Chronos_demo.ipynb

{
  "nbformat": 4,
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  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyNwlqyBBT5KkCAlFWOzYXWB",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AstronomerAmber/LLM_Observability/blob/main/Chronos_demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "![Chronos - 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)"
      ],
      "metadata": {
        "id": "JWb02HqcOBey"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This notebook is a demonstation of Amazon's Chronos model for the Arize Paper Reading. Recordings will be available when you register for series [here](https://arize.com/resource/community-papers-reading/).\n",
        "\n",
        "In this notebook we will replicate the Chronos TS example from the Amazon research [github](https://github.com/amazon-science/chronos-forecasting), then we will test Chronos on the [Walmart Sales Forcasting Data](https://github.com/liamarguedas/walmart-sales-forecast/blob/main/Walmart-Sales-Forecast.ipynb) and compare the results with ARIMA.\n",
        "\n",
        "Overall, the work from Chronos is promising and I enjoy testing time series / deep learning research, but as of now Chronos is less accurate, slower, less interpretable and most costly than ARIMA."
      ],
      "metadata": {
        "id": "309-wP9EOKG3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Chronos: Learning the Language of Time Series\n",
        "Chronos is a family of pretrained time series forecasting models based on language model architectures. A time series is transformed into a sequence of tokens via scaling and quantization, and a language model is trained on these tokens using the cross-entropy loss. Once trained, probabilistic forecasts are obtained by sampling multiple future trajectories given the historical context. Chronos models have been trained on a large corpus of publicly available time series data, as well as synthetic data generated using Gaussian processes.\n",
        "\n",
        "For details on Chronos models, training data and procedures, and experimental results, please refer to the paper [Chronos: Learning the Language of Time Series](https://arxiv.org/abs/2403.07815).\n",
        "\n",
        "![main-figure.png](data:image/png;base64,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)\n",
        "\n",
        "Fig. 1: High-level depiction of Chronos. (Left) The input time series is scaled and quantized to obtain a sequence of tokens. (Center) The tokens are fed into a language model which may either be an encoder-decoder or a decoder-only model. The model is trained using the cross-entropy loss. (Right) During inference, we autoregressively sample tokens from the model and map them back to numerical values. Multiple trajectories are sampled to obtain a predictive distribution."
      ],
      "metadata": {
        "id": "7RTpJIFMrTbc"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RnR3zVivnX6H",
        "outputId": "2aceb449-6cb1-4b1d-ee46-d95be33a40c5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting git+https://github.com/amazon-science/chronos-forecasting.git\n",
            "  Cloning https://github.com/amazon-science/chronos-forecasting.git to /tmp/pip-req-build-wrki9z6a\n",
            "  Running command git clone --filter=blob:none --quiet https://github.com/amazon-science/chronos-forecasting.git /tmp/pip-req-build-wrki9z6a\n",
            "  Resolved https://github.com/amazon-science/chronos-forecasting.git to commit 96cedec3fa9795c9bd58650080643e2b68bd3a6e\n",
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: torch~=2.1 in /usr/local/lib/python3.10/dist-packages (from chronos==1.1.0) (2.2.1+cu121)\n",
            "Requirement already satisfied: transformers~=4.31 in /usr/local/lib/python3.10/dist-packages (from chronos==1.1.0) (4.38.2)\n",
            "Collecting accelerate (from chronos==1.1.0)\n",
            "  Downloading accelerate-0.28.0-py3-none-any.whl (290 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m290.1/290.1 kB\u001b[0m \u001b[31m7.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch~=2.1->chronos==1.1.0) (3.13.3)\n",
            "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch~=2.1->chronos==1.1.0) (4.10.0)\n",
            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch~=2.1->chronos==1.1.0) (1.12)\n",
            "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch~=2.1->chronos==1.1.0) (3.2.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch~=2.1->chronos==1.1.0) (3.1.3)\n",
            "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch~=2.1->chronos==1.1.0) (2023.6.0)\n",
            "Collecting nvidia-cuda-nvrtc-cu12==12.1.105 (from torch~=2.1->chronos==1.1.0)\n",
            "  Downloading nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)\n",
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            "\u001b[?25hCollecting nvidia-cudnn-cu12==8.9.2.26 (from torch~=2.1->chronos==1.1.0)\n",
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            "\u001b[?25hCollecting nvidia-nvtx-cu12==12.1.105 (from torch~=2.1->chronos==1.1.0)\n",
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            "\u001b[?25hRequirement already satisfied: triton==2.2.0 in /usr/local/lib/python3.10/dist-packages (from torch~=2.1->chronos==1.1.0) (2.2.0)\n",
            "Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch~=2.1->chronos==1.1.0)\n",
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            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers~=4.31->chronos==1.1.0) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers~=4.31->chronos==1.1.0) (2024.2.2)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch~=2.1->chronos==1.1.0) (1.3.0)\n",
            "Building wheels for collected packages: chronos\n",
            "  Building wheel for chronos (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for chronos: filename=chronos-1.1.0-py3-none-any.whl size=13494 sha256=96e8fb48f34e07381cac4ba1cad632859410085bca76744585ceb0122d99330c\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-qxweq2l8/wheels/bf/c1/65/08857e57345ef1b34ba0edb4791f1b2594943e82f34e93a4ab\n",
            "Successfully built chronos\n",
            "Installing collected packages: nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, nvidia-cusparse-cu12, nvidia-cudnn-cu12, nvidia-cusolver-cu12, accelerate, chronos\n",
            "Successfully installed accelerate-0.28.0 chronos-1.1.0 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.19.3 nvidia-nvjitlink-cu12-12.4.99 nvidia-nvtx-cu12-12.1.105\n"
          ]
        }
      ],
      "source": [
        "!pip install git+https://github.com/amazon-science/chronos-forecasting.git"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import torch\n",
        "from chronos import ChronosPipeline"
      ],
      "metadata": {
        "id": "6xomS9u4n_ts"
      },
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pipeline = ChronosPipeline.from_pretrained(\n",
        "    \"amazon/chronos-t5-small\",\n",
        "    device_map=\"cuda\",\n",
        "    torch_dtype=torch.bfloat16,\n",
        ")\n"
      ],
      "metadata": {
        "id": "0Apd5bOqotyS"
      },
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "![Screenshot 2024-04-02 at 9.52.08 PM.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "O12P6siIqGL2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"https://raw.githubusercontent.com/AileenNielsen/TimeSeriesAnalysisWithPython/master/data/AirPassengers.csv\")\n"
      ],
      "metadata": {
        "id": "LLN3iffdqbfz"
      },
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "display(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "EnSIEe7vqe_-",
        "outputId": "41fe9f88-6ef1-4513-ed36-d6d5bc2a8c1b"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "       Month  #Passengers\n",
              "0    1949-01          112\n",
              "1    1949-02          118\n",
              "2    1949-03          132\n",
              "3    1949-04          129\n",
              "4    1949-05          121\n",
              "..       ...          ...\n",
              "139  1960-08          606\n",
              "140  1960-09          508\n",
              "141  1960-10          461\n",
              "142  1960-11          390\n",
              "143  1960-12          432\n",
              "\n",
              "[144 rows x 2 columns]"
            ],
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              "      <td>1960-12</td>\n",
              "      <td>432</td>\n",
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              "<p>144 rows × 2 columns</p>\n",
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              "                                                    [key], {});\n",
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              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  }\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-560ef45b-0a7f-4d67-aab1-5e688fab8f07 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": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 144,\n  \"fields\": [\n    {\n      \"column\": \"Month\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 144,\n        \"samples\": [\n          \"1958-10\",\n          \"1950-08\",\n          \"1955-11\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"#Passengers\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 119,\n        \"min\": 104,\n        \"max\": 622,\n        \"num_unique_values\": 118,\n        \"samples\": [\n          293,\n          340,\n          121\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "source": [
        "# @title #Passengers\n",
        "\n",
        "from matplotlib import pyplot as plt\n",
        "df['#Passengers'].plot(kind='line', figsize=(8, 4), title='#Passengers')\n",
        "plt.gca().spines[['top', 'right']].set_visible(False)"
      ],
      "cell_type": "code",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 391
        },
        "id": "H-S9FYtqquPO",
        "outputId": "a4c10a39-da4e-4676-ba7b-d0d6c18a6eee"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# context must be either a 1D tensor, a list of 1D tensors,\n",
        "# or a left-padded 2D tensor with batch as the first dimension\n",
        "context = torch.tensor(df[\"#Passengers\"])\n",
        "prediction_length = 12\n",
        "forecast = pipeline.predict(\n",
        "    context,\n",
        "    prediction_length,\n",
        "    num_samples=20,\n",
        "    temperature=1.0,\n",
        "    top_k=50,\n",
        "    top_p=1.0,\n",
        ") # forecast shape: [num_series, num_samples, prediction_length]"
      ],
      "metadata": {
        "id": "Xn8mBzGEqhpi"
      },
      "execution_count": 50,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# visualize the forecast\n",
        "forecast_index = range(len(df), len(df) + prediction_length)\n",
        "low, median, high = np.quantile(forecast[0].numpy(), [0.1, 0.5, 0.9], axis=0)\n",
        "\n",
        "plt.figure(figsize=(8, 4))\n",
        "plt.plot(df[\"#Passengers\"], color=\"royalblue\", label=\"historical data\")\n",
        "plt.plot(forecast_index, median, color=\"tomato\", label=\"median forecast\")\n",
        "plt.fill_between(forecast_index, low, high, color=\"tomato\", alpha=0.3, label=\"80% prediction interval\")\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "hU8y_DKzsQOW",
        "outputId": "32d7eb81-a4e8-4689-ddf7-bd22de8c4a6c"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ARIMA"
      ],
      "metadata": {
        "id": "ajXoQoRRu4fs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_walmart = pd.read_csv('https://raw.githubusercontent.com/liamarguedas/walmart-sales-forecast/main/Data/train.csv')"
      ],
      "metadata": {
        "id": "vYNrmMwPtKnl"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "display(df_walmart)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "2r85inlm42U3",
        "outputId": "bca93e6e-9703-4831-db09-831f3f4576d7"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "        Store  Dept        Date  Weekly_Sales  IsHoliday\n",
              "0           1     1  2010-02-05      24924.50      False\n",
              "1           1     1  2010-02-12      46039.49       True\n",
              "2           1     1  2010-02-19      41595.55      False\n",
              "3           1     1  2010-02-26      19403.54      False\n",
              "4           1     1  2010-03-05      21827.90      False\n",
              "...       ...   ...         ...           ...        ...\n",
              "421565     45    98  2012-09-28        508.37      False\n",
              "421566     45    98  2012-10-05        628.10      False\n",
              "421567     45    98  2012-10-12       1061.02      False\n",
              "421568     45    98  2012-10-19        760.01      False\n",
              "421569     45    98  2012-10-26       1076.80      False\n",
              "\n",
              "[421570 rows x 5 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-2bb48e5a-e275-499e-81fb-38ddaa17ccf0\" 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>Store</th>\n",
              "      <th>Dept</th>\n",
              "      <th>Date</th>\n",
              "      <th>Weekly_Sales</th>\n",
              "      <th>IsHoliday</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2010-02-05</td>\n",
              "      <td>24924.50</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2010-02-12</td>\n",
              "      <td>46039.49</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2010-02-19</td>\n",
              "      <td>41595.55</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2010-02-26</td>\n",
              "      <td>19403.54</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2010-03-05</td>\n",
              "      <td>21827.90</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>421565</th>\n",
              "      <td>45</td>\n",
              "      <td>98</td>\n",
              "      <td>2012-09-28</td>\n",
              "      <td>508.37</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>421566</th>\n",
              "      <td>45</td>\n",
              "      <td>98</td>\n",
              "      <td>2012-10-05</td>\n",
              "      <td>628.10</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>421567</th>\n",
              "      <td>45</td>\n",
              "      <td>98</td>\n",
              "      <td>2012-10-12</td>\n",
              "      <td>1061.02</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>421568</th>\n",
              "      <td>45</td>\n",
              "      <td>98</td>\n",
              "      <td>2012-10-19</td>\n",
              "      <td>760.01</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>421569</th>\n",
              "      <td>45</td>\n",
              "      <td>98</td>\n",
              "      <td>2012-10-26</td>\n",
              "      <td>1076.80</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>421570 rows × 5 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "    .colab-df-convert:hover {\n",
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              "\n",
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              "        document.querySelector('#df-2bb48e5a-e275-499e-81fb-38ddaa17ccf0 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
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              "        const element = document.querySelector('#df-2bb48e5a-e275-499e-81fb-38ddaa17ccf0');\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",
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              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-86c392df-79a2-4840-93fd-5446f07c111e')\"\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",
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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",
              "\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",
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              "      border-right-color: var(--fill-color);\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
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              "    }\n",
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              "      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-86c392df-79a2-4840-93fd-5446f07c111e button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
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              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_walmart"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_walmart[\"Weekly_Sales\"].max()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HaLAukHRACNb",
        "outputId": "2cfc2dd9-6777-4187-8698-ddabebfd5866"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "693099.36"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_walmart[\"Weekly_Sales\"].min()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bX9Y_tEgHWqo",
        "outputId": "0d3d0986-313a-4f45-d25e-735f254eefce"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-4988.94"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(df_walmart[\"Weekly_Sales\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mONqtCDhqbzP",
        "outputId": "8e1715da-1eac-4a87-85b3-8579c9d5860a"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "421570"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(df_walmart[\"Weekly_Sales\"][:-100])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BFfSrblBt31m",
        "outputId": "c890cf4c-59e4-4837-96e8-2a859ae7af74"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "421470"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# context must be either a 1D tensor, a list of 1D tensors,\n",
        "# or a left-padded 2D tensor with batch as the first dimension\n",
        "context = torch.tensor(df_walmart[\"Weekly_Sales\"][:-25])\n",
        "prediction_length = 25\n",
        "forecast = pipeline.predict(\n",
        "    context,\n",
        "    prediction_length,\n",
        "    num_samples=20,\n",
        "    temperature=1.0,\n",
        "    top_k=50,\n",
        "    top_p=1.0,\n",
        ") # forecast shape: [num_series, num_samples, prediction_length]"
      ],
      "metadata": {
        "id": "-94PDqYE2Qaz"
      },
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# visualize the forecast\n",
        "forecast_index = range(len(df_walmart[\"Weekly_Sales\"][:-25]), len(df_walmart[\"Weekly_Sales\"][:-25]) + prediction_length)\n",
        "low, median, high = np.quantile(forecast[0].numpy(), [0.1, 0.5, 0.9], axis=0)\n",
        "\n",
        "plt.figure(figsize=(8, 4))\n",
        "plt.plot(df_walmart[\"Weekly_Sales\"], color=\"royalblue\", label=\"historical data\")\n",
        "plt.plot(forecast_index, median, color=\"tomato\", label=\"median forecast\")\n",
        "plt.fill_between(forecast_index, low, high, color=\"tomato\", alpha=0.3, label=\"80% prediction interval\")\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "11OCnhnb40pY",
        "outputId": "a2b1bc35-d3a2-4958-8401-69da2ed8606c"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# visualize the forecast\n",
        "forecast_index = range(len(df_walmart[\"Weekly_Sales\"][:-25]), len(df_walmart[\"Weekly_Sales\"][:-25]) + prediction_length)\n",
        "low, median, high = np.quantile(forecast[0].numpy(), [0.1, 0.5, 0.9], axis=0)\n",
        "\n",
        "plt.figure(figsize=(8, 4))\n",
        "plt.plot(df_walmart[\"Weekly_Sales\"][:-25], color=\"royalblue\", label=\"historical data\")\n",
        "plt.plot(forecast_index, median, color=\"tomato\", label=\"median forecast\")\n",
        "plt.fill_between(forecast_index, low, high, color=\"tomato\", alpha=0.3, label=\"80% prediction interval\")\n",
        "plt.xlim(421500, 421580)\n",
        "plt.ylim(0, 3800)\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "id": "0F9lm8qCEzq8",
        "outputId": "050a6717-c5a4-4bc1-8010-cf9b0ee43e6d"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# visualize the forecast\n",
        "forecast_index = range(len(df_walmart[\"Weekly_Sales\"][:-25]), len(df_walmart[\"Weekly_Sales\"][:-25]) + prediction_length)\n",
        "low, median, high = np.quantile(forecast[0].numpy(), [0.1, 0.5, 0.9], axis=0)\n",
        "\n",
        "plt.figure(figsize=(8, 4))\n",
        "plt.plot(df_walmart[\"Weekly_Sales\"], color=\"green\", label=\"actual data\")\n",
        "plt.plot(df_walmart[\"Weekly_Sales\"][:-25], color=\"royalblue\", label=\"historical data\")\n",
        "plt.plot(forecast_index, median, color=\"tomato\", label=\"median forecast\")\n",
        "plt.fill_between(forecast_index, low, high, color=\"tomato\", alpha=0.3, label=\"80% prediction interval\")\n",
        "plt.xlim(421500, 421580)\n",
        "plt.ylim(0, 3800)\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "id": "oyee62PpuxHo",
        "outputId": "71d74395-d144-40a9-9ce4-fbf0a170454e"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_arima = pd.read_csv('/content/arima.csv')"
      ],
      "metadata": {
        "id": "ZUR2tdUa-LRm"
      },
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ARIMA comparision\n",
        "The TS analysis for the Walmart Sales Forecasting that I am using for comparision was done by [Liam Arguedas](https://github.com/liamarguedas/walmart-sales-forecast/blob/main/Walmart-Sales-Forecast.ipynb)."
      ],
      "metadata": {
        "id": "2TrwcJktPa-4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "display(df_arima)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 959
        },
        "id": "XXAZy41BDCbs",
        "outputId": "00379e7c-efcd-4834-e2de-3ea850afcee4"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "          Date  ModelPrediction   ActualValue   Difference  Difference%  \\\n",
              "0   2012-05-20     13901.882838  13885.275812    16.607025         0.12   \n",
              "1   2012-09-02     14290.768090  14334.458377   -43.690288         0.30   \n",
              "2   2012-09-16     14170.790140  14116.042424    54.747716         0.39   \n",
              "3   2012-04-29     13264.088080  13341.939822   -77.851742         0.58   \n",
              "4   2012-06-17     14525.886083  14631.211990  -105.325907         0.72   \n",
              "5   2012-09-09     14339.615925  14227.741508   111.874417         0.79   \n",
              "6   2012-05-13     13962.688831  13841.218610   121.470221         0.88   \n",
              "7   2012-06-10     14549.901223  14736.944981  -187.043758         1.27   \n",
              "8   2012-08-05     13765.117714  13580.951166   184.166548         1.36   \n",
              "9   2012-07-08     14467.416039  14256.616932   210.799107         1.48   \n",
              "10  2012-10-28     13786.003001  13584.418693   201.584308         1.48   \n",
              "11  2012-05-06     13521.039749  13226.167726   294.872023         2.23   \n",
              "12  2012-06-03     14196.228537  14525.867037  -329.638500         2.27   \n",
              "13  2012-07-29     14245.668097  13876.783337   368.884760         2.66   \n",
              "14  2012-06-24     14070.209496  14456.072308  -385.862812         2.67   \n",
              "15  2012-07-01     14119.808743  14539.544979  -419.736236         2.89   \n",
              "16  2012-09-30     13634.854312  13237.123437   397.730876         3.00   \n",
              "17  2012-08-12     14470.281256  14037.398195   432.883061         3.08   \n",
              "18  2012-07-22     14174.012319  13735.922510   438.089809         3.19   \n",
              "19  2012-10-07     13634.509864  13207.163907   427.345957         3.24   \n",
              "20  2012-10-21     14036.781826  13521.874281   514.907545         3.81   \n",
              "21  2012-05-27     13521.019281  14078.876809  -557.857529         3.96   \n",
              "22  2012-08-19     13474.180032  14052.098069  -577.918037         4.11   \n",
              "23  2012-08-26     14550.417199  13964.657943   585.759255         4.19   \n",
              "24  2012-10-14     13204.808476  13832.804041  -627.995564         4.54   \n",
              "25  2012-07-15     14183.091712  14999.542681  -816.450969         5.44   \n",
              "26  2012-09-23     13842.223487  13062.297582   779.925905         5.97   \n",
              "27  2012-04-22     14741.598609  13796.965723   944.632887         6.85   \n",
              "28  2012-04-15     13705.270496  15023.188036 -1317.917540         8.77   \n",
              "\n",
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              "      <th></th>\n",
              "      <th>Date</th>\n",
              "      <th>ModelPrediction</th>\n",
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              "      <th>Difference</th>\n",
              "      <th>Difference%</th>\n",
              "      <th>Unnamed: 5</th>\n",
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              "      <th>0</th>\n",
              "      <td>2012-05-20</td>\n",
              "      <td>13901.882838</td>\n",
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              "      <th>1</th>\n",
              "      <td>2012-09-02</td>\n",
              "      <td>14290.768090</td>\n",
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              "      <td>-43.690288</td>\n",
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              "      <th>2</th>\n",
              "      <td>2012-09-16</td>\n",
              "      <td>14170.790140</td>\n",
              "      <td>14116.042424</td>\n",
              "      <td>54.747716</td>\n",
              "      <td>0.39</td>\n",
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              "      <th>3</th>\n",
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              "      <td>13264.088080</td>\n",
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              "      <th>4</th>\n",
              "      <td>2012-06-17</td>\n",
              "      <td>14525.886083</td>\n",
              "      <td>14631.211990</td>\n",
              "      <td>-105.325907</td>\n",
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              "      <th>5</th>\n",
              "      <td>2012-09-09</td>\n",
              "      <td>14339.615925</td>\n",
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              "      <td>0.79</td>\n",
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              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2012-05-13</td>\n",
              "      <td>13962.688831</td>\n",
              "      <td>13841.218610</td>\n",
              "      <td>121.470221</td>\n",
              "      <td>0.88</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2012-06-10</td>\n",
              "      <td>14549.901223</td>\n",
              "      <td>14736.944981</td>\n",
              "      <td>-187.043758</td>\n",
              "      <td>1.27</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2012-08-05</td>\n",
              "      <td>13765.117714</td>\n",
              "      <td>13580.951166</td>\n",
              "      <td>184.166548</td>\n",
              "      <td>1.36</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2012-07-08</td>\n",
              "      <td>14467.416039</td>\n",
              "      <td>14256.616932</td>\n",
              "      <td>210.799107</td>\n",
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              "      <th>10</th>\n",
              "      <td>2012-10-28</td>\n",
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              "      <td>14070.209496</td>\n",
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              "      <td>14470.281256</td>\n",
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              "      <td>432.883061</td>\n",
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              "      <th>18</th>\n",
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              "      <th>19</th>\n",
              "      <td>2012-10-07</td>\n",
              "      <td>13634.509864</td>\n",
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              "      <td>427.345957</td>\n",
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              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>2012-10-21</td>\n",
              "      <td>14036.781826</td>\n",
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              "      <td>514.907545</td>\n",
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              "      <th>21</th>\n",
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              "      <td>-557.857529</td>\n",
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              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>2012-08-19</td>\n",
              "      <td>13474.180032</td>\n",
              "      <td>14052.098069</td>\n",
              "      <td>-577.918037</td>\n",
              "      <td>4.11</td>\n",
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              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>2012-08-26</td>\n",
              "      <td>14550.417199</td>\n",
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              "      <td>585.759255</td>\n",
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              "      <td>NaN</td>\n",
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              "      <th>24</th>\n",
              "      <td>2012-10-14</td>\n",
              "      <td>13204.808476</td>\n",
              "      <td>13832.804041</td>\n",
              "      <td>-627.995564</td>\n",
              "      <td>4.54</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>2012-07-15</td>\n",
              "      <td>14183.091712</td>\n",
              "      <td>14999.542681</td>\n",
              "      <td>-816.450969</td>\n",
              "      <td>5.44</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>2012-09-23</td>\n",
              "      <td>13842.223487</td>\n",
              "      <td>13062.297582</td>\n",
              "      <td>779.925905</td>\n",
              "      <td>5.97</td>\n",
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              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>2012-04-22</td>\n",
              "      <td>14741.598609</td>\n",
              "      <td>13796.965723</td>\n",
              "      <td>944.632887</td>\n",
              "      <td>6.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
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              "      <td>2012-04-15</td>\n",
              "      <td>13705.270496</td>\n",
              "      <td>15023.188036</td>\n",
              "      <td>-1317.917540</td>\n",
              "      <td>8.77</td>\n",
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              "\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-dd213d67-b272-46f5-a579-4431030c997d 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": "df_arima",
              "summary": "{\n  \"name\": \"df_arima\",\n  \"rows\": 29,\n  \"fields\": [\n    {\n      \"column\": \"Date\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 29,\n        \"samples\": [\n          \"2012-04-22\",\n          \"2012-09-30\",\n          \"2012-06-03\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ModelPrediction\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 408.8095164523537,\n        \"min\": 13204.808476,\n        \"max\": 14741.598609,\n        \"num_unique_values\": 29,\n        \"samples\": [\n          14741.598609,\n          13634.854312,\n          14196.228537\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ActualValue\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 531.3733917525323,\n        \"min\": 13062.297582,\n        \"max\": 15023.188036,\n        \"num_unique_values\": 29,\n        \"samples\": [\n          13796.965723,\n          13237.123437,\n          14525.867037\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Difference\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 504.20780041774873,\n        \"min\": -1317.91754,\n        \"max\": 944.632887,\n        \"num_unique_values\": 29,\n        \"samples\": [\n          944.632887,\n          397.730876,\n          -329.6385\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Difference%\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.0984833251684067,\n        \"min\": 0.12,\n        \"max\": 8.77,\n        \"num_unique_values\": 28,\n        \"samples\": [\n          1.48,\n          5.97,\n          1.36\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Unnamed: 5\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Unnamed: 6\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(8, 4))\n",
        "plt.plot(df_arima[\"ModelPrediction\"], color=\"green\", label=\"arima\")\n",
        "plt.plot(df_arima[\"ActualValue\"], color=\"purple\", label=\"actual\")\n",
        "#plt.plot(median+13000, color=\"tomato\", label=\"median forecast\")\n",
        "plt.legend()\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 368
        },
        "id": "M6s3QiIBFjbh",
        "outputId": "dd11d256-b916-4f5b-857b-d4f67f87dc7f"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "median"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CW-CI310_Iae",
        "outputId": "242cc12f-fe97-4e05-d715-22dfbeaf1069"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([831.90830109, 831.90830109, 831.90830109, 895.90123231,\n",
              "       767.91536986, 895.90123231, 639.9295074 ])"
            ]
          },
          "metadata": {},
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "forecast_index"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N5hYLyY0DU0b",
        "outputId": "ff058375-1acb-4298-8b74-8ed6a27bcace"
      },
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "range(421570, 421577)"
            ]
          },
          "metadata": {},
          "execution_count": 60
        }
      ]
    },
    {
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      "outputs": []
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}