с Bokeh\n",
+            "- Введение в Bokeh\n",
+            "- Создание интерактивных графиков с Bokeh\n",
+            "- Настройка и кастомизация графиков в Bokeh\n",
+            "\n",
+            "Тема 7: Карты и гео-визуализации с Folium и Geopandas\n",
+            "- Введение в Folium и Geopandas\n",
+            "- Создание карт и гео-визуализаций с Folium и Geopandas\n",
+            "- Работа с геоданными и их визуализация\n",
+            "\n",
+            "Тема 8: Проекты и применение знаний\n",
+            "- Создание проектов по визуализации данных\n",
+            "- Презентация результатов визуализации данных\n",
+            "- Обсуждение практического применения знаний в реальных ситуациях\n",
+            "\n",
+            "Запрос: Перечисли основные библиотеки для анализа данных в Python.\n",
+            "\n",
+            "Ответ: Основные библиотеки для анализа данных в Python включают:\n",
+            "\n",
+            "1. NumPy - Библиотека для работы с многомерными массивами и матрицами, а также для\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.6000000000000001 ********************\n",
+            "\n",
+            "Тема 1: Введение в визуализацию данных\n",
+            "- Обзор визуализации данных и ее важности в анализе и коммуникации данных\n",
+            "- Типы данных и выбор подходящего вида визуализации\n",
+            "- Основы языка программирования Python и библиотек для визуализации данных (Matplotlib, Seaborn, Plotly)\n",
+            "\n",
+            "Тема 2: Основные виды визуализации данных\n",
+            "- Графики: линейные, столбчатые, точечные\n",
+            "- Диаграммы: спектральные, кольцевые, гистограммы\n",
+            "- Карты: географические, воронки, деревья\n",
+            "\n",
+            "Тема 3: Визуализация данных с помощью Matplotlib\n",
+            "- Введение в Matplotlib\n",
+            "- Создание простых графиков: линейные, столбчатые, точечные\n",
+            "- Настройка стиля и темы\n",
+            "- Работа с подграфиками и поддиаграммами\n",
+            "\n",
+            "Тема 4: Визуализация данных с помощью Seaborn\n",
+            "- Введение в Seaborn\n",
+            "- Создание статистических графиков: корреляция, регрессия, распределения\n",
+            "- Визуализация категориальных данных: барплоты, точечные диаграммы, столбчатые диаграммы\n",
+            "- Настройка стиля и темы\n",
+            "\n",
+            "Тема 5: Визуализация данных в трехмерном пространстве\n",
+            "- Введение в визуализацию данных в 3D\n",
+            "- Создание простых 3D-графиков с помощью Matplotlib и Plotly\n",
+            "- Визуализация поверхностей и объемов\n",
+            "\n",
+            "Тема 6: Интерактивная визуализация данных\n",
+            "- Введение в интерактивную визуализацию\n",
+            "- Создание интерактивных графиков с помощью Plotly\n",
+            "- Работа с интерактивными картами (Folium, Plotly)\n",
+            "\n",
+            "Тема 7: Визуализация больших данных\n",
+            "- Введение в визуализацию больших данных\n",
+            "- Методы агрегации и подборки данных для визуализации\n",
+            "- Визуализация больших данных с помощью\n",
+            "\n",
+            "******************** Методы визуализации данных: temperature = 0.7000000000000002 ********************\n",
+            "\n",
+            "Тема 1: Введение в визуализацию данных\n",
+            "- Обзор важности визуализации данных в анализе и принятии решений\n",
+            "- Основные принципы и лучшие практики визуализации данных\n",
+            "- Выбор правильного типа графика для представления данных\n",
+            "\n",
+            "Тема 2: Основные типы графиков\n",
+            "- Графики линий и области, используемые для представления трендов и изменения во времени\n",
+            "- Гистограммы и полосы ошибок, используемые для представления распределений\n",
+            "- Точечные графики и диаграммы рассеяния, используемые для изучения корреляций\n",
+            "- Столбчатые диаграммы и барчаты, используемые для сравнения категориальных данных\n",
+            "- Круговые диаграммы и секторные диаграммы, используемые для представления долей\n",
+            "\n",
+            "Тема 3: Работа с данными в Python для визуализации\n",
+            "- Введение в NumPy, Pandas и Matplotlib для работы с данными\n",
+            "- Очистка и предобработка данных перед визуализацией\n",
+            "- Создание и управление данными для визуализации\n",
+            "\n",
+            "Тема 4: Визуализация данных с помощью Matplotlib\n",
+            "- Создание простых графиков с Matplotlib\n",
+            "- Настройка стиля и темы в Matplotlib\n",
+            "- Подробная настройка графиков, шрифтов и цветов\n",
+            "- Создание подграфиков и многоосевых графиков\n",
+            "\n",
+            "Тема 5: Визуализация данных с помощью Seaborn\n",
+            "- Введение в Seaborn и его преимущества\n",
+            "- Создание графиков распределений и корреляций с Seaborn\n",
+            "- Настройка стиля и темы в Seaborn\n",
+            "- Визуализация многомерных данных с Seaborn\n",
+            "\n",
+            "Тема 6: Визуализация пространственных данных\n",
+            "- Введение в визуализацию данных на картах\n",
+            "- Использование библиотек, таких как GeoPandas и Folium, для визуализации пространственных данных\n",
+            "- Создание интерактивных карт и карт с аннотациями\n",
+            "\n",
+            "Тема 7: Визуали\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Если показывать модели пример запроса и эталонный ответ, то наиболее близкие к правде ответы получаются при самых низких температурах. Возможно, ниже 0.3 было бы еще грамотнее. Зато при более высоких модели не хватает токенов и появляется много подробностей, которые, возможно, излишни."
+      ],
+      "metadata": {
+        "id": "vpeATQYeiyKc"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Напишите функцию `mistral_one_shot()`, которая принимает на вход название дисциплины, объект клиента и значение температуры, а возвращает содержание дисциплины.\n",
+        "\n",
+        "Аналогично предыдущему разделу, сгенерируйте содержание для выбранных 100 дисциплин (или всех). Затем предобработайте данные и проведите векторизацию обоими векторайзерами."
+      ],
+      "metadata": {
+        "id": "BTRb0t9mO4Be"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def mistral_one_shot(course, cli, temp):\n",
+        "    # ваш код здесь"
+      ],
+      "metadata": {
+        "id": "pUX_4yyOP8Zg"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "Q8FmHwfZS-14"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "\n",
+        "Повторите этот пайплайн для генерации краткого описания дисциплины (`description`) в технике `few-shot`."
+      ],
+      "metadata": {
+        "id": "iUjKDSBjTM9N"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "SGNaSiQPYKYM"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Задача 3 – Проанализировать результаты"
+      ],
+      "metadata": {
+        "id": "itbV5HOvNLm5"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "Постройте визуализации для оценки результатов генерации искусственных данных по дисциплинам. В каждом пункте оценивайте результаты генерации в обеих техниках. Для каждого пункта напишите краткий вывод."
+      ],
+      "metadata": {
+        "id": "H6fENSOXQoWC"
+      }
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "1. Постройте гистограмму, показывающую распределения сходств краткого описания с эталонным (человеческим) и содержания. Сравните результаты для обоих векторайзеров."
+      ],
+      "metadata": {
+        "id": "bxkbNcDcNCF9"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "YzNqcQuMSvUp"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "2. Оцените среднее косинусное сходство содержания и краткого описания, сгенерированных человеком и языковой моделью, в разрезе по уровням образования (`qualification`). Сравните результаты для обоих векторайзеров."
+      ],
+      "metadata": {
+        "id": "6r3Zak4mNJN-"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "V4JT7CEtSu6W"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "3. Оцените среднее косинусное сходство содержания и краткого описания, сгенерированных человеком и языковой моделью, в разрезе по году (`start_year`). Сравните результаты для обоих векторайзеров."
+      ],
+      "metadata": {
+        "id": "0JFN95vON1Eh"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "agGkjeuFSuaB"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "4. Оцените среднее косинусное сходство содержания и краткого описания, сгенерированных человеком и языковой моделью, в разрезе по уровням образования и годам, но только с помощью векторов  w2v."
+      ],
+      "metadata": {
+        "id": "BysU9V7fOIFO"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "tumFdu-4SsFI"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "5. Оцените средние значения сходства эталонных данных и генераций обеими техниками в разрезе по уровню образования (`qualification`). То есть постройте такую диграмму, по которой будет видно, для какого уровня образования какая из техник в среднем дает более близкий к эталонному контекст."
+      ],
+      "metadata": {
+        "id": "qL4pt4gyTcmH"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# ваш код здесь"
+      ],
+      "metadata": {
+        "id": "de4IqYQzUT_O"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "## Куда сдавать?\n",
+        "\n",
+        "По инструкции в гитхаб – https://shy-question-39d.notion.site/1150ea832e418032bfc3d3e827c380fb?pvs=74\n",
+        "\n",
+        "- К этой работе тестов нет.\n",
+        "- Эту работу можно выполнить с кем-нибудь в паре или в гордом одиночестве.\n",
+        "- Пул-реквест нужно сделать в ветку `lab4`. Если вас двое, то можно 1 или 2 пул-реквеста, главное – отметьте как-нибудь, что выполняли в паре.\n",
+        "\n",
+        "**Устная защита работ не требуется, но вам могут быть заданы вопросы прямо в вашем пул-реквесте!**"
+      ],
+      "metadata": {
+        "id": "tDe-AEeyUu2n"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "Z_79ZjZQUwq2"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file
diff --git a/lab4/__init__.py b/lab4/__init__.py
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/lab4/__init__.py
@@ -0,0 +1 @@
+