Cryptocurrency_prices.ipynb

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    "colab": {
      "name": "Cryptocurrency prices.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyODQRUR5LTctQ6LIa3z63Yl",
      "include_colab_link": true
    },
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      "name": "python3",
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    "language_info": {
      "name": "python"
    }
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      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/LorenFiorini/Market-Analysis/blob/main/Cryptocurrency_prices.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! pip install --upgrade pandas\n",
        "! pip install --upgrade pandas-datareader"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "56A3A-rXp7Ee",
        "outputId": "65483673-3a75-4baa-cb9b-9ab77510455c"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2022.1)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (1.21.6)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas) (1.15.0)\n",
            "Requirement already satisfied: pandas-datareader in /usr/local/lib/python3.7/dist-packages (0.10.0)\n",
            "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.7/dist-packages (from pandas-datareader) (2.23.0)\n",
            "Requirement already satisfied: lxml in /usr/local/lib/python3.7/dist-packages (from pandas-datareader) (4.2.6)\n",
            "Requirement already satisfied: pandas>=0.23 in /usr/local/lib/python3.7/dist-packages (from pandas-datareader) (1.3.5)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.23->pandas-datareader) (1.21.6)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.23->pandas-datareader) (2022.1)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.23->pandas-datareader) (2.8.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=0.23->pandas-datareader) (1.15.0)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pandas-datareader) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pandas-datareader) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pandas-datareader) (2021.10.8)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->pandas-datareader) (1.24.3)\n"
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    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "metadata": {
        "id": "rgP4Nb7rrt2X"
      },
      "outputs": [],
      "source": [
        "import pandas_datareader.data as web\n",
        "import datetime as dt\n",
        "import matplotlib.pyplot as plt\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 2017-04-29\n",
        "df = web.DataReader('BTC-USD', 'yahoo', start='2020-04-22', end='2022-04-22')\n",
        "df"
      ],
      "metadata": {
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          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "RzzeUBcVmCJe",
        "outputId": "27b5ddf9-a0f3-40f5-f903-cfbf33c69b61"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "                    High           Low          Open         Close  \\\n",
              "Date                                                                 \n",
              "2020-04-22   7145.865723   6867.781738   6879.440430   7117.207520   \n",
              "2020-04-23   7491.785156   7081.594727   7121.306152   7429.724609   \n",
              "2020-04-24   7574.195801   7434.181641   7434.181641   7550.900879   \n",
              "2020-04-25   7641.363770   7521.672363   7550.482910   7569.936035   \n",
              "2020-04-26   7700.594238   7561.407715   7570.139160   7679.867188   \n",
              "...                  ...           ...           ...           ...   \n",
              "2022-04-19  41672.960938  40618.632812  40828.175781  41502.750000   \n",
              "2022-04-20  42126.300781  40961.097656  41501.746094  41374.378906   \n",
              "2022-04-21  42893.582031  40063.828125  41371.515625  40527.363281   \n",
              "2022-04-22  40777.757812  39315.417969  40525.863281  39740.320312   \n",
              "2022-04-23  39935.859375  39352.203125  39738.722656  39486.730469   \n",
              "\n",
              "                 Volume     Adj Close  \n",
              "Date                                   \n",
              "2020-04-22  33249153866   7117.207520  \n",
              "2020-04-23  43500782316   7429.724609  \n",
              "2020-04-24  34636526286   7550.900879  \n",
              "2020-04-25  32941541447   7569.936035  \n",
              "2020-04-26  33070154491   7679.867188  \n",
              "...                 ...           ...  \n",
              "2022-04-19  25303206547  41502.750000  \n",
              "2022-04-20  27819532341  41374.378906  \n",
              "2022-04-21  35372786395  40527.363281  \n",
              "2022-04-22  28011716745  39740.320312  \n",
              "2022-04-23  16138021249  39486.730469  \n",
              "\n",
              "[732 rows x 6 columns]"
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              "      <th>2020-04-22</th>\n",
              "      <td>7145.865723</td>\n",
              "      <td>6867.781738</td>\n",
              "      <td>6879.440430</td>\n",
              "      <td>7117.207520</td>\n",
              "      <td>33249153866</td>\n",
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              "      <th>2020-04-23</th>\n",
              "      <td>7491.785156</td>\n",
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              "      <td>7121.306152</td>\n",
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              "      <th>2020-04-26</th>\n",
              "      <td>7700.594238</td>\n",
              "      <td>7561.407715</td>\n",
              "      <td>7570.139160</td>\n",
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              "      <th>2022-04-19</th>\n",
              "      <td>41672.960938</td>\n",
              "      <td>40618.632812</td>\n",
              "      <td>40828.175781</td>\n",
              "      <td>41502.750000</td>\n",
              "      <td>25303206547</td>\n",
              "      <td>41502.750000</td>\n",
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              "      <th>2022-04-20</th>\n",
              "      <td>42126.300781</td>\n",
              "      <td>40961.097656</td>\n",
              "      <td>41501.746094</td>\n",
              "      <td>41374.378906</td>\n",
              "      <td>27819532341</td>\n",
              "      <td>41374.378906</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022-04-21</th>\n",
              "      <td>42893.582031</td>\n",
              "      <td>40063.828125</td>\n",
              "      <td>41371.515625</td>\n",
              "      <td>40527.363281</td>\n",
              "      <td>35372786395</td>\n",
              "      <td>40527.363281</td>\n",
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              "    <tr>\n",
              "      <th>2022-04-22</th>\n",
              "      <td>40777.757812</td>\n",
              "      <td>39315.417969</td>\n",
              "      <td>40525.863281</td>\n",
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              "      <td>39740.320312</td>\n",
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              "      <td>39935.859375</td>\n",
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              "      <td>39738.722656</td>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 40
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "##df['Close'].plot(figsize=(20, 8)) work as well\n",
        "df.plot(figsize=(20, 8), y = 'Close')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 526
        },
        "id": "b1MEoctBq7Ob",
        "outputId": "aa05f81e-fb46-427d-b473-23da014241cd"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fcba5d9e850>"
            ]
          },
          "metadata": {},
          "execution_count": 41
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1440x576 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Time Series Decomposition**"
      ],
      "metadata": {
        "id": "JXYbhPnp2QxP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from statsmodels.tsa.seasonal import seasonal_decompose\n",
        "\n"
      ],
      "metadata": {
        "id": "6gmC4dqt4We-"
      },
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dec = seasonal_decompose(df['Close'], model='additive')\n",
        "#plt.rcParams['figure.figsize'] = (10, 8)\n",
        "\n",
        "dec.plot()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "s9azEFUE0-cw",
        "outputId": "7cacc332-964b-479e-ef4d-0123889dd509"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Figure size 720x576 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 43
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x576 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EeGUFb4oNASf",
        "outputId": "64f01041-a015-43a8-8dc1-5e2613543720"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['High', 'Low', 'Open', 'Close', 'Volume', 'Adj Close'], dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 52
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! pip install pystan==2.19.1.1\n",
        "! pip install prophet"
      ],
      "metadata": {
        "id": "E0RfNs15KGwG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from prophet import Prophet\n"
      ],
      "metadata": {
        "id": "2tl0ATsfJ6lg"
      },
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from pandas.core.frame import DataFrame\n",
        "\n",
        "#df_close = df['Close'].copy()\n",
        "#df_close.rename(columns={\"Date\": \"ds\", \"Close\": \"y\"})\n",
        "data_obj = {'ds' : df.index, 'y' : df['Close']}\n",
        "df_close = DataFrame(data=data_obj)\n",
        "df_close\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
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        "id": "IoAoGxrcKuob",
        "outputId": "93f9f91a-0c2a-43f3-9328-1870337215ee"
      },
      "execution_count": 63,
      "outputs": [
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              "                   ds             y\n",
              "Date                               \n",
              "2020-04-22 2020-04-22   7117.207520\n",
              "2020-04-23 2020-04-23   7429.724609\n",
              "2020-04-24 2020-04-24   7550.900879\n",
              "2020-04-25 2020-04-25   7569.936035\n",
              "2020-04-26 2020-04-26   7679.867188\n",
              "...               ...           ...\n",
              "2022-04-19 2022-04-19  41502.750000\n",
              "2022-04-20 2022-04-20  41374.378906\n",
              "2022-04-21 2022-04-21  40527.363281\n",
              "2022-04-22 2022-04-22  39740.320312\n",
              "2022-04-23 2022-04-23  39486.730469\n",
              "\n",
              "[732 rows x 2 columns]"
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    },
    {
      "cell_type": "code",
      "source": [
        "m = Prophet()\n",
        "\n",
        "m.fit(df_close)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xg7luo-NRQr3",
        "outputId": "2fa4011f-ae91-43bc-a969-66317b50a505"
      },
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<prophet.forecaster.Prophet at 0x7fcba2c77d50>"
            ]
          },
          "metadata": {},
          "execution_count": 65
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "future = m.make_future_dataframe(periods=365)\n",
        "future.tail()"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
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        "id": "rETrphCaRe46",
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      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "             ds\n",
              "1092 2023-04-19\n",
              "1093 2023-04-20\n",
              "1094 2023-04-21\n",
              "1095 2023-04-22\n",
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        "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()"
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      "execution_count": 67,
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              "             ds          yhat     yhat_lower    yhat_upper\n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\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",
              "    [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-84fb3c04-8953-4bb4-a582-ce42c9cc7b11 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-84fb3c04-8953-4bb4-a582-ce42c9cc7b11');\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",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig1 = m.plot(forecast)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "id": "MN3iv9awRyqN",
        "outputId": "5d9211aa-76c9-4edd-d9dd-0c19c08c472e"
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x432 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig2 = m.plot_components(forecast)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 657
        },
        "id": "IUsFDM3BR866",
        "outputId": "c2302d76-ec43-43a1-85b3-4d8b629812c2"
      },
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 648x648 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from prophet.plot import plot_plotly, plot_components_plotly\n",
        "\n",
        "plot_plotly(m, forecast)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "1zl0th-ZSE-R",
        "outputId": "1eec911f-4e90-448a-aee5-c07fe7cf449c"
      },
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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