Стандардна_семинарска_203111.ipynb

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      "include_colab_link": true
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      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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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/anastasija-krstanoska/VNP_203111/blob/master/%D0%A1%D1%82%D0%B0%D0%BD%D0%B4%D0%B0%D1%80%D0%B4%D0%BD%D0%B0_%D1%81%D0%B5%D0%BC%D0%B8%D0%BD%D0%B0%D1%80%D1%81%D0%BA%D0%B0_203111.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Анастасија Крстаноска 203111"
      ],
      "metadata": {
        "id": "dzz3RVrxI5wH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**TEMA 20:** Да се соберат податоци за цената на акциите на компаниите Amazon, Apple, Exxon, Nike, Pfizer и Tesla за изминатите 4 години. Потоа, да се направат мрежи на поврзаноста на цената на овие податоци. За крај, со помош на мерки на централност (Centrality Measures) да се објаснат резултатите."
      ],
      "metadata": {
        "id": "_8sI_3a2I3Go"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- Собирање на податоци: https://finance.yahoo.com/\n",
        "\n",
        "\n",
        "\n",
        "*   Tesla : https://finance.yahoo.com/quote/TSLA?p=TSLA&.tsrc=fin-srch\n",
        "*   Nike: https://finance.yahoo.com/quote/NKE?p=NKE\n",
        "*   Amazon: https://finance.yahoo.com/quote/AMZN?p=AMZN\n",
        "*   Apple: https://finance.yahoo.com/quote/AAPL?p=AAPL\n",
        "*   Exxon: https://finance.yahoo.com/quote/XOM?p=XOM\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "yEPJ3V50JPGA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Вчитување на податоци и претпроцесирање на истите\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "LPH03KGUFIlo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import networkx as nx\n",
        "import matplotlib.pyplot as plt\n"
      ],
      "metadata": {
        "id": "y-AZMclUDjee"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GRTLiqv0Dlf6",
        "outputId": "451f5f11-074d-4ae7-a75d-55bbf2b15156"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# List of company names and their corresponding CSV file paths\n",
        "companies = {\n",
        "    'Amazon': '/content/drive/MyDrive/ВНП проект/datasets/AMZN.csv',\n",
        "    'Apple': '/content/drive/MyDrive/ВНП проект/datasets/AAPL.csv',\n",
        "    'Exxon': '/content/drive/MyDrive/ВНП проект/datasets/XOM.csv',\n",
        "    'Nike': '/content/drive/MyDrive/ВНП проект/datasets/NKE.csv',\n",
        "    'Pfizer': '/content/drive/MyDrive/ВНП проект/datasets/PFE.csv',\n",
        "    'Tesla': '/content/drive/MyDrive/ВНП проект/datasets/TSLA.csv'\n",
        "}\n",
        "\n",
        "# Dictionary to store DataFrames for each company\n",
        "data_frames = {}\n",
        "\n",
        "# Import data for each company\n",
        "for company, file_path in companies.items():\n",
        "    data_frames[company] = pd.read_csv(file_path)\n",
        "\n",
        "# Display the first few rows of each DataFrame\n",
        "for company, df in data_frames.items():\n",
        "    print(f\"Data for {company}:\\n{df.head()}\\n\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zqAm6l1vCgXS",
        "outputId": "b92d0752-8e47-477f-c923-426ff22d48d0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Data for Amazon:\n",
            "         Date        Open        High         Low       Close   Adj Close  \\\n",
            "0  2022-08-22  135.259995  137.830002  130.500000  130.750000  130.750000   \n",
            "1  2022-08-29  129.899994  132.070007  123.660004  127.510002  127.510002   \n",
            "2  2022-09-05  127.919998  133.690002  124.739998  133.270004  133.270004   \n",
            "3  2022-09-12  134.100006  136.490005  120.699997  123.529999  123.529999   \n",
            "4  2022-09-19  122.160004  124.709999  112.059998  113.779999  113.779999   \n",
            "\n",
            "      Volume  \n",
            "0   90819000  \n",
            "1  265019200  \n",
            "2  185165000  \n",
            "3  340392700  \n",
            "4  273832900  \n",
            "\n",
            "Data for Apple:\n",
            "         Date       Open       High        Low      Close  Adj Close  \\\n",
            "0  2019-09-01  51.607498  56.605000  51.055000  55.992500  54.458057   \n",
            "1  2019-10-01  56.267502  62.437500  53.782501  62.189999  60.485714   \n",
            "2  2019-11-01  62.384998  67.000000  62.290001  66.812500  64.981552   \n",
            "3  2019-12-01  66.817497  73.492500  64.072502  73.412498  71.615036   \n",
            "4  2020-01-01  74.059998  81.962502  73.187500  77.377502  75.482964   \n",
            "\n",
            "       Volume  \n",
            "0  2170268400  \n",
            "1  2433210800  \n",
            "2  1793326000  \n",
            "3  2388794800  \n",
            "4  2934370400  \n",
            "\n",
            "Data for Exxon:\n",
            "         Date       Open       High        Low      Close  Adj Close  \\\n",
            "0  2019-09-01  67.889999  75.180000  67.629997  70.610001  57.128475   \n",
            "1  2019-10-01  70.830002  70.910004  66.309998  67.570000  54.668888   \n",
            "2  2019-11-01  68.389999  73.120003  67.320000  68.129997  55.121967   \n",
            "3  2019-12-01  68.500000  70.540001  67.519997  69.779999  57.137802   \n",
            "4  2020-01-01  70.239998  71.370003  61.860001  62.119999  50.865582   \n",
            "\n",
            "      Volume  \n",
            "0  215355500  \n",
            "1  237608200  \n",
            "2  249330500  \n",
            "3  286029400  \n",
            "4  359133900  \n",
            "\n",
            "Data for Nike:\n",
            "         Date        Open        High        Low       Close  Adj Close  \\\n",
            "0  2019-09-01   84.000000   94.080002  83.620003   93.919998  90.562569   \n",
            "1  2019-10-01   94.129997   96.870003  88.940002   89.550003  86.348785   \n",
            "2  2019-11-01   90.180000   95.120003  88.739998   93.489998  90.147942   \n",
            "3  2019-12-01   94.089996  101.790001  91.309998  101.309998  97.943283   \n",
            "4  2020-01-01  101.360001  105.620003  95.919998   96.300003  93.099777   \n",
            "\n",
            "      Volume  \n",
            "0  134314200  \n",
            "1  155234600  \n",
            "2  109098200  \n",
            "3  130170700  \n",
            "4  122158200  \n",
            "\n",
            "Data for Pfizer:\n",
            "         Date       Open       High        Low      Close  Adj Close  \\\n",
            "0  2019-09-01  33.785580  35.825428  33.690701  34.089184  29.312157   \n",
            "1  2019-10-01  34.089184  36.831120  32.827324  36.404175  31.302742   \n",
            "2  2019-11-01  36.707779  36.944973  34.440228  36.546490  31.425110   \n",
            "3  2019-12-01  36.802658  37.590134  35.853889  37.172676  32.272461   \n",
            "4  2020-01-01  37.286530  38.870968  34.810246  35.332069  30.674490   \n",
            "\n",
            "      Volume  \n",
            "0  443911600  \n",
            "1  407113297  \n",
            "2  446281096  \n",
            "3  387120076  \n",
            "4  531835964  \n",
            "\n",
            "Data for Tesla:\n",
            "         Date       Open       High        Low      Close  Adj Close  \\\n",
            "0  2019-09-01  14.938667  16.900000  14.557333  16.058001  16.058001   \n",
            "1  2019-10-01  16.100000  22.722668  14.952000  20.994667  20.994667   \n",
            "2  2019-11-01  21.087999  24.080000  20.617332  21.996000  21.996000   \n",
            "3  2019-12-01  21.959999  29.020666  21.816668  27.888666  27.888666   \n",
            "4  2020-01-01  28.299999  43.533333  28.114000  43.371334  43.371334   \n",
            "\n",
            "       Volume  \n",
            "0  2036629500  \n",
            "1  3419739000  \n",
            "2  2366562000  \n",
            "3  3106200000  \n",
            "4  6108277500  \n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "2.Проверка и чистење на податоците"
      ],
      "metadata": {
        "id": "Fg74-rhpKj67"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "2.1 Handling Missing Values:\n"
      ],
      "metadata": {
        "id": "NQXAs9-8FXZA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "for company, df in data_frames.items():\n",
        "    print(f\"Handling missing values for {company}\")\n",
        "\n",
        "    # Display the count of missing values before handling\n",
        "    print(f\"Missing values before handling for {company}:\\n{df.isnull().sum()}\")\n",
        "\n",
        "    # Handling missing values\n",
        "    df.dropna(inplace=True)  # Remove rows with missing values\n",
        "\n",
        "    # Display the count of missing values after handling\n",
        "    print(f\"Missing values after handling for {company}:\\n{df.isnull().sum()}\")\n",
        "\n",
        "    print(\"\\n\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E1UhRMq7E1gA",
        "outputId": "e6039d23-63cc-4ade-e789-f06fe0da2361"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Handling missing values for Amazon\n",
            "Missing values before handling for Amazon:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "Missing values after handling for Amazon:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "Handling missing values for Apple\n",
            "Missing values before handling for Apple:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "Missing values after handling for Apple:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "Handling missing values for Exxon\n",
            "Missing values before handling for Exxon:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "Missing values after handling for Exxon:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "Handling missing values for Nike\n",
            "Missing values before handling for Nike:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "Missing values after handling for Nike:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "Handling missing values for Pfizer\n",
            "Missing values before handling for Pfizer:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "Missing values after handling for Pfizer:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "Handling missing values for Tesla\n",
            "Missing values before handling for Tesla:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "Missing values after handling for Tesla:\n",
            "Date         0\n",
            "Open         0\n",
            "High         0\n",
            "Low          0\n",
            "Close        0\n",
            "Adj Close    0\n",
            "Volume       0\n",
            "dtype: int64\n",
            "\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Според добиените резултати ниту еден датасет нема missing values."
      ],
      "metadata": {
        "id": "VtWWCNlHGCFm"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Дефинирање на коефициент на корелација, и визуелизација на граф."
      ],
      "metadata": {
        "id": "mvoI86_IMixJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Create an empty directed graph\n",
        "G = nx.DiGraph()\n",
        "\n",
        "# Add nodes for each company\n",
        "for company in companies:\n",
        "    G.add_node(company)\n",
        "\n",
        "# Calculate correlation coefficients and add edges based on correlation threshold\n",
        "correlation_threshold = 0.6  # Adjust as needed\n",
        "for company1 in companies:\n",
        "    for company2 in companies:\n",
        "        if company1 != company2:\n",
        "            correlation = data_frames[company1]['Close'].corr(data_frames[company2]['Close'])\n",
        "            if correlation > correlation_threshold:\n",
        "                G.add_edge(company1, company2, weight=correlation)\n",
        "\n",
        "# Visualization\n",
        "plt.figure(figsize=(10, 8))\n",
        "pos = nx.spring_layout(G)\n",
        "edges = G.edges()\n",
        "weights = [G[u][v]['weight'] * 5 for u, v in edges]\n",
        "nx.draw(G, pos, edge_color='gray', width=weights, with_labels=True, node_size=2000, node_color=\"skyblue\", font_size=10, font_color=\"black\")\n",
        "plt.title(\"Stock Price Network based on Correlation\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 859
        },
        "id": "RWdwHkmZL0wZ",
        "outputId": "d24ead77-c0a4-434d-cc75-e2ce48cc6fc3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Анализа на мрежата (Network Analysis):\n"
      ],
      "metadata": {
        "id": "JE61z3f-MuCw"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Exploration of the Network\n",
        "print(\"Number of Nodes (Companies):\", G.number_of_nodes())\n",
        "print(\"Number of Edges (Connections):\", G.number_of_edges())\n",
        "print(\"\\n\")\n",
        "\n",
        "# Degree Centrality\n",
        "degree_centrality = nx.degree_centrality(G)\n",
        "print(\"Degree Centrality:\")\n",
        "for company, centrality in degree_centrality.items():\n",
        "    print(f\"{company}: {centrality}\")\n",
        "print(\"\\n\")\n",
        "\n",
        "# Betweenness Centrality\n",
        "betweenness_centrality = nx.betweenness_centrality(G)\n",
        "print(\"Betweenness Centrality:\")\n",
        "for company, centrality in betweenness_centrality.items():\n",
        "    print(f\"{company}: {centrality}\")\n",
        "print(\"\\n\")\n",
        "\n",
        "# Closeness Centrality\n",
        "closeness_centrality = nx.closeness_centrality(G)\n",
        "print(\"Closeness Centrality:\")\n",
        "for company, centrality in closeness_centrality.items():\n",
        "    print(f\"{company}: {centrality}\")\n",
        "print(\"\\n\")\n",
        "\n",
        "# Clustering Coefficient\n",
        "clustering_coefficient = nx.clustering(G)\n",
        "print(\"Clustering Coefficient:\")\n",
        "for company, coefficient in clustering_coefficient.items():\n",
        "    print(f\"{company}: {coefficient}\")\n",
        "print(\"\\n\")\n",
        "\n",
        "# Triadic Closure\n",
        "triadic_closure = nx.transitivity(G)\n",
        "print(\"Triadic Closure:\", triadic_closure)\n",
        "\n",
        "\n",
        "# Eigenvector Centrality\n",
        "eigenvector_centrality = nx.eigenvector_centrality(G)\n",
        "print(\"Eigenvector Centrality:\")\n",
        "for company, centrality in eigenvector_centrality.items():\n",
        "    print(f\"{company}: {centrality}\")\n",
        "print(\"\\n\")\n",
        "\n",
        "# PageRank Centrality\n",
        "pagerank_centrality = nx.pagerank(G)\n",
        "print(\"PageRank Centrality:\")\n",
        "for company, centrality in pagerank_centrality.items():\n",
        "    print(f\"{company}: {centrality}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Lxq6CikRI8e3",
        "outputId": "1adaa6db-5b79-479c-8b2e-02f3867485ae"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of Nodes (Companies): 6\n",
            "Number of Edges (Connections): 8\n",
            "\n",
            "\n",
            "Degree Centrality:\n",
            "Amazon: 0.4\n",
            "Apple: 0.4\n",
            "Exxon: 0.4\n",
            "Nike: 0.4\n",
            "Pfizer: 0.4\n",
            "Tesla: 1.2000000000000002\n",
            "\n",
            "\n",
            "Betweenness Centrality:\n",
            "Amazon: 0.0\n",
            "Apple: 0.0\n",
            "Exxon: 0.0\n",
            "Nike: 0.0\n",
            "Pfizer: 0.0\n",
            "Tesla: 0.30000000000000004\n",
            "\n",
            "\n",
            "Closeness Centrality:\n",
            "Amazon: 0.2\n",
            "Apple: 0.36\n",
            "Exxon: 0.2\n",
            "Nike: 0.36\n",
            "Pfizer: 0.36\n",
            "Tesla: 0.6\n",
            "\n",
            "\n",
            "Clustering Coefficient:\n",
            "Amazon: 0\n",
            "Apple: 0\n",
            "Exxon: 0\n",
            "Nike: 0\n",
            "Pfizer: 0\n",
            "Tesla: 0\n",
            "\n",
            "\n",
            "Triadic Closure: 0\n",
            "Eigenvector Centrality:\n",
            "Amazon: 6.878762144409664e-06\n",
            "Apple: 0.4082482904445458\n",
            "Exxon: 6.878762144409664e-06\n",
            "Nike: 0.4082482904445458\n",
            "Pfizer: 0.4082482904445458\n",
            "Tesla: 0.7071067811530891\n",
            "\n",
            "\n",
            "PageRank Centrality:\n",
            "Amazon: 0.16666666666666666\n",
            "Apple: 0.13154986255424267\n",
            "Exxon: 0.16666666666666666\n",
            "Nike: 0.10919066936317903\n",
            "Pfizer: 0.10610758342394125\n",
            "Tesla: 0.3198185513253038\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Визуелизација на добиените резултати."
      ],
      "metadata": {
        "id": "FZV84NpYOix-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Visualization of Centrality\n",
        "plt.figure(figsize=(12, 8))\n",
        "\n",
        "# Set node colors based on centrality\n",
        "node_colors = [degree_centrality[node] for node in G.nodes()]\n",
        "\n",
        "# Draw nodes with sizes proportional to their centrality values\n",
        "pos = nx.spring_layout(G)  # You may need to adjust the layout algorithm\n",
        "nx.draw(G, pos, node_color=node_colors, cmap=plt.cm.Reds,\n",
        "        node_size=[v * 5000 for v in degree_centrality.values()], with_labels=True)\n",
        "\n",
        "# Customize plot appearance\n",
        "plt.title(\"Centrality Visualization\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 738
        },
        "id": "NJuRJFnXNc8_",
        "outputId": "b80b39ae-d192-455a-d0b4-8a3fd13f7d51"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Анализа на централност"
      ],
      "metadata": {
        "id": "gGrfYNapQVwS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Compute centrality measures\n",
        "degree_centrality = nx.degree_centrality(G)\n",
        "closeness_centrality = nx.closeness_centrality(G)\n",
        "betweenness_centrality = nx.betweenness_centrality(G)\n",
        "eigenvector_centrality = nx.eigenvector_centrality(G)\n",
        "pagerank_centrality = nx.pagerank(G)\n",
        "\n",
        "# Identify companies with highest centrality values for each measure\n",
        "def get_top_companies(centrality_dict, num_companies):\n",
        "    sorted_companies = sorted(centrality_dict, key=centrality_dict.get, reverse=True)\n",
        "    return sorted_companies[:num_companies]\n",
        "\n",
        "top_degree_companies = get_top_companies(degree_centrality, num_companies=5)\n",
        "top_closeness_companies = get_top_companies(closeness_centrality, num_companies=5)\n",
        "top_betweenness_companies = get_top_companies(betweenness_centrality, num_companies=5)\n",
        "top_eigenvector_companies = get_top_companies(eigenvector_centrality, num_companies=5)\n",
        "top_pagerank_companies = get_top_companies(pagerank_centrality, num_companies=5)\n",
        "\n",
        "print(\"Top Companies by Degree Centrality:\", top_degree_companies)\n",
        "print(\"Top Companies by Closeness Centrality:\", top_closeness_companies)\n",
        "print(\"Top Companies by Betweenness Centrality:\", top_betweenness_companies)\n",
        "print(\"Top Companies by Eigenvector Centrality:\", top_eigenvector_companies)\n",
        "print(\"Top Companies by PageRank Centrality:\", top_pagerank_companies)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dkQzKZrjPG6c",
        "outputId": "76d73102-a6d1-4dc8-8f47-57a870b196da"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Top Companies by Degree Centrality: ['Tesla', 'Amazon', 'Apple', 'Exxon', 'Nike']\n",
            "Top Companies by Closeness Centrality: ['Tesla', 'Apple', 'Nike', 'Pfizer', 'Amazon']\n",
            "Top Companies by Betweenness Centrality: ['Tesla', 'Amazon', 'Apple', 'Exxon', 'Nike']\n",
            "Top Companies by Eigenvector Centrality: ['Tesla', 'Apple', 'Nike', 'Pfizer', 'Amazon']\n",
            "Top Companies by PageRank Centrality: ['Tesla', 'Amazon', 'Exxon', 'Apple', 'Nike']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Пораст и пад на цени"
      ],
      "metadata": {
        "id": "XhJaYtZYReF7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Create an empty DataFrame to store price changes\n",
        "price_changes = pd.DataFrame()\n",
        "\n",
        "# Import data and calculate daily price changes for each company\n",
        "for company, file_path in companies.items():\n",
        "    df = pd.read_csv(file_path)\n",
        "    df['Date'] = pd.to_datetime(df['Date'])\n",
        "    df.set_index('Date', inplace=True)\n",
        "    df['Price Change'] = df['Close'].diff()  # Calculate daily price changes\n",
        "    price_changes[company] = df['Price Change']\n",
        "\n",
        "\n",
        "\n",
        "monthly_price_changes = price_changes.resample('M').sum()\n",
        "\n",
        "# Visualize monthly price changes using line plots\n",
        "plt.figure(figsize=(12, 6))\n",
        "for company in monthly_price_changes.columns:\n",
        "    plt.plot(monthly_price_changes.index, monthly_price_changes[company], label=company)\n",
        "\n",
        "plt.xlabel('Date')\n",
        "plt.ylabel('Monthly Price Change')\n",
        "plt.title('Monthly Price Changes of Companies')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "\n",
        "# # Visualize price changes using line plots  -- ова за дневни цени\n",
        "\n",
        "# plt.figure(figsize=(12, 6))\n",
        "# for company in price_changes.columns:\n",
        "#     plt.plot(price_changes.index, price_changes[company], label=company)\n",
        "\n",
        "# plt.xlabel('Date')\n",
        "# plt.ylabel('Price Change')\n",
        "# plt.title('Daily Price Changes of Companies')\n",
        "# plt.legend()\n",
        "# plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "cRycZTK-RcRr",
        "outputId": "6b654f8f-d8b3-4e98-c186-ac8249812ded"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define a function to calculate percentage change\n",
        "def calculate_percentage_change(series):\n",
        "    return series.pct_change() * 100\n",
        "\n",
        "# Calculate percentage change for each company's stock prices\n",
        "for company in data_frames.keys():\n",
        "    data_frames[company]['Percentage Change'] = calculate_percentage_change(data_frames[company]['Close'])\n",
        "\n",
        "# Plotting the percentage change for each company\n",
        "plt.figure(figsize=(12, 6))\n",
        "for company in data_frames.keys():\n",
        "    plt.plot(data_frames[company]['Date'], data_frames[company]['Percentage Change'], label=company)\n",
        "\n",
        "plt.xlabel('Date')\n",
        "plt.ylabel('Percentage Change')\n",
        "plt.title('Percentage Change in Stock Prices Over Time')\n",
        "plt.legend()\n",
        "plt.xticks(rotation=45)\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "LOcCJKS7Rck3",
        "outputId": "1baac84b-55fd-44b3-fd52-e5d34dc841c5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "5. Анализа на групи - кластери\n"
      ],
      "metadata": {
        "id": "Gs3AbrSbTKta"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Проверка на NaN вредности"
      ],
      "metadata": {
        "id": "eoHKf9eUNRWC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Display the count of NaN values for each DataFrame\n",
        "for company, df in data_frames.items():\n",
        "    print(f\"NaN values in {company} data:\")\n",
        "    print(df.isnull().sum())\n",
        "    print(\"\\n\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y9D-dWkBYohh",
        "outputId": "2ba44d90-3b2f-417a-9552-de8d55f9a300"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "NaN values in Amazon data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    1\n",
            "Cluster              0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Apple data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    1\n",
            "Cluster              0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Exxon data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    1\n",
            "Cluster              0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Nike data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    1\n",
            "Cluster              0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Pfizer data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    1\n",
            "Cluster              0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Tesla data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    1\n",
            "Cluster              0\n",
            "dtype: int64\n",
            "\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* NaN вредности во Percentage Change, па решавање на проблемот со промена со средната вредност."
      ],
      "metadata": {
        "id": "34GGt4pgNU5C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define a function to calculate percentage change\n",
        "def calculate_percentage_change(series):\n",
        "    return series.pct_change() * 100\n",
        "\n",
        "# Calculate percentage change for each company's stock prices\n",
        "for company in data_frames.keys():\n",
        "    data_frames[company]['Percentage Change'] = calculate_percentage_change(data_frames[company]['Close'])\n",
        "\n",
        "# Fill NaN values with the mean of the column\n",
        "for company in data_frames.keys():\n",
        "    mean_percentage_change = data_frames[company]['Percentage Change'].mean()\n",
        "    data_frames[company]['Percentage Change'].fillna(mean_percentage_change, inplace=True)\n",
        "\n",
        "# Plotting the percentage change for each company\n",
        "plt.figure(figsize=(12, 6))\n",
        "for company in data_frames.keys():\n",
        "    plt.plot(data_frames[company]['Date'], data_frames[company]['Percentage Change'], label=company)\n",
        "\n",
        "plt.xlabel('Date')\n",
        "plt.ylabel('Percentage Change')\n",
        "plt.title('Percentage Change in Stock Prices Over Time')\n",
        "plt.legend()\n",
        "plt.xticks(rotation=45)\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "q9hplhyWYox6",
        "outputId": "3310485a-97d7-485e-8bda-65eee5153e30"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Display the count of NaN values for each DataFrame\n",
        "for company, df in data_frames.items():\n",
        "    print(f\"NaN values in {company} data:\")\n",
        "    print(df.isnull().sum())\n",
        "    print(\"\\n\")\n"
      ],
      "metadata": {
        "id": "V5Pb6rMfY5Sk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "43b4818b-5a25-4cb7-d2ad-7ca0fad41778"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "NaN values in Amazon data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Apple data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Exxon data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Nike data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Pfizer data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    0\n",
            "dtype: int64\n",
            "\n",
            "\n",
            "NaN values in Tesla data:\n",
            "Date                 0\n",
            "Open                 0\n",
            "High                 0\n",
            "Low                  0\n",
            "Close                0\n",
            "Adj Close            0\n",
            "Volume               0\n",
            "Percentage Change    0\n",
            "dtype: int64\n",
            "\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Visualization of the network\n",
        "plt.figure(figsize=(10, 8))\n",
        "pos = nx.spring_layout(G)\n",
        "edges = G.edges()\n",
        "weights = [G[u][v]['weight'] * 5 for u, v in edges]\n",
        "nx.draw(G, pos, edge_color='gray', width=weights, with_labels=True, node_size=2000, node_color=\"skyblue\", font_size=10, font_color=\"black\")\n",
        "plt.title(\"Stock Price Network based on Correlation\")\n",
        "plt.show()\n",
        "\n",
        "# Analysis of Clusters (Groups)\n",
        "num_clusters = 3  # You can adjust this value\n",
        "kmeans = KMeans(n_clusters=num_clusters, random_state=0)\n",
        "clusters = kmeans.fit_predict(scaled_changes_imputed)\n",
        "\n",
        "# Add cluster labels to each company's dataframe\n",
        "for idx, (company, df) in enumerate(data_frames.items()):\n",
        "    df['Cluster'] = clusters[idx]  # Add the cluster label to the corresponding DataFrame\n",
        "\n",
        "\n",
        "# Analysis of Correlations Over Time\n",
        "correlation_over_time = pd.DataFrame(columns=data_frames.keys(), index=data_frames.keys())\n",
        "for company1 in data_frames.keys():\n",
        "    for company2 in data_frames.keys():\n",
        "        if company1 != company2:\n",
        "            correlation_series = data_frames[company1]['Percentage Change'].corr(data_frames[company2]['Percentage Change'])\n",
        "            correlation_over_time.loc[company1, company2] = correlation_series\n",
        "\n",
        "# Visualization of Correlations Over Time\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.heatmap(correlation_over_time.astype(float), annot=True, cmap=\"coolwarm\", center=0)\n",
        "plt.title(\"Correlations Over Time\")\n",
        "plt.show()\n",
        "\n",
        "# Analysis of Connections (Edges)\n",
        "positive_edges = []\n",
        "negative_edges = []\n",
        "\n",
        "for u, v, d in G.edges(data=True):\n",
        "    correlation = d['weight']\n",
        "    if correlation > 0:\n",
        "        positive_edges.append((u, v))\n",
        "    else:\n",
        "        negative_edges.append((u, v))\n",
        "\n",
        "print(\"Positive Edges:\", positive_edges)\n",
        "print(\"Negative Edges:\", negative_edges)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "DI-d0cWrUbG_",
        "outputId": "b119686f-d29e-49bd-e71d-8ad4bf52506f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Positive Edges: [('Apple', 'Nike'), ('Apple', 'Tesla')]\n",
            "Negative Edges: []\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "akxBqXsKVp34"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}