From 22874129634afc430b6576bebc34d97fd03fdb1e Mon Sep 17 00:00:00 2001 From: temesgen5335 Date: Wed, 26 Jun 2024 13:49:03 +0300 Subject: [PATCH 1/2] Chronos update --- notebooks/Chronos.ipynb | 3811 +++++++++++++++++++++++++++++++++------ 1 file changed, 3225 insertions(+), 586 deletions(-) diff --git a/notebooks/Chronos.ipynb b/notebooks/Chronos.ipynb index 7ca155e..a097263 100644 --- a/notebooks/Chronos.ipynb +++ b/notebooks/Chronos.ipynb @@ -2,18 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "UKmLdWL4Sod6", - "outputId": "413d9d25-c65f-4188-f116-eef4cc1aeca1" + "outputId": "7f68bda9-da26-43ca-a879-ee79561bed7a" }, "outputs": [ { - "name": "stdout", "output_type": "stream", + "name": "stdout", "text": [ "Mounted at /content/drive\n" ] @@ -35,32 +35,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "Z73JLeUtPcpY" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "collapsed": true, "id": "4MjKEKx7S5-O", - "outputId": "0057d12e-8886-4846-d7c4-03722575bef8" + "outputId": "0ef57f94-b656-46e4-cf10-df65d72a500d" }, "outputs": [ { - "name": "stdout", "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-sa8dtkyz\n", - " Running command git clone --filter=blob:none --quiet https://github.com/amazon-science/chronos-forecasting.git /tmp/pip-req-build-sa8dtkyz\n", + " Cloning https://github.com/amazon-science/chronos-forecasting.git to /tmp/pip-req-build-imvq34e_\n", + " Running command git clone --filter=blob:none --quiet https://github.com/amazon-science/chronos-forecasting.git /tmp/pip-req-build-imvq34e_\n", " Resolved https://github.com/amazon-science/chronos-forecasting.git to commit afd9cfd062b60ca1ba8d7c9daef7dc820489db0a\n", " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", @@ -69,7 +60,7 @@ "Requirement already satisfied: transformers~=4.30 in /usr/local/lib/python3.10/dist-packages (from chronos==1.2.0) (4.41.2)\n", "Collecting accelerate (from chronos==1.2.0)\n", " Downloading accelerate-0.31.0-py3-none-any.whl (309 kB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m309.4/309.4 kB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m309.4/309.4 kB\u001b[0m \u001b[31m4.7 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~=2.0->chronos==1.2.0) (3.15.3)\n", "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch~=2.0->chronos==1.2.0) (4.12.2)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch~=2.0->chronos==1.2.0) (1.12.1)\n", @@ -101,7 +92,7 @@ "Requirement already satisfied: triton==2.3.0 in /usr/local/lib/python3.10/dist-packages (from torch~=2.0->chronos==1.2.0) (2.3.0)\n", "Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch~=2.0->chronos==1.2.0)\n", " Downloading nvidia_nvjitlink_cu12-12.5.40-py3-none-manylinux2014_x86_64.whl (21.3 MB)\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.3/21.3 MB\u001b[0m \u001b[31m38.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.3/21.3 MB\u001b[0m \u001b[31m43.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: huggingface-hub<1.0,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from transformers~=4.30->chronos==1.2.0) (0.23.4)\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers~=4.30->chronos==1.2.0) (1.25.2)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers~=4.30->chronos==1.2.0) (24.1)\n", @@ -120,8 +111,8 @@ "Requirement already satisfied: mpmath<1.4.0,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch~=2.0->chronos==1.2.0) (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-1.2.0-py3-none-any.whl size=13875 sha256=735edfc7b0d02aad8271306580936abfb31a308d89ed432800fde062477daa9c\n", - " Stored in directory: /tmp/pip-ephem-wheel-cache-dk6memev/wheels/bf/c1/65/08857e57345ef1b34ba0edb4791f1b2594943e82f34e93a4ab\n", + " Created wheel for chronos: filename=chronos-1.2.0-py3-none-any.whl size=13875 sha256=4f2951fad1551907db70231bc326a2c8d3a1a9a7a1712280b2f2c55da8c0eea2\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-y_hia3ef/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-0.31.0 chronos-1.2.0 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-cu12-2.20.5 nvidia-nvjitlink-cu12-12.5.40 nvidia-nvtx-cu12-12.1.105\n" @@ -143,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "id": "u5VeXz_GS8f_" }, @@ -233,39 +224,186 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 211 + "height": 1000, + "referenced_widgets": [ + "f006a98dc18b4b149af5eec489589349", + "4c6874881fee455fb520f9941863a472", + "8b9d8de7ca924e2a96443f45c3a77980", + "5f95a5cefc854e03bb744d4dc9a95f85", + "117ef9df0f3d4907b88502009bd136cd", + "53167bd685d74c48b5ce8c19902edfc6", + "0b4ce759e67f4a54a219fbf401c5cbb1", + "af7b054a71634bb08e2608e56ccdb87b", + "25782fa97aa9493c8ab059b982c37444", + "85e40147660d4fbab4ba90e2cdc3062f", + "d392c40b703d4cd49c669859662cf542", + "ab60294dd9164adb9182d223ea683bbb", + "9a1e9a69f3b749c9afaf3f96cf0ba5c5", + "b6fa4f1d42aa46d58e77417896cac7f5", + "a6335bc3a2a948e8923bcf0cbb246544", + "c3229438e974408f84401a6da66c6f99", + "64340bf981b54b2aadf68dc95065ce22", + "bfee1b6938d4431a97491039189ba4be", + "e4e2878194414935867000460cee245e", + "cb83d412f44b49e09c8a4c329b2bc90b", + "6001423116234fe0b688fbdce1acd217", + "bea87538ba274102bd74fe9751ac8f6c", + "a84e44833e5b424fb040fdbce5d17cd3", + "c71ccf9d8a7743508e2e08fe21727343", + "daac1393d05a48de81143a6d62eea469", + "037d472ccd824b63ae3b90a1d8abd585", + "8d15679b9a074f4793395d176910abde", + "afa1056fc8114c1d8a8f902e2caf7621", + "1b6dcda84157435badbd2d27b81fbd44", + "b201897328064218a170ffe1ccace7d4", + "eb6dbdcf6c24423ab8f1421ff46c1bed", + "6b7abcce62144b028b24f47afef1eed2", + "d9036a9f979f4682a9814b98ec2370c7" + ] }, "id": "5cGwZYzWU7zi", - "outputId": "8949bf65-4858-477b-d74c-1285c0982981" + "outputId": "7936de3b-bd0a-4e80-f4b6-d09ab90adcd5" }, "outputs": [ { - "ename": "TypeError", - "evalue": "predict_and_plot_crypto_data() missing 1 required positional argument: 'crypto_data_dict'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mcrypto_predictions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpredict_and_plot_crypto_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcrypto_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m# Access predictions for a specific coin (e.g., 'BTC')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mbtc_predictions\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcrypto_predictions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'BTC'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mTypeError\u001b[0m: predict_and_plot_crypto_data() missing 1 required positional argument: 'crypto_data_dict'" + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", + " warnings.warn(\n", + "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", + "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", + "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", + "You will be able to reuse this secret in all of your notebooks.\n", + "Please note that authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n" ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "config.json: 0%| | 0.00/1.11k [00:00" + ], + "image/png": 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\n" 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\n" 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\n" + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'BTC': {'median': array([65216.10184736, 65545.47577453, 65216.10184736, 65216.10184736,\n", + " 65710.16273811, 65710.16273811, 66039.53666528, 65874.8497017 ,\n", + " 66204.22362887, 66368.91059245, 68180.46719188, 67192.34541037]),\n", + " 'low': array([64227.98006586, 63898.60078302, 63569.22685585, 63865.6633903 ,\n", + " 63865.6633903 , 63865.6633903 , 63536.28946313, 63569.22685585,\n", + " 64195.04213757, 63865.6633903 , 63206.91553596, 63536.28946313]),\n", + " 'high': array([68213.40458459, 68509.84111904, 67521.71933754, 68509.84111904,\n", + " 69234.46429438, 70222.59089599, 69530.90082883, 69300.33907981,\n", + " 71177.77528478, 70551.96482316, 71276.58746293, 71243.65007021])},\n", + " 'BNB': {'median': array([597.32778443, 594.73070968, 592.1335927 , 594.73070968,\n", + " 589.53651795, 593.43215119, 588.23798057, 589.53651795,\n", + " 589.53651795, 594.73068857, 590.83505532, 581.74529369]),\n", + " 'low': array([591.61417775, 583.30353854, 578.88851146, 576.55114418,\n", + " 565.90313769, 565.12401527, 565.64343022, 563.30606294,\n", + " 561.48810639, 563.04635124, 556.29395688, 556.81337183]),\n", + " 'high': array([605.11900869, 611.09228063, 618.62379741, 613.94906285,\n", + " 609.2743283 , 621.22087216, 615.50730771, 623.55824366,\n", + " 632.90771277, 654.46347123, 648.4901993 , 645.63341707])},\n", + " 'ETH': {'median': array([3550.28826617, 3523.25564117, 3532.26651617, 3514.24476617,\n", + " 3532.26651617, 3541.27739117, 3613.36439117, 3559.29914117,\n", + " 3559.29914117, 3613.36439117, 3586.33176617, 3595.34264117]),\n", + " 'low': array([3424.13572314, 3456.57487314, 3384.48787315, 3242.11604816,\n", + " 3206.07251886, 3215.08339385, 3198.86381886, 3276.35734385,\n", + " 3269.14864385, 3105.15045513, 3076.31565513, 3161.01788013]),\n", + " 'high': array([3714.28619116, 3710.68187046, 3728.70362046, 3698.06664546,\n", + " 3696.26447046, 3761.14277046, 3804.39497045, 3845.84525918,\n", + " 3856.65830918, 3833.23003418, 3871.07570918, 3917.93225918])}}" + ] + }, + "metadata": {}, + "execution_count": 5 } ], "source": [ - "crypto_predictions = predict_and_plot_crypto_data(crypto_data)\n", + "predict_and_plot_crypto_data('BTC', crypto_data)\n", "\n", + "#crypto_predictions = predict_and_plot_crypto_data(crypto_data)\n", "# Access predictions for a specific coin (e.g., 'BTC')\n", - "btc_predictions = crypto_predictions['BTC']\n", + "#btc_predictions = crypto_predictions['BTC']\n", "\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "id": "zYabfxk4VySV" }, @@ -274,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "collapsed": true, "id": "XYMOyAFYS6Kn" @@ -282,13 +420,13 @@ "outputs": [], "source": [ "# Print the median predicted values for all coins\n", - "for coin, prediction in crypto_predictions.items():\n", - " print(f\"Coin: {coin}, Median Prediction: {prediction['median']}\")" + "#for coin, prediction in crypto_predictions.items():\n", + "# print(f\"Coin: {coin}, Median Prediction: {prediction['median']}\")" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "id": "Zb-ikw6lU-Oz" }, @@ -297,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "id": "8PkVm42VU-kw" }, @@ -374,11 +512,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { - "id": "1e-iWVnPYer1" + "id": "1e-iWVnPYer1", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 507 + }, + "outputId": "ad5238f0-f316-4bd2-90f1-32ec130eea08" }, - "outputs": [], + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ], "source": [ "# Example usage (assuming crypto_data_dict is defined)\n", "predict_and_plot_crypto_data('BTC', crypto_data_dict) # Call for Bitcoin" @@ -386,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "id": "xnGerO0HjwUY" }, @@ -404,7 +566,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": { "id": "E5sffSH1YZgP" }, @@ -489,164 +651,152 @@ " return forecast_index, median # Optionally return forecast data for further use\n" ] }, + { + "cell_type": "markdown", + "source": [ + "### Calling the prediction function" + ], + "metadata": { + "id": "eMCgKbs4a68-" + } + }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": { + "id": "Et66P-m6jyZG", "colab": { "base_uri": "https://localhost:8080/", - "height": 975, - "referenced_widgets": [ - "4c9f2a7e292947348ebb5aa19aa60c03", - "58b15f3a31624a74b1a4a37a56f2f5ae", - "f16f944e630446e7b1966def41aafe53", - "320c2b11c79e456a8838aca84d599837", - "811b818b0fd24c90b34b8b9c0901fe9a", - "a44f518f10164079973ae89d8c4b3876", - "09203db3ada742b4a3785c3fe665ee3d", - "fe2d1dd1e23c4466baa8687f97c450f9", - "3bb5fd1624e94602945ca3627331b7d8", - "1f02f26bfc3b4ba289f202345073dd0a", - "70fc8725add84533a7576653a8b8020a", - "4fa70be354c14e3e8604694bf566febc", - "32c8904e009d482bb8944be64e0fddb8", - "86b9f1c841924ee1bad39b03dd958618", - "ad4f30cc6c8a4d509f5ca0d656449d38", - "4f43f6a34df94bd18051a31d7cd1c819", - "9e02799a77904a5793754ffd4a4ace9b", - "cfe5cdc5684448ffaf0934978a36a24d", - "b99e59c882d64c559754685bf2f85604", - "6e80af19da4649169da97cef9adb33ca", - "d0f5c77e876c4def9c10c372623cdeda", - "226132c0b46940d98e6ac9a7aadcb93a", - "7ca46a8d95d648a3a0174ac31686f552", - "5100993ecab644d68fe10668192354d0", - "bffc9604619b4e0aa57c47543c827c2f", - "f0208806b3794f52861e0e6479b79a44", - "6e5ec6a845bb4fa5bae6ffb0501501d2", - "a272b3fe3ac64e598fa355cee75f93f9", - "dff7dc62ea6a422184047b7736847cc2", - "5de195fab8db4ca7831db2cdbcf58c89", - "a2ca7c439661484da168f2f9e166de79", - "7940904720144d16a0ef49787685a401", - "ee802bc384474c80a6490b7cd9431af0" - ] + "height": 775 }, - "id": "Et66P-m6jyZG", - "outputId": "82aedf88-cd53-423b-9093-ab8d8ee02e5a" + "outputId": "c73aa99e-3deb-4813-dc09-baf9ff960006" }, "outputs": [ { + "metadata": { + "tags": null + }, "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", - " warnings.warn(\n", - "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", - "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", - "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", - "You will be able to reuse this secret in all of your notebooks.\n", - "Please note that authentication is recommended but still optional to access public models or datasets.\n", " warnings.warn(\n" ] }, { + "output_type": "display_data", "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4c9f2a7e292947348ebb5aa19aa60c03", - "version_major": 2, - "version_minor": 0 - }, "text/plain": [ - "config.json: 0%| | 0.00/1.11k [00:00" + ], + "image/png": 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\n" 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\n" }, - "metadata": {}, - "output_type": "display_data" + "metadata": {} }, { + "output_type": "execute_result", "data": { "text/plain": [ "(range(367, 397),\n", - " array([3505.23374465, 3496.22272314, 3514.24476617, 3514.24476617,\n", - " 3514.24476617, 3496.22286966, 3496.22286966, 3514.24461965,\n", - " 3514.24461965, 3496.22286966, 3460.17922314, 3478.20097314,\n", - " 3514.24476617, 3541.27739117, 3649.40789116, 3604.35351617,\n", - " 3604.35351617, 3613.36439117, 3613.36439117, 3532.26636965,\n", - " 3550.28826617, 3532.26636965, 3595.34264117, 3604.35351617,\n", - " 3559.29914117, 3532.26636965, 3541.27739117, 3532.26636965,\n", - " 3478.20097314, 3523.25549465]))" + " array([597.32778443, 593.43215119, 593.43215119, 589.53651795,\n", + " 589.53651795, 590.83507644, 588.23798057, 588.23798057,\n", + " 592.13361381, 585.64090582, 586.93944319, 588.23798057,\n", + " 593.43215119, 589.53651795, 599.92485919, 594.73068857,\n", + " 597.32778443, 589.53651795, 594.73070968, 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"execution_count": 12, "outputs": [ { + "metadata": { + "tags": null + }, "name": "stderr", "output_type": "stream", "text": [ @@ -656,7 +806,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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\n", "text/plain": [ "
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"execution_count": 7, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } - ], - "source": [ - "predict_and_plot_crypto_data('BNB',crypto_data_dict, prediction_length=30)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "anSVDe5pJh2h" - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, + "source": [], "metadata": { - "id": "UpJ9IYLxJiD1" + "id": "tHXdAGRga2uj" }, - "outputs": [], - "source": [] + "execution_count": 12, + "outputs": [] }, { "cell_type": "markdown", @@ -716,7 +854,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": { "id": "hiAjigvDKYhD" }, @@ -732,26 +870,37 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 54, "metadata": { + "id": "_pV4n8zkKkrZ", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, - "id": "_pV4n8zkKkrZ", - "outputId": "294aad97-1911-4ab5-c2cb-c331e239d3cf" + "outputId": "e77a5c5a-e625-422c-9723-36e32345591e" }, "outputs": [ { + "output_type": "execute_result", "data": { - 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Access the row label (index)\n", + "#last_index" + ], + "metadata": { + "id": "VatoCWcZsDt5" + }, + "execution_count": 33, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import torch\n", + "from chronos import ChronosPipeline\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "\n", + "\n", + "def predict_and_plot_crypto_data(\n", + " model_name=\"amazon/chronos-t5-small\",\n", + " prediction_length=12,\n", + " num_samples=20):\n", + "\n", + " # Load data for the specified coin\n", + " #csv_file = crypto_data_dict[coin_name]\n", + "\n", + " df = bnb_test\n", + " coin_name = 'bnb'\n", + "\n", + "\n", + "\n", + " # Initialize Chronos pipeline\n", + " pipeline = ChronosPipeline.from_pretrained(\n", + " model_name,\n", + " device_map=\"cpu\", # use \"cpu\" for CPU inference and \"mps\" for Apple Silicon\n", + " torch_dtype=torch.bfloat16,\n", + " )\n", + "\n", + "\n", + " # Convert closing prices to PyTorch tensor\n", + " context = torch.tensor(df[\"Close\"].values)\n", + "\n", + " # Perform prediction\n", + " forecast = pipeline.predict(\n", + " context=context,\n", + " prediction_length=prediction_length,\n", + " num_samples=num_samples,\n", + " )\n", + "\n", + " # Generate forecast index for plotting\n", + " forecast_index = range(df.index[-1], df.index[-1] + prediction_length)\n", + " low, median, high = np.quantile(forecast[0].numpy(), [0.1, 0.5, 0.9], axis=0)\n", + "\n", + "\n", + "\n", + " # Extract median predictions\n", + " median_predictions = np.median(forecast[0].numpy(), axis=0)\n", + "\n", + " # Add predicted values to DataFrame\n", + " #df['Predicted_Close'] = np.nan # Create a new column for predicted values\n", + " #df.loc[df.index[-1]:df.index[-1]+prediction_length-1, 'Predicted_Close'] = median_predictions\n", + " #df = bnb_forcast\n", + "\n", + " # Append predicted values as a new row to DataFrame\n", + " #predicted_df = pd.DataFrame({'Predicted_Close': median_predictions})\n", + " #df = df.append(predicted_df, ignore_index=True)\n", + "\n", + "\n", + "\n", + " # Create DataFrame for predicted values\n", + " predicted_values = pd.DataFrame({'Predicted_Close': median_predictions})\n", + "\n", + " # Option 1: Append predicted values to existing DataFrame (if needed)\n", + " # df = df.append(predicted_values, ignore_index=True) # Uncomment if needed\n", + "\n", + " # Option 2: Update existing DataFrame (if preferred)\n", + " # df['Predicted_Close'] = median_predictions # Uncomment if preferred\n", + "\n", + " # Return the predicted values DataFrame\n", + "\n", + "\n", + "\n", + " # Plot and visualize predictions\n", + " plt.figure(figsize=(10, 6)) # Adjust figure size as needed\n", + " plt.plot(df[\"Close\"], label=\"History\")\n", + " plt.plot(forecast_index, median, label=\"Median Prediction\")\n", + " plt.fill_between(forecast_index, low, high, alpha=0.2, label=\"Prediction Range\")\n", + " plt.title(f\"Predicted {coin_name} Prices\")\n", + " plt.xlabel(\"Time\")\n", + " plt.ylabel(\"Price\")\n", + " plt.legend()\n", + " plt.grid(True) # Add gridlines\n", + " plt.show()\n", + "\n", + " #return forecast_index, median # Optionally return forecast data for further use\n", + " return predicted_values" + ], + "metadata": { + "id": "DvBWZjIzgl90" + }, + "execution_count": 26, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "predicted_df = predict_and_plot_crypto_data(prediction_length=47)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 619 + }, + "id": "atGpucP0ijHn", + "outputId": "cff2f33c-d69d-4852-9422-63f9faf21428" + }, + "execution_count": 39, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "So here, we have tested to predict the date range of 320 - 366\n", + "based on our historical data we know the values of the coin on the specified dates\n", + "\n", + "#### For comparison" + ], + "metadata": { + "id": "OUUX6vSsuYA-" + } + }, + { + "cell_type": "code", + "source": [ + "predicted_df['Predicted_Close']" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4tZYfgZlhAXY", + "outputId": "8c9318db-2574-46ce-f2c7-a61f458488d5" + }, + "execution_count": 68, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 589.984723\n", + "1 585.998344\n", + "2 574.039173\n", + "3 578.025585\n", + "4 570.052794\n", + "5 568.059604\n", + "6 564.073193\n", + "7 550.120865\n", + "8 520.223004\n", + "9 508.263850\n", + "10 508.263850\n", + "11 486.338763\n", + "12 472.386403\n", + "13 466.406834\n", + "14 454.447680\n", + "15 448.468095\n", + "16 460.427265\n", + "17 466.406834\n", + "18 458.434076\n", + "19 438.502147\n", + "20 442.488526\n", + "21 440.495336\n", + "22 426.543009\n", + "23 416.577044\n", + "24 422.556613\n", + "25 422.556629\n", + "26 430.529388\n", + "27 428.536198\n", + "28 440.495353\n", + "29 442.488542\n", + "30 430.529372\n", + "31 432.522578\n", + "32 440.495336\n", + "33 460.427265\n", + "34 470.393214\n", + "35 462.420439\n", + "36 484.345558\n", + "37 512.250229\n", + "38 502.284281\n", + "39 514.243419\n", + "40 524.209383\n", + "41 548.127675\n", + "42 566.066382\n", + "43 589.984723\n", + "44 566.066382\n", + "45 584.005154\n", + "46 552.114055\n", + "Name: Predicted_Close, dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 68 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "\n", + "# Check for length mismatch\n", + "if len(bnb_rest) != len(predicted_df):\n", + " # Option 1: Extend the shorter DataFrame (adjust as needed)\n", + " if len(predicted_df) < len(bnb_rest):\n", + " predicted_df = predicted_df.pad(len(bnb_rest)) # Pad with last value\n", + " else:\n", + " predicted_df = predicted_df.iloc[:len(bnb_rest)] # Truncate if longer\n", + "\n", + "# Check for index mismatch\n", + "if not bnb_rest.index.equals(predicted_df.index):\n", + " predicted_df = predicted_df.set_index(bnb_rest.index) # Set matching index\n", + "\n", + "# Now you can safely assign the values\n", + "bnb_rest['Predicted_Close'] = predicted_df['Predicted_Close']\n", + "\n", + "print(bnb_rest) # This should show 'bnb_rest' with the added 'Predicted_Close' column\n" + ], + "metadata": { + "collapsed": true, + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m9nQp-e5e6e5", + "outputId": "c87a129b-c5fc-4654-c0b1-af6c8bf49524" + }, + "execution_count": 71, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Date Open High Low Close Adj Close \\\n", + "320 2024-05-05 585.846558 594.995300 580.246277 592.140381 592.140381 \n", + "321 2024-05-06 592.139893 601.886719 583.373413 588.475952 588.475952 \n", + "322 2024-05-07 588.475952 599.935486 576.724548 577.486206 577.486206 \n", + "323 2024-05-08 577.486206 589.572571 575.148010 588.197449 588.197449 \n", + "324 2024-05-09 588.197449 602.589722 586.730347 596.031982 596.031982 \n", + "325 2024-05-10 596.027649 596.583374 582.045776 585.622192 585.622192 \n", + "326 2024-05-11 585.622192 594.206543 581.896667 592.027893 592.027893 \n", + "327 2024-05-12 592.029175 599.184143 587.804321 594.424561 594.424561 \n", + "328 2024-05-13 594.424561 597.768005 585.520752 591.606934 591.606934 \n", + "329 2024-05-14 591.606934 592.836975 563.420227 566.707031 566.707031 \n", + "330 2024-05-15 566.707031 587.421509 561.127258 582.074341 582.074341 \n", + "331 2024-05-16 582.100159 586.436340 565.762329 569.190247 569.190247 \n", + "332 2024-05-17 569.190247 584.666016 568.836731 581.178345 581.178345 \n", + "333 2024-05-18 581.178345 581.987183 575.018555 580.481140 580.481140 \n", + "334 2024-05-19 580.481567 581.876709 572.369629 574.631653 574.631653 \n", + "335 2024-05-20 574.631653 601.563843 569.523560 600.616333 600.616333 \n", + "336 2024-05-21 600.601074 629.861084 593.932739 618.420471 618.420471 \n", + "337 2024-05-22 618.420471 625.566284 610.546021 614.671875 614.671875 \n", + "338 2024-05-23 614.671875 616.524475 581.954102 598.670837 598.670837 \n", + "339 2024-05-24 598.670837 604.314880 588.893982 600.225891 600.225891 \n", + "340 2024-05-25 600.226624 606.367310 599.607239 602.194458 602.194458 \n", + "341 2024-05-26 602.194458 604.830078 598.695862 599.825928 599.825928 \n", + "342 2024-05-27 599.825928 613.388184 599.700745 603.526428 603.526428 \n", + "343 2024-05-28 603.526428 604.985107 593.716187 601.213257 601.213257 \n", + "344 2024-05-29 601.213257 602.931519 592.966614 594.972046 594.972046 \n", + "345 2024-05-30 594.972534 601.665039 586.557678 595.026794 595.026794 \n", + "346 2024-05-31 595.026794 598.423645 589.774841 593.522339 593.522339 \n", + "347 2024-06-01 593.522339 607.582886 592.680603 601.304199 601.304199 \n", + "348 2024-06-02 601.304138 604.978088 596.164795 603.026611 603.026611 \n", + "349 2024-06-03 603.050964 637.247131 601.183167 626.432983 626.432983 \n", + "350 2024-06-04 626.432983 687.403809 625.264954 686.201416 686.201416 \n", + "351 2024-06-05 686.201416 712.588379 685.777100 698.889404 698.889404 \n", + "352 2024-06-06 698.889404 720.672607 692.994751 710.464050 710.464050 \n", + "353 2024-06-07 710.460388 710.838501 665.180176 683.360962 683.360962 \n", + "354 2024-06-08 683.368591 694.312805 678.645813 682.665161 682.665161 \n", + "355 2024-06-09 682.663879 684.759888 670.813538 673.315308 673.315308 \n", + "356 2024-06-10 673.335449 674.313477 615.772949 624.386841 624.386841 \n", + "357 2024-06-11 624.396790 628.263367 597.041870 602.558105 602.558105 \n", + "358 2024-06-12 602.602600 634.675842 592.293274 619.194824 619.194824 \n", + "359 2024-06-13 619.225159 619.298584 596.308777 599.515076 599.515076 \n", + "360 2024-06-14 599.478699 611.628723 590.496338 603.180542 603.180542 \n", + "361 2024-06-15 603.114197 609.050476 601.585938 607.802917 607.802917 \n", + "362 2024-06-16 607.808472 611.197510 601.476929 610.054016 610.054016 \n", + "363 2024-06-17 610.073669 611.944031 592.426147 604.467346 604.467346 \n", + "364 2024-06-18 604.332886 604.652832 575.761719 588.702087 588.702087 \n", + "365 2024-06-19 588.584717 605.731689 587.014160 598.771729 598.771729 \n", + "366 2024-06-20 598.771729 606.963440 593.955811 596.702332 596.702332 \n", + "\n", + " Volume Predicted_Close \n", + "320 531182053 589.984723 \n", + "321 1522319999 585.998344 \n", + "322 1535678414 574.039173 \n", + "323 1603241013 578.025585 \n", + "324 1897318659 570.052794 \n", + "325 1521708160 568.059604 \n", + "326 1333662111 564.073193 \n", + "327 1276671115 550.120865 \n", + "328 1636169234 520.223004 \n", + "329 1944063031 508.263850 \n", + "330 1895100260 508.263850 \n", + "331 1911862000 486.338763 \n", + "332 1557134929 472.386403 \n", + "333 1358737176 466.406834 \n", + "334 1298887094 454.447680 \n", + "335 2145457267 448.468095 \n", + "336 3564986916 460.427265 \n", + "337 2138536549 466.406834 \n", + "338 2631566566 458.434076 \n", + "339 1778282198 438.502147 \n", + "340 1392399167 442.488526 \n", + "341 1372657185 440.495336 \n", + "342 1691663828 426.543009 \n", + "343 1852329404 416.577044 \n", + "344 1642696946 422.556613 \n", + "345 1737524745 422.556629 \n", + "346 1590349553 430.529388 \n", + "347 1520074486 428.536198 \n", + "348 1667233984 440.495353 \n", + "349 2952110605 442.488542 \n", + "350 3416994948 430.529372 \n", + "351 3501231414 432.522578 \n", + "352 2997888288 440.495336 \n", + "353 2987033806 460.427265 \n", + "354 1966216051 470.393214 \n", + "355 1856183346 462.420439 \n", + "356 3184376694 484.345558 \n", + "357 2604834485 512.250229 \n", + "358 2221546160 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CloseAdj ClosePredicted_Close
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "summary": "{\n \"name\": \"bnb_rest[['Close', 'Adj Close', 'Predicted_Close']]\",\n \"rows\": 47,\n \"fields\": [\n {\n \"column\": \"Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 33.866605805558535,\n \"min\": 566.707031,\n \"max\": 710.46405,\n \"num_unique_values\": 47,\n \"samples\": [\n 601.304199,\n 599.515076,\n 593.522339\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Adj Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 33.866605805558535,\n \"min\": 566.707031,\n \"max\": 710.46405,\n \"num_unique_values\": 47,\n \"samples\": [\n 601.304199,\n 599.515076,\n 593.522339\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Predicted_Close\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 57.48377215990282,\n \"min\": 416.5770442983215,\n \"max\": 589.9847230703235,\n \"num_unique_values\": 41,\n \"samples\": [\n 430.52938813110256,\n 454.4476802695887,\n 520.2230039064182\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 75 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we can see here, the results of the predicted values are different from the actual values of the historical data we have.\n", + "\n", + "We can clearly see the difference from the graphs.\n", + "\n", + "The first graph is the overall 366 date graph from date range('2023-06-20', '2024-06-20')\n", + "\n", + "And the below graph is teh specific date 320 - 366\n", + "\n", + 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)\n", + "\n", + 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)" + ], + "metadata": { + "id": "Hc6HwU7ggkzD" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "EufhBCaBvRuk" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Adding strategies" + ], + "metadata": { + "id": "NjX1ffgVVRNY" + } + }, + { + "cell_type": "code", + "source": [ + "import ccxt\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime\n", + "from sqlalchemy import create_engine\n", + "import backtrader as bt\n", + "import os\n", + "import json\n", + "import ta\n", + "import pyfolio as pf\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense, LSTM\n", + "import torch\n", + "from chronos import ChronosPipeline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "# RDS connection information\n", + "rds_host = os.getenv('PG_HOST')\n", + "rds_port = os.getenv('PG_PORT')\n", + "rds_db = os.getenv('PG_DATABASE')\n", + "rds_user = os.getenv('PG_USER')\n", + "rds_password = os.getenv('PG_PASSWORD')\n", + "\n", + "engine = create_engine(f'postgresql+psycopg2://{rds_user}:{rds_password}@{rds_host}:{rds_port}/{rds_db}')\n", + "\n", + "\n", + "def fetch_ohlcv(symbol, since):\n", + " try:\n", + " ticker = yf.Ticker(symbol)\n", + " ohlcv = ticker.history(period='1d', start=since)\n", + " return ohlcv.reset_index()\n", + " except Exception as e:\n", + " print(f\"Error fetching data for {symbol}: {str(e)}\")\n", + " return None\n", + "\n", + "def store_dataframe(df, table_name):\n", + " df.to_sql(table_name, con=engine, if_exists='append', index=False)\n", + "\n", + "# Fetch and store data for multiple symbols\n", + "symbols = ['BTC-USD', 'ETH-USD', 'BNB-USD', 'XRP-USD', 'ADA-USD', 'SOL1-USD', 'DOGE-USD', 'DOT1-USD', 'SHIB-USD', 'MATIC-USD', 'LTC-USD', 'UNI-USD', 'BCH-USD', 'LINK-USD', 'XLM-USD', 'ATOM-USD', 'VET-USD', 'ICP-USD', 'FIL-USD', 'THETA-USD']\n", + "since = '2023-06-20'\n", + "\n", + "for symbol in symbols:\n", + " ohlcv = fetch_ohlcv(symbol, since)\n", + " if ohlcv is not None and not ohlcv.empty:\n", + " df = ohlcv.rename(columns={'Date': 'timestamp', 'Open': 'open', 'High': 'high', 'Low': 'low', 'Close': 'close', 'Volume': 'volume'})\n", + " store_dataframe(df, f'ohlcv_{symbol.replace(\"-\", \"_\")}')\n", + " print(f'Stored data for {symbol}')\n", + " else:\n", + " print(f'Failed to fetch data for {symbol}')\n", + " sleep(1) # Add a delay to avoid hitting rate limits\n", + "\n", + "\n", + "def fetch_data_from_db(symbol):\n", + " table_name = f'ohlcv_{symbol.replace(\"-\", \"_\")}'\n", + " query = f\"SELECT * FROM {table_name}\"\n", + " df = pd.read_sql(query, con=engine)\n", + " return df\n", + "\n", + "\n", + "def backtest_strategy_with_forecast(strategy_func, df, forecast_df):\n", + " # Integrate forecasted data into the original dataframe\n", + " df = pd.concat([df, forecast_df])\n", + "\n", + " # Run the strategy on the combined dataframe\n", + " df = strategy_func(df)\n", + "\n", + " df['strategy_return'] = df['close'].pct_change() * df['signal']\n", + "\n", + "\n" + ], + "metadata": { + "id": "0l8Dlq2KVTtg" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Data Fetching function" + ], + "metadata": { + "id": "0o1J-36Fmw1B" + } + }, + { + "cell_type": "code", + "source": [ + "def fetch_data(symbol, start_date, end_date):\n", + " query = f\"\"\"\n", + " SELECT timestamp AS date, open AS open, high AS high, low AS low, close AS close, volume AS volume\n", + " FROM public.\"ohlcv_{symbol.replace('/', '_')}\"\n", + " WHERE timestamp >= '{start_date}' AND timestamp <= '{end_date}';\n", + " \"\"\"\n", + " try:\n", + " print(f\"Executing query:\\n{query}\\n\") # Print the SQL query for debugging purposes\n", + "\n", + " data = pd.read_sql(query, con=engine)\n", + " print(f\"Fetched data:\\n{data.head()}\\n\") # Print the first few rows of fetched data for debugging\n", + "\n", + " # Check if data is empty\n", + " if data.empty:\n", + " raise ValueError(\"No data returned from query.\")\n", + "\n", + " # Convert 'date' column to datetime\n", + " data['date'] = pd.to_datetime(data['date'], format='%Y-%m-%d')\n", + "\n", + " # Set 'date' column as index\n", + " data.set_index('date', inplace=True)\n", + "\n", + " # Ensure column names are correctly capitalized for Backtrader\n", + " data.rename(columns={'open': 'Open', 'high': 'High', 'low': 'Low', 'close': 'Close', 'volume': 'Volume'}, inplace=True)\n", + "\n", + " return data\n", + " except Exception as e:\n", + " print(f\"Error fetching data: {e}\")\n", + " raise\n" + ], + "metadata": { + "id": "rW_lNzc_VUqj" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Fetching from binance\n", + "\n" + ], + "metadata": { + "id": "ThNVa9H2mrVy" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "# Initialize Binance API\n", + "binance = ccxt.binance()\n", + "\n", + "def fetch_ohlcv(symbol, timeframe, since=None, limit=1000):\n", + " ohlcv = binance.fetch_ohlcv(symbol, timeframe, since=since, limit=limit)\n", + " return ohlcv\n", + "\n", + "def ohlcv_to_dataframe(ohlcv):\n", + " df = pd.DataFrame(ohlcv, columns=['timestamp', 'open', 'high', 'low', 'close', 'volume'])\n", + " df['timestamp'] = pd.to_datetime(df['timestamp'], unit='ms')\n", + " return df\n", + "\n", + "def fetch_and_store_data(symbol, timeframe, since, until):\n", + " since_timestamp = binance.parse8601(since)\n", + " until_timestamp = binance.parse8601(until)\n", + " all_ohlcv = []\n", + "\n", + " while since_timestamp < until_timestamp:\n", + " ohlcv = fetch_ohlcv(symbol, timeframe, since=since_timestamp)\n", + " all_ohlcv.extend(ohlcv)\n", + " since_timestamp = ohlcv[-1][0]\n", + "\n", + " return ohlcv_to_dataframe(all_ohlcv)" + ], + "metadata": { + "id": "IXTH_5Swmg23" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "QqkQLQ8jnE5A" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "ovgBlWPDnQE6" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### LSTM Model" + ], + "metadata": { + "id": "nacJqrYknQmi" + } + }, + { + "cell_type": "code", + "source": [ + "import yfinance as yf\n", + "import numpy as np\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense , Dropout , LSTM\n", + "\n" + ], + "metadata": { + "id": "otiANSZi7ApP" + }, + "execution_count": 86, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "crypto_data_dict = {\n", + " 'BTC': \"/content/drive/MyDrive/backtesting/datas/yfinance/BTC-USD.csv\",\n", + " 'BNB': \"/content/drive/MyDrive/backtesting/datas/yfinance/BNB-USD.csv\",\n", + " 'ETH': \"/content/drive/MyDrive/backtesting/datas/yfinance/ETH-USD.csv\"\n", + "}\n", + "btc = pd.read_csv('/content/drive/MyDrive/backtesting/datas/yfinance/BTC-USD.csv')" + ], + "metadata": { + "id": "s-oSmpN3265C" + }, + "execution_count": 78, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "vCpxPJob28HT" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Example of LSTM Strategy\n", + "def lstm_strategy(df, look_back=60):\n", + " data = btc['close'].values\n", + " scaler = MinMaxScaler(feature_range=(0, 1))\n", + " data = scaler.fit_transform(data.reshape(-1, 1))\n", + "\n", + " X, y = [], []\n", + " for i in range(look_back, len(data)):\n", + " X.append(data[i-look_back:i, 0])\n", + " y.append(data[i, 0])\n", + " X, y = np.array(X), np.array(y)\n", + "\n", + " X = np.reshape(X, (X.shape[0], X.shape[1], 1))\n", + "\n", + " model = Sequential()\n", + " model.add(LSTM(units=50, return_sequences=True, input_shape=(X.shape[1], 1)))\n", + " model.add(LSTM(units=50))\n", + " model.add(Dense(1))\n", + "\n", + " model.compile(optimizer='adam', loss='mean_squared_error')\n", + " model.fit(X, y, epochs=1, batch_size=1, verbose=2)\n", + "\n", + " predictions = model.predict(X)\n", + " predictions = scaler.inverse_transform(predictions)" + ], + "metadata": { + "id": "zW1A4lvOnFjf" + }, + "execution_count": 79, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "-pK-p5MT66pR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "Py8GLU5x7PVc" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "btc[\"Close\"]=pd.to_numeric(btc.Close,errors='coerce')" + ], + "metadata": { + "id": "OLbWfO1H7Ptf" + }, + "execution_count": 81, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# 'Close' feature\n", + "plt.plot(btc.index, btc['Close'], color = 'green', label = 'Close')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "DCFZr3mR668D", + "outputId": "7156576c-acfd-49bc-b092-eb094f048631" + }, + "execution_count": 82, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "rlRwwuFP7gER" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### preprocessing" + ], + "metadata": { + "id": "hwMwBQlP7lCe" + } + }, + { + "cell_type": "code", + "source": [ + "# saving 'Close' feature in a variable name dataV1, since we only need that\n", + "dataV1 = btc.iloc[:,3:4]\n", + "dataV1 = dataV1.values\n", + "dataV1.shape\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "kFttlNaCnFzb", + "outputId": "71d7467f-52ed-4487-a89a-511f074a478d" + }, + "execution_count": 84, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(367, 1)" + ] + }, + "metadata": {}, + "execution_count": 84 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# normalizing the data\n", + "Scaler = MinMaxScaler(feature_range=(0,1))\n", + "dataV1 = Scaler.fit_transform(dataV1)\n", + "dataV1.shape\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "zjABgxVl7uAJ", + "outputId": "56edc720-5918-4433-9910-0bf24c1d826b" + }, + "execution_count": 87, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(367, 1)" + ] + }, + "metadata": {}, + "execution_count": 87 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# declaring feature length\n", + "feature_length = 100\n", + "# Function to create x and y data\n", + "def Create_Features_and_Targets(data, feature_length):\n", + " X = list()\n", + " Y = list()\n", + " for i in range(len(data) - feature_length -1):\n", + " X.append(data[i:(i + feature_length), 0])\n", + " Y.append(data[i + feature_length, 0])\n", + " X = np.array(X)\n", + " Y = np.array(Y)\n", + " return X,Y\n" + ], + "metadata": { + "id": "F1Y1YQc97uPC" + }, + "execution_count": 88, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "DP3Fnk5h79sv" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X_train, y_train = Create_Features_and_Targets(dataV1, feature_length)\n" + ], + "metadata": { + "id": "AOBJlNxm79-V" + }, + "execution_count": 89, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X_train, y_train = Create_Features_and_Targets(dataV1, feature_length)\n", + "\n", + "# Making data 3 dimensional\n", + "X_train = np.reshape(X_train,(X_train.shape[0],X_train.shape[1],1))\n" + ], + "metadata": { + "id": "XqYkjtvD8Bxw" + }, + "execution_count": 90, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "X_train.shape, y_train.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "znvYX-X88CGN", + "outputId": "4ba31268-660c-47c2-f017-be852f176eb7" + }, + "execution_count": 91, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "((266, 100, 1), (266,))" + ] + }, + "metadata": {}, + "execution_count": 91 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### LSTM Model" + ], + "metadata": { + "id": "6RUHXe9D8JUX" + } + }, + { + "cell_type": "code", + "source": [ + "# model\n", + "model = Sequential([\n", + " LSTM(100, return_sequences = True, input_shape =(X_train.shape[1],1)),\n", + " Dropout(0.3),\n", + "\n", + " LSTM(100, return_sequences = False),\n", + " Dropout(0.3),\n", + " Dense(1),\n", + "])\n", + "model.compile(optimizer='adam',loss=\"mean_squared_error\")" + ], + "metadata": { + "id": "0Vr27lm-8CTy" + }, + "execution_count": 92, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "model.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cm2UmGUD8Tsy", + "outputId": "adb6e1e8-f46f-49ae-b3d1-89e53601aec8" + }, + "execution_count": 93, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " lstm (LSTM) (None, 100, 100) 40800 \n", + " \n", + " dropout (Dropout) (None, 100, 100) 0 \n", + " \n", + " lstm_1 (LSTM) (None, 100) 80400 \n", + " \n", + " dropout_1 (Dropout) (None, 100) 0 \n", + " \n", + " dense (Dense) (None, 1) 101 \n", + " \n", + "=================================================================\n", + "Total params: 121301 (473.83 KB)\n", + "Trainable params: 121301 (473.83 KB)\n", + "Non-trainable params: 0 (0.00 Byte)\n", + "_________________________________________________________________\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "#LSTM Training the model\n", + "history = model.fit(\n", + " X_train,\n", + " y_train,\n", + " epochs = 50,\n", + " batch_size = 12,\n", + " verbose=1,\n", + ")\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "s7vKrZh-8T8T", + "outputId": "c7ef7f00-bb54-4fd5-868d-9c1fe071b723" + }, + "execution_count": 94, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "23/23 [==============================] - 12s 110ms/step - loss: 0.0672\n", + "Epoch 2/50\n", + "23/23 [==============================] - 2s 91ms/step - loss: 0.0117\n", + "Epoch 3/50\n", + "23/23 [==============================] - 3s 110ms/step - loss: 0.0082\n", + "Epoch 4/50\n", + "23/23 [==============================] - 3s 147ms/step - loss: 0.0065\n", + "Epoch 5/50\n", + "23/23 [==============================] - 2s 90ms/step - loss: 0.0071\n", + "Epoch 6/50\n", + "23/23 [==============================] - 3s 111ms/step - loss: 0.0091\n", + "Epoch 7/50\n", + "23/23 [==============================] - 3s 146ms/step - loss: 0.0067\n", + "Epoch 8/50\n", + "23/23 [==============================] - 4s 167ms/step - loss: 0.0061\n", + "Epoch 9/50\n", + "23/23 [==============================] - 4s 189ms/step - loss: 0.0064\n", + "Epoch 10/50\n", + "23/23 [==============================] - 3s 142ms/step - loss: 0.0063\n", + "Epoch 11/50\n", + "23/23 [==============================] - 4s 173ms/step - loss: 0.0052\n", + "Epoch 12/50\n", + "23/23 [==============================] - 4s 180ms/step - loss: 0.0060\n", + "Epoch 13/50\n", + "23/23 [==============================] - 5s 193ms/step - loss: 0.0080\n", + "Epoch 14/50\n", + "23/23 [==============================] - 3s 144ms/step - loss: 0.0068\n", + "Epoch 15/50\n", + "23/23 [==============================] - 5s 202ms/step - loss: 0.0069\n", + "Epoch 16/50\n", + "23/23 [==============================] - 7s 283ms/step - loss: 0.0053\n", + "Epoch 17/50\n", + "23/23 [==============================] - 3s 147ms/step - loss: 0.0067\n", + "Epoch 18/50\n", + "23/23 [==============================] - 3s 147ms/step - loss: 0.0074\n", + "Epoch 19/50\n", + "23/23 [==============================] - 3s 145ms/step - loss: 0.0082\n", + "Epoch 20/50\n", + "23/23 [==============================] - 5s 202ms/step - loss: 0.0052\n", + "Epoch 21/50\n", + "23/23 [==============================] - 4s 153ms/step - loss: 0.0049\n", + "Epoch 22/50\n", + "23/23 [==============================] - 4s 161ms/step - loss: 0.0057\n", + "Epoch 23/50\n", + "23/23 [==============================] - 5s 203ms/step - loss: 0.0060\n", + "Epoch 24/50\n", + "23/23 [==============================] - 4s 196ms/step - loss: 0.0066\n", + "Epoch 25/50\n", + "23/23 [==============================] - 3s 143ms/step - loss: 0.0045\n", + "Epoch 26/50\n", + "23/23 [==============================] - 4s 154ms/step - loss: 0.0054\n", + "Epoch 27/50\n", + "23/23 [==============================] - 2s 89ms/step - loss: 0.0048\n", + "Epoch 28/50\n", + "23/23 [==============================] - 3s 143ms/step - loss: 0.0047\n", + "Epoch 29/50\n", + "23/23 [==============================] - 4s 176ms/step - loss: 0.0051\n", + "Epoch 30/50\n", + "23/23 [==============================] - 3s 145ms/step - loss: 0.0054\n", + "Epoch 31/50\n", + "23/23 [==============================] - 3s 152ms/step - loss: 0.0051\n", + "Epoch 32/50\n", + "23/23 [==============================] - 4s 170ms/step - loss: 0.0045\n", + "Epoch 33/50\n", + "23/23 [==============================] - 4s 180ms/step - loss: 0.0058\n", + "Epoch 34/50\n", + "23/23 [==============================] - 3s 149ms/step - loss: 0.0066\n", + "Epoch 35/50\n", + "23/23 [==============================] - 3s 152ms/step - loss: 0.0048\n", + "Epoch 36/50\n", + "23/23 [==============================] - 4s 170ms/step - loss: 0.0052\n", + "Epoch 37/50\n", + "23/23 [==============================] - 4s 194ms/step - loss: 0.0045\n", + "Epoch 38/50\n", + "23/23 [==============================] - 3s 150ms/step - loss: 0.0047\n", + "Epoch 39/50\n", + "23/23 [==============================] - 4s 174ms/step - loss: 0.0050\n", + "Epoch 40/50\n", + "23/23 [==============================] - 2s 91ms/step - loss: 0.0053\n", + "Epoch 41/50\n", + "23/23 [==============================] - 3s 138ms/step - loss: 0.0040\n", + "Epoch 42/50\n", + "23/23 [==============================] - 3s 116ms/step - loss: 0.0046\n", + "Epoch 43/50\n", + "23/23 [==============================] - 2s 91ms/step - loss: 0.0039\n", + "Epoch 44/50\n", + "23/23 [==============================] - 2s 91ms/step - loss: 0.0038\n", + "Epoch 45/50\n", + "23/23 [==============================] - 2s 91ms/step - loss: 0.0045\n", + "Epoch 46/50\n", + "23/23 [==============================] - 2s 91ms/step - loss: 0.0043\n", + "Epoch 47/50\n", + "23/23 [==============================] - 3s 134ms/step - loss: 0.0045\n", + "Epoch 48/50\n", + "23/23 [==============================] - 3s 129ms/step - loss: 0.0044\n", + "Epoch 49/50\n", + "23/23 [==============================] - 2s 92ms/step - loss: 0.0042\n", + "Epoch 50/50\n", + "23/23 [==============================] - 2s 93ms/step - loss: 0.0038\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# training model\n", + "plt.plot(history.history['loss'])\n", + "plt.title('Training model loss')\n", + "plt.ylabel('loss')\n", + "plt.xlabel('epoch')\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "KeSWo9Ks8UYI", + "outputId": "ed06c10f-770c-4e4f-c87c-6b89f441cc36" + }, + "execution_count": 95, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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Rs/x9+/bFypUrMXPmTMyYMQPt27fH+vXrxTmAKq1atQqCIGDMmDGSXg8RERGZP9knQjRHOp0OTk5OyMvL41NgREREjcS9fH43+afAiIiIiP6JAYiIiIiaHQYgIiIianYYgIiIiKjZYQAiIiKiZocBiIiIiJod2ecBak5ulpTjRmEp1NaWcLPn0htERERyYQuQhL7dcwH9P9qB+dtOy10VIiKiZo0BSEIq64rbXVJmkLkmREREzRsDkIRUVpYAgJJyBiAiIiI5MQBJSGX1dwtQuV7mmhARETVvDEASErvA2AJEREQkKwYgCYldYBwDREREJCsGIAmxC4yIiMg8MABJiIOgiYiIzAMDkIQ4BoiIiMg8MABJSOwCK2MXGBERkZwYgCTELjAiIiLzwAAkoapB0AxAREREcmIAklDVGCB2gREREcmJAUhClV1gZXoBeoMgc22IiIiaLwYgCVV2gQFAKbvBiIiIZMMAJKFbAxC7wYiIiOTDACQhK0sLWFooAHAgNBERkZwYgCRWNRcQAxAREZFcGIAkxvXAiIiI5McAJDFOhkhERCQ/BiCJcS4gIiIi+TEASYxjgIiIiOTHACQxdoERERHJjwFIYhwETUREJD8GIIlVjQFiCxAREZFcGIAkJnaBcQwQERGRbBiAJMYuMCIiIvkxAEmsKgCxBYiIiEguDEAS41NgRERE8mMAkpg4CLqMXWBERERyYQCSGLvAiIiI5McAJDF2gREREcmPAUhifAqMiIhIfgxAEqsaA8QWICIiIrkwAElMbc0uMCIiIrnJHoCWLFkCf39/qNVqhIaG4uDBg3csv2bNGgQGBkKtVqNr167YsmVLtTInT57EyJEj4eTkBDs7O/Tq1Qvp6emmuoR7wi4wIiIi+ckagFavXo3o6GjMnj0bSUlJCAoKQkREBLKzs2ssv2/fPowZMwYTJkxAcnIyIiMjERkZiePHj4tlzp07h/79+yMwMBA7d+7E0aNH8e6770KtVkt1WXfEQdBERETyUwiCIMh18tDQUPTq1QuLFy8GABgMBvj6+uL111/HtGnTqpWPiopCQUEBNm3aJO7r06cPgoODsWzZMgDA6NGjYW1tjRUrVtS5XjqdDk5OTsjLy4Ojo2Od36cmW49dwSs/JqG3fwv8/HJYg743ERFRc3Yvn9+ytQCVlpYiMTER4eHhVZWxsEB4eDgSEhJqPCYhIcGoPABERESI5Q0GAzZv3owOHTogIiICLVu2RGhoKNavX3/HupSUlECn0xltplK1Gjy7wIiIiOQiWwDKzc2FXq+Hh4eH0X4PDw9otdoaj9FqtXcsn52djZs3b2LevHkYNmwYtm3bhkcffRSPPfYYdu3addu6xMTEwMnJSdx8fX3reXW3xy4wIiIi+ck+CLohGQwVoeKRRx7Bm2++ieDgYEybNg0PPfSQ2EVWk+nTpyMvL0/cMjIyTFZHzgRNREQkPyu5Tuzm5gZLS0tkZWUZ7c/KyoJGo6nxGI1Gc8fybm5usLKyQqdOnYzKdOzYEXv27LltXVQqFVQqVV0u456JLUBcC4yIiEg2srUAKZVKhISEID4+XtxnMBgQHx+PsLCaBweHhYUZlQeAuLg4sbxSqUSvXr1w+vRpozJnzpyBn59fA19B3VSNAWILEBERkVxkawECgOjoaIwbNw49e/ZE7969sXDhQhQUFGD8+PEAgLFjx8Lb2xsxMTEAgMmTJ2PQoEGYP38+RowYgVWrVuHw4cNYvny5+J5Tp05FVFQUBg4ciPvuuw+xsbHYuHEjdu7cKcclVsMuMCIiIvnJGoCioqKQk5ODWbNmQavVIjg4GLGxseJA5/T0dFhYVDVS9e3bFytXrsTMmTMxY8YMtG/fHuvXr0eXLl3EMo8++iiWLVuGmJgYTJo0CQEBAfjll1/Qv39/ya+vJlWDoNkFRkREJBdZ5wEyV6acB+h6QSm6vx8HADj34XBYWiga9P2JiIiaq0YxD1BzVTkGCABK2Q1GREQkCwYgiSktq245u8GIiIjkwQAkMStLC1j93e3FgdBERETyYACSgfgkWBkDEBERkRwYgGSgsuaTYERERHJiAJIB5wIiIiKSFwOQDKoCEFuAiIiI5MAAJIOq9cDYAkRERCQHBiAZcD0wIiIieTEAyYBdYERERPJiAJJB1XpgbAEiIiKSAwOQDDgPEBERkbwYgGRQNQaIXWBERERyYACSAbvAiIiI5MUAJANOhEhERCQvBiAZVI0BYhcYERGRHBiAZFC1FhhbgIiIiOTAACQDdoERERHJiwFIBpwIkYiISF4MQDLgWmBERETyYgCSAdcCIyIikhcDkAzYBUZERCQvBiAZcCJEIiIieTEAyYBrgREREcmLAUgGXAuMiIhIXgxAMmAXGBERkbwYgGTAiRCJiIjkxQAkg6p5gNgFRkREJAcGIBlwHiAiIiJ5MQDJgF1gRERE8mIAkkHVIGh2gREREcmBAUgGlS1AZXoBeoMgc22IiIiaHwYgGVSOAQKAUnaDERERSY4BSAZKy6rbzm4wIiIi6TEAycDK0gJWFgoAHAhNREQkBwYgmXA9MCIiIvkwAMlEZc0nwYiIiOTCACQTzgVEREQkHwYgmVQFILYAERERSY0BSCZV64GxBYiIiEhqDEAy4XpgRERE8mEAkgm7wIiIiORjFgFoyZIl8Pf3h1qtRmhoKA4ePHjH8mvWrEFgYCDUajW6du2KLVu2GL3+3HPPQaFQGG3Dhg0z5SXcs6r1wNgCREREJDXZA9Dq1asRHR2N2bNnIykpCUFBQYiIiEB2dnaN5fft24cxY8ZgwoQJSE5ORmRkJCIjI3H8+HGjcsOGDcOVK1fE7aeffpLicmqN8wARERHJR/YAtGDBArzwwgsYP348OnXqhGXLlsHW1hbffPNNjeU///xzDBs2DFOnTkXHjh3x/vvvo0ePHli8eLFROZVKBY1GI24uLi5SXE6tVY4BKmYXGBERkeRkDUClpaVITExEeHi4uM/CwgLh4eFISEio8ZiEhASj8gAQERFRrfzOnTvRsmVLBAQE4JVXXsHVq1dvW4+SkhLodDqjzdT4FBgREZF8ZA1Aubm50Ov18PDwMNrv4eEBrVZb4zFarfau5YcNG4YffvgB8fHx+Oijj7Br1y48+OCD0Otrbm2JiYmBk5OTuPn6+tbzyu6Og6CJiIjkYyV3BUxh9OjR4tddu3ZFt27d0LZtW+zcuRNDhgypVn769OmIjo4Wv9fpdCYPQZwJmoiISD6ytgC5ubnB0tISWVlZRvuzsrKg0WhqPEaj0dxTeQBo06YN3NzckJqaWuPrKpUKjo6ORpupVa0FxgBEREQkNVkDkFKpREhICOLj48V9BoMB8fHxCAsLq/GYsLAwo/IAEBcXd9vyAHDp0iVcvXoVnp6eDVPxBlD1FBi7wIiIiKQm+1Ng0dHR+Oqrr/D999/j5MmTeOWVV1BQUIDx48cDAMaOHYvp06eL5SdPnozY2FjMnz8fp06dwpw5c3D48GG89tprAICbN29i6tSp2L9/Py5evIj4+Hg88sgjaNeuHSIiImS5xpqwC4yIiEg+so8BioqKQk5ODmbNmgWtVovg4GDExsaKA53T09NhYVGV0/r27YuVK1di5syZmDFjBtq3b4/169ejS5cuAABLS0scPXoU33//PW7cuAEvLy8MHToU77//PlQqlSzXWBNOhEhERCQfhSAIgtyVMDc6nQ5OTk7Iy8sz2XigHxIuYtaGExjeVYMvng4xyTmIiIiak3v5/Ja9C6y54kzQRERE8mEAkgm7wIiIiOTDACQTToRIREQkHwYgmVSuBcYWICIiIukxAMmEa4ERERHJhwFIJuwCIyIikg8DkEw4CJqIiEg+DEAy4RggIiIi+TAAyYRrgREREcmHAUgm7AIjIiKSDwOQTCpbgMoNAsr1DEFERERSYgCSSeUYIAAoZQAiIiKSFAOQTJSWVbeecwERERFJiwFIJlaWFrCyUADgOCAiIiKpMQDJiJMhEhERyYMBSEYqaz4JRkREJAcGIBlVzQXEAERERCQlBiAZsQuMiIhIHgxAMuJkiERERPJgAJJR1XpgbAEiIiKSEgOQjDgGiIiISB4MQDJiFxgREZE8GIBkxEHQRERE8mAAklHVGCC2ABEREUmJAUhGYhcYxwARERFJigFIRuwCIyIikgcDkIyqAhBbgIiIiKTEACQjrgVGREQkDwYgGVXNA8QuMCIiIikxAMmIXWBERETyYACSESdCJCIikgcDkIy4FhgREZE8GIBkxLXAiIiI5MEAJCN2gREREcmDAUhGnAiRiIhIHgxAMuJaYERERPJgAJIR1wIjIiKSBwOQjNgFRkREJA8GIBlxEDQREZE8GIBkxDFARERE8mAAkhHXAiMiIpIHA5CM2AVGREQkD7MIQEuWLIG/vz/UajVCQ0Nx8ODBO5Zfs2YNAgMDoVar0bVrV2zZsuW2ZV9++WUoFAosXLiwgWtdf5UtQOUGAeV6hiAiIiKpyB6AVq9ejejoaMyePRtJSUkICgpCREQEsrOzayy/b98+jBkzBhMmTEBycjIiIyMRGRmJ48ePVyu7bt067N+/H15eXqa+jDqpHAMEAKUMQERERJKRPQAtWLAAL7zwAsaPH49OnTph2bJlsLW1xTfffFNj+c8//xzDhg3D1KlT0bFjR7z//vvo0aMHFi9ebFTu8uXLeP311/Hjjz/C2tpaiku5Z5VdYADnAiIiIpKSrAGotLQUiYmJCA8PF/dZWFggPDwcCQkJNR6TkJBgVB4AIiIijMobDAY8++yzmDp1Kjp37nzXepSUlECn0xltUrC0UMDaUlFRB44DIiIikoysASg3Nxd6vR4eHh5G+z08PKDVams8RqvV3rX8Rx99BCsrK0yaNKlW9YiJiYGTk5O4+fr63uOV1F3VQGg+CUZERCQV2bvAGlpiYiI+//xzfPfdd1AoFLU6Zvr06cjLyxO3jIwME9eyStVs0GwBIiIikoqsAcjNzQ2WlpbIysoy2p+VlQWNRlPjMRqN5o7ld+/ejezsbLRq1QpWVlawsrJCWloapkyZAn9//xrfU6VSwdHR0WiTStVcQAxAREREUpE1ACmVSoSEhCA+Pl7cZzAYEB8fj7CwsBqPCQsLMyoPAHFxcWL5Z599FkePHkVKSoq4eXl5YerUqfj9999NdzF1pLJmFxgREZHUrOSuQHR0NMaNG4eePXuid+/eWLhwIQoKCjB+/HgAwNixY+Ht7Y2YmBgAwOTJkzFo0CDMnz8fI0aMwKpVq3D48GEsX74cAODq6gpXV1ejc1hbW0Oj0SAgIEDai6sFdoERERFJT/YAFBUVhZycHMyaNQtarRbBwcGIjY0VBzqnp6fDwqKqoapv375YuXIlZs6ciRkzZqB9+/ZYv349unTpItcl1AtXhCciIpKeQhAEQe5KmBudTgcnJyfk5eWZfDzQqGUJOHjxGpY+3QMPdvU06bmIiIiasnv5/G5yT4E1NlwRnoiISHoMQDJjFxgREZH0GIBkxhXhiYiIpMcAJDPOA0RERCQ9BiCZVY0BYhcYERGRVBiAZMYuMCIiIukxAMmMEyESERFJr04B6Pvvv8fmzZvF79966y04Ozujb9++SEtLa7DKNQdVY4DYBUZERCSVOgWgDz/8EDY2NgCAhIQELFmyBB9//DHc3Nzw5ptvNmgFm7qqtcDYAkRERCSVOi2FkZGRgXbt2gEA1q9fj8cffxwvvvgi+vXrh8GDBzdk/Zo8doERERFJr04tQPb29rh69SoAYNu2bXjggQcAAGq1GkVFRQ1Xu2aAEyESERFJr04tQA888ACef/55dO/eHWfOnMHw4cMBACdOnIC/v39D1q/JE58C4zxAREREkqlTC9CSJUsQFhaGnJwc/PLLL3B1dQUAJCYmYsyYMQ1awaaOa4ERERFJr04tQM7Ozli8eHG1/e+99169K9TcsAuMiIhIenVqAYqNjcWePXvE75csWYLg4GA89dRTuH79eoNVrjngRIhERETSq1MAmjp1KnQ6HQDg2LFjmDJlCoYPH44LFy4gOjq6QSvY1HEtMCIiIunVqQvswoUL6NSpEwDgl19+wUMPPYQPP/wQSUlJ4oBoqh2uBUZERCS9OrUAKZVKFBYWAgC2b9+OoUOHAgBatGghtgxR7bALjIiISHp1agHq378/oqOj0a9fPxw8eBCrV68GAJw5cwY+Pj4NWsGmjhMhEhERSa9OLUCLFy+GlZUV1q5di6VLl8Lb2xsAsHXrVgwbNqxBK9jUVc0DxC4wIiIiqdSpBahVq1bYtGlTtf2fffZZvSvU3HAeICIiIunVKQABgF6vx/r163Hy5EkAQOfOnTFy5EhYWlo2WOWag8ousHKDgHK9AVaWdWqUIyIiontQpwCUmpqK4cOH4/LlywgICAAAxMTEwNfXF5s3b0bbtm0btJJNWWUXGACUMgARERFJok6ftpMmTULbtm2RkZGBpKQkJCUlIT09Ha1bt8akSZMauo5NmtKq6kfAuYCIiIikUacWoF27dmH//v1o0aKFuM/V1RXz5s1Dv379GqxyzYGlhQLWlgqU6QWOAyIiIpJInVqAVCoV8vPzq+2/efMmlEplvSvV3FTNBcQnwYiIiKRQpwD00EMP4cUXX8SBAwcgCAIEQcD+/fvx8ssvY+TIkQ1dxyaPcwERERFJq04BaNGiRWjbti3CwsKgVquhVqvRt29ftGvXDgsXLmzgKjZ9XA+MiIhIWnUaA+Ts7IwNGzYgNTVVfAy+Y8eOaNeuXYNWrrlQWbMLjIiISEq1DkB3W+V9x44d4tcLFiyoe42aIXaBERERSavWASg5OblW5RQKRZ0r01xVBSC2ABEREUmh1gHo1hYealhV64GxBYiIiEgKnHbYDHA9MCIiImkxAJkBdoERERFJiwHIDFRNhMgWICIiIikwAJkBzgNEREQkLQYgM1A1BohdYERERFJgADID7AIjIiKSFgOQGeBEiERERNJiADIDVWOA2AVGREQkBQYgM1C1FhhbgIiIiKTAAGQG2AVGREQkLbMIQEuWLIG/vz/UajVCQ0Nx8ODBO5Zfs2YNAgMDoVar0bVrV2zZssXo9Tlz5iAwMBB2dnZwcXFBeHg4Dhw4YMpLqBdOhEhERCQt2QPQ6tWrER0djdmzZyMpKQlBQUGIiIhAdnZ2jeX37duHMWPGYMKECUhOTkZkZCQiIyNx/PhxsUyHDh2wePFiHDt2DHv27IG/vz+GDh2KnJwcqS7rnnAtMCIiImkpBEEQ5KxAaGgoevXqhcWLFwMADAYDfH198frrr2PatGnVykdFRaGgoACbNm0S9/Xp0wfBwcFYtmxZjefQ6XRwcnLC9u3bMWTIkLvWqbJ8Xl4eHB0d63hltbch5TImr0pB/3Zu+N/zoSY/HxERUVN0L5/fsrYAlZaWIjExEeHh4eI+CwsLhIeHIyEhocZjEhISjMoDQERExG3Ll5aWYvny5XByckJQUFCNZUpKSqDT6Yw2KbELjIiISFqyBqDc3Fzo9Xp4eHgY7ffw8IBWq63xGK1WW6vymzZtgr29PdRqNT777DPExcXBzc2txveMiYmBk5OTuPn6+tbjqu4dJ0IkIiKSluxjgEzlvvvuQ0pKCvbt24dhw4Zh1KhRtx1XNH36dOTl5YlbRkaGpHXlWmBERETSkjUAubm5wdLSEllZWUb7s7KyoNFoajxGo9HUqrydnR3atWuHPn364Ouvv4aVlRW+/vrrGt9TpVLB0dHRaJMS1wIjIiKSlqwBSKlUIiQkBPHx8eI+g8GA+Ph4hIWF1XhMWFiYUXkAiIuLu235W9+3pKSk/pU2AXaBERERSctK7gpER0dj3Lhx6NmzJ3r37o2FCxeioKAA48ePBwCMHTsW3t7eiImJAQBMnjwZgwYNwvz58zFixAisWrUKhw8fxvLlywEABQUF+L//+z+MHDkSnp6eyM3NxZIlS3D58mU8+eSTsl3nnXAiRCIiImnJHoCioqKQk5ODWbNmQavVIjg4GLGxseJA5/T0dFhYVDVU9e3bFytXrsTMmTMxY8YMtG/fHuvXr0eXLl0AAJaWljh16hS+//575ObmwtXVFb169cLu3bvRuXNnWa7xbqrmAWIXGBERkRRknwfIHEk9D1CWrhihH8bDykKB1A+Hm/x8RERETVGjmQeIKlR2gZUbBJTr2Q1GRERkagxAZqCyCwwAShmAiIiITI4ByAworap+DMWcC4iIiMjkGIDMgKWFAtaWCgCcC4iIiEgKDEBmgivCExERSYcByExwLiAiIiLpMACZCa4IT0REJB0GIDOhsuZyGERERFJhADITXBGeiIhIOgxAZoJdYERERNJhADITXBGeiIhIOgxAZkJlzRYgIiIiqTAAmQmOASIiIpIOA5CZYBcYERGRdBiAzAQHQRMREUmHAchMiGOA2AVGRERkcgxAZoJdYERERNJhADIT7AIjIiKSDgOQmeBiqERERNJhADIT4lpgHANERERkcgxAZoJdYERERNJhADIT7AIjIiKSDgOQmeBTYERERNJhADITXAuMiIhIOgxAZoJrgREREUmHAchMsAuMiIhIOgxAZoJPgREREUmHAchMVI0BYgsQERGRqTEAmQmxC4xjgIiIiEyOAchMsAuMiIhIOgxAZoKDoImIiKTDAGQmOAaIiIhIOgxAZqKyC0xvEFCuZwgiIiIyJQYgM1HZBQawFYiIiMjUGIDMhNKq6kfBAERERGRaDEBmwtJCAWtLBQA+CUZERGRqDEBmhHMBERERSYMByIxUzQXEAERERGRKDEBmhJMhEhERSYMByIyorDkZIhERkRQYgMyI2ALEMUBEREQmxQBkRtgFRkREJA2zCEBLliyBv78/1Go1QkNDcfDgwTuWX7NmDQIDA6FWq9G1a1ds2bJFfK2srAxvv/02unbtCjs7O3h5eWHs2LHIzMw09WXUG9cDIyIikobsAWj16tWIjo7G7NmzkZSUhKCgIERERCA7O7vG8vv27cOYMWMwYcIEJCcnIzIyEpGRkTh+/DgAoLCwEElJSXj33XeRlJSEX3/9FadPn8bIkSOlvKw6qVoPjC1AREREpqQQBEGQswKhoaHo1asXFi9eDAAwGAzw9fXF66+/jmnTplUrHxUVhYKCAmzatEnc16dPHwQHB2PZsmU1nuPQoUPo3bs30tLS0KpVq7vWSafTwcnJCXl5eXB0dKzjld27578/hO0nszHvsa4Y3fvu9SQiIqIq9/L5LWsLUGlpKRITExEeHi7us7CwQHh4OBISEmo8JiEhwag8AERERNy2PADk5eVBoVDA2dm5xtdLSkqg0+mMNjmwC4yIiEgasgag3Nxc6PV6eHh4GO338PCAVqut8RitVntP5YuLi/H2229jzJgxt02DMTExcHJyEjdfX986XE39sQuMiIhIGrKPATKlsrIyjBo1CoIgYOnSpbctN336dOTl5YlbRkaGhLWswqUwiIiIpGEl58nd3NxgaWmJrKwso/1ZWVnQaDQ1HqPRaGpVvjL8pKWl4Y8//rhjX6BKpYJKparjVTQcLoVBREQkDVlbgJRKJUJCQhAfHy/uMxgMiI+PR1hYWI3HhIWFGZUHgLi4OKPyleHn7Nmz2L59O1xdXU1zAQ2MXWBERETSkLUFCACio6Mxbtw49OzZE71798bChQtRUFCA8ePHAwDGjh0Lb29vxMTEAAAmT56MQYMGYf78+RgxYgRWrVqFw4cPY/ny5QAqws8TTzyBpKQkbNq0CXq9Xhwf1KJFCyiVSnkutBY4CJqIiEgasgegqKgo5OTkYNasWdBqtQgODkZsbKw40Dk9PR0WFlUNVX379sXKlSsxc+ZMzJgxA+3bt8f69evRpUsXAMDly5fx22+/AQCCg4ONzrVjxw4MHjxYkuuqCy6FQUREJA3Z5wEyR3LNA/Tf3efxweaTiAz2wsLR3SU7LxERUVPQaOYBImNcDZ6IiEgaDEBmhE+BERERSYMByIxwNXgiIiJpMACZEU6ESEREJA0GIDNSNQ8QAxAREZEpMQCZEXaBERERSYMByIxwIkQiIiJpMACZEU6ESEREJA0GIDOi5lpgREREkmAAMiPsAiMiIpIGA5AZ4USIRERE0mAAMiOVLUB6g4ByPUMQERGRqTAAmZHKeYAAtgIRERGZEgOQGVFaMgARERFJgQHIjFhYKMQQxCfBiIiITIcByMxwLiAiIiLTYwAyM1wPjIiIyPQYgMxM1VxA7AIjIiIyFQYgM8O5gIiIiEyPAcjMKDkGiIiIyOQYgMyMyppdYERERKbGAGRm2AVGRERkegxAZqYqALEFiIiIyFQYgMyM+BQYxwARERGZDAOQmeE8QERERKbHAGRm2AVGRERkegxAZoZdYERERKbHAGRm+BQYERGR6TEAmZmqMUDsAiMiIjIVBiAzU7UWGFuAiIiITIUByMyouBQGERGRyTEAmRk+BUZERGR6DEBmpmotMLYAERERmQoDkJnhU2BERESmxwBkZtgFRkREZHoMQGaGEyESERGZHgOQmamcB6iglC1AREREpsIAZGbauNkBAE5e0eG0Nl/m2hARETVNDEBmxs/VDsO7agAAi/44K3NtiIiImiYGIDM0aUh7AMCWY1dwNoutQERERA2NAcgMBWocMayzBoIA/OePVLmrQ0RE1OQwAJmp14e0AwBsPJqJ1OybMteGiIioaZE9AC1ZsgT+/v5Qq9UIDQ3FwYMH71h+zZo1CAwMhFqtRteuXbFlyxaj13/99VcMHToUrq6uUCgUSElJMWHtTaezlxMe6OQBQQCW7GArEBERUUOSNQCtXr0a0dHRmD17NpKSkhAUFISIiAhkZ2fXWH7fvn0YM2YMJkyYgOTkZERGRiIyMhLHjx8XyxQUFKB///746KOPpLoMk5l0f8VYoA0pl3E+h61AREREDUUhCIIg18lDQ0PRq1cvLF68GABgMBjg6+uL119/HdOmTatWPioqCgUFBdi0aZO4r0+fPggODsayZcuMyl68eBGtW7dGcnIygoOD76leOp0OTk5OyMvLg6Oj471fWAOa8N0hxJ/KxmM9vLFgVLCsdSEiIjJn9/L5LVsLUGlpKRITExEeHl5VGQsLhIeHIyEhocZjEhISjMoDQERExG3L11ZJSQl0Op3RZi4qnwjbkJKJi7kFMteGiIioaZAtAOXm5kKv18PDw8Nov4eHB7RabY3HaLXaeypfWzExMXBychI3X1/fer1fQwrydcbgAHfoDQLHAhERETUQ2QdBm4Pp06cjLy9P3DIyMuSukpHJf7cC/Zp8GelXC2WuDRERUeMnWwByc3ODpaUlsrKyjPZnZWVBo9HUeIxGo7mn8rWlUqng6OhotJmT7q1cMLBDRSvQFzvZCkRERFRfsgUgpVKJkJAQxMfHi/sMBgPi4+MRFhZW4zFhYWFG5QEgLi7utuWbksl/zwu0NvESMq5J2wpUWFqOXxIv4XpBqaTnJSIiMhVZu8Cio6Px1Vdf4fvvv8fJkyfxyiuvoKCgAOPHjwcAjB07FtOnTxfLT548GbGxsZg/fz5OnTqFOXPm4PDhw3jttdfEMteuXUNKSgr++usvAMDp06eRkpJS73FCcgvxa4H+7dxQbhDwxc5zkp23tNyAF344jClrjuDZbw6gtNwg2bmJiIhMRdYAFBUVhU8//RSzZs1CcHAwUlJSEBsbKw50Tk9Px5UrV8Tyffv2xcqVK7F8+XIEBQVh7dq1WL9+Pbp06SKW+e2339C9e3eMGDECADB69Gh079692mPyjVHlE2FrEzNw+UaRyc8nCALeWXcMe1OvAgCOX9bhs+1nTH5eIiIiU5N1HiBzZU7zAP3TmOX7kXD+Kp7p0wofRHY16bkWxZ/FgrgzsFAA4/r649u9F6FQAD+90Ad92ria9NxERET3qlHMA0R1Mzm8ohXo50OXcCXPdK1A65IvYUFcRWvP3Ee6YPbDnTGqpw8EAYhenYK8ojKTnZuIiMjUGIAamT5tXNG7dQuU6g1YaqKxQAnnruKttUcBAC8NbINn+vgBAGY/3Bl+rrbIzCvGrA3H7/QW1EiU6w347Ugmvt5zAeV6ju8iouaDAagReuPvsUD/25+GtYmXGvS9U7Pz8dKKwyjTCxjeVYO3hwWKr9mprPBZVDAsLRTYkJKJDSmXG/Tc5spgELBg22nEbD2J/OKm0fJVpjdgzeEMhC/YhUk/JeP9TX/hu30X5a4WEZFkGIAaobC2rhjdyxcGAfj3miP4du+FBnnfnPwSPPftIeiKy9GjlTMWjAqGhYXCqEyPVi54/f6KR/JnrjuOS9eb/sSMH/9+Gov+SMWXu87jwc934+CFa3JXqc5Kyw1YeSAd9326E1PXHsXFq4VQW1f8b2Dh9rPIzi+WuYZERNJgAGqEFAoFPny0K8b38wcAvLfxLyyKP4v6jGcvKtXj+e8P4dL1Ivi52uKrsT2htrassexr97VDj1bOyC8pR/TqI9Abmu44+tWH0rFsV0VXo7uDCpeuFyFqeQJitpxESble5trVXnGZHj8kXMTgT3ZgxrpjuHS9CG72Skx/MBCH3glHNx8n3Cwpx8exp+WuKhGRJBiAGikLCwVmPdQJb/w9KHpB3Bl8sPlknUKQ3iBg8qpkHLmUBxdba3w3vjdc7VW3LW9laYGFUd1hp7TEwYvXxIDQ1OxLzcU76yrGOk0a0h5/TBmEJ0MqBoJ/+ed5PLJ4L05eMZ+Fc2tSVKrH13suYODHOzBrwwlk5hWjpYMKsx7qhN1v3Y+XBrWFg9oac0Z2BlAx0WZy+nWZa01EZHp8DL4G5vwYfE2+2XMBczdVTPw4qqcPYh7rBst/dF3dydyNf+GbvRegtLLAyudD0dO/Ra2OW3M4A1PXHoWVhQK/vtoX3Xyc61J9s3Qu5yYeXbIXuuJyjAzywuejg6FQVNzTbSe0mP7rMVwtKIW1pQLRDwTgxYFt7umem9ppbT5WHUrHuuTLuFFYMW7Jy0mNVwa3xZM9fWts3Zvy8xH8knQJQT5OWPdqv2rdn0RE5u5ePr8ZgGrQ2AIQUBFG3v7lKAwC8GAXDRaODobKquYuLKCiS+TPMznYkJKJzccqJpv8z5jueDjIq9bnFAQBE1cmYcsxLdq42WHTpP6wVVrV+1rkdq2gFI9+sRdpVwvRo5UzVr7Qp1pgyL1Zgum/HkPcXxVr0/Xyd8H8J4PRytVWjioDAApKyrHpaCZ+OpiBlIwb4n7fFjZ4dXA7PN7DB0qr2zf6ZucX4/5Pd1V0hT3eDaN6+UpQayKihsMAVE+NMQABQOzxK5j0UwpK9QYMaO+GL58NMQokJeV67D6Ti83HriDuryzcLCkXX5v2YCBeHtT2ns95o7AUwxbuhlZXjKdCW+HDR007OaOplZTr8cx/D+DQxevwcbHB+on94Hab7kBBELAm8RLe++0ECkr1sFNa4uVBbaG2tkR+cRl0xeXILy5HfnFZxb8lFf+qrCwwY3hHDA5oWe/6CoKAlIwbWH0oAxuPZKKgtGJckpWFAg908kBUL18MaO9e69apr/48j//bchKudkr88e/BcLKxrncdiYikwgBUT401AAHA7rM5ePGHRBSV6RHi54Ivnw3BsUt52Hg0E3EnspB/S+jROKoxopsnHg7yQrCvc53PuTc1F0//9wAAYN5jXfFoD+87tj6ZK0EQEP3zEaxLvgwHlRV+fbUv2ns43PW4jGuFmPLzERy8WPunw6wtFVgY1R0junnWqa56g4CVB9Px4/40nNLmi/vbuNkhqpcvHuvhA3eH24/jup3ScgOGff4nzucUYEL/1nj3oU51qp8UsnXFuFFUhg61+BlR/V2+UYTL14vQy99F7A4mMjcMQPXUmAMQACSmXcP4vx9nVyiAW3/CLR1UGN7VEw8HeaK7r0uDjfP4v81/4avdFY/j26uscH9gS0R01mBwgDvsVI2jW+w/8WcxP+4MLC0U+G58Lwxo717rY/UGASsSLmJP6lXYqyzhoLaGg9rqln+t4Pj3198npGHjkUxYKICPHu+GJ3veW1fTjcJSTF6Vgl1ncgAAKisLjOjqiahevujdukW9P5x2ncnBuG8OwspCga2TB9QqBEqluEyP7SezsDbxEv48kwODAHz6ZBCeCPGRu2pN1pW8Iiz+IxWrD2Wg3CDgzfAO4oz0ROaGAaieGnsAAoC/MnUY+80B5N4shbuDCsO7aDCimxd6+jVc6LlVSbkeC7adwbrky8jOLxH3K60sMLC9GyI6axDe0QMudkqj43TFZbiYW4ALf2+VX+cVlcHJxhqONtZw+ntztq362snGGh6OagT7OjfIX6O/HcnEpJ+SAQAfPtoVT4W2qvd73o7eULHI7KpDGQCA90Z2xri+/rU69q9MHV7632FkXCuC2toC/x4agCd7+jZ4V9ULPxxG3F9Z6NfOFf+bECrrX/yCIODIpTysTczAbymZ0BWXG72utLTATy+GIsSvdoP3qXaydcX4Yuc5rDyQjtJ/zBJ+L7+zRFJiAKqnphCAgIqBuhnXCtHNx1myJ5QMBgEpl27g9+NaxJ7QIu1q1USJlhYK9PZvAW8XGzHoXC0ordf5erdugQ8iu9SrGyQx7TrGfLUfpeUGPN+/NWZK0O0jCAI+2HwSX++paDWbGhGAife1u+MxG1Iu4+1fjqK4zADfFjb48pme6ORlmt/P9KuFCP9sF0rLDVj2TAiGddGY5Dx3kqUrxrrky1ibeAmp2TfF/V5Oajwe4oNHu3vjo9hT+P1EFtzslVg/sR98XOQbhN5UXL1ZgmW7zmHF/jQUl1UEn9DWLTBlaAD2ncvFwu1nAQALo4IR2d1bzqoSVcMAVE9NJQDJTRAEnM7Kx+/HsxB7QnvbOXPc7FVo42YHfzdb+LvZoY2bHVrYqaArKkPeHbYTmXkoLjPAykKB5we0waQh7e7pKbSiUj3WJGbgs7gzuF5YhvCOHvjy2RDJwqIgCPhs+1ksiq/4QHllcFu8FRFQrbWlTG/Ah1tO4tu9FwEAAzu4Y9HoYDjbKv/5lg3q099PY/GOVPi42GB79KDbTozZEApKynE6Kx+nruTjlFaHvzJ1SEq/jso5NtXWFhjWWYMne/oirI2r2IpZWFqOx5cm4OQVHTp6OmLty2GNpsvV3NwoLMXyP8/ju30XUfj3YPoerZwxZWgA+rZ1hUKhgCAIeG9jxbIplhYKfDU2BPcHeshcc6IqDED1xABkGulXCxF3MgsFJeXwd7NDa9eK0OOgrlv3zaXrhZjz21/YfrLiUXRvZxvMGdkZD3S68/+Q8wrLsGL/RXy796LYAtXV2wmrXuwjy4fn8j/P4cMtpwAAY8P8MOfhzuIHfE5+CV5bmYQDfy+/8dp97fDmAx0kCWmFpeUYMn8XruQVN+i4D21eMVIybuCUVicGnrRrhajp/0Q9/VzwRIgPhnfzhONtfk8u3yjCI4v3IvdmCYZ28sCyZ0I4h9E9KNcb8OWf57Fs5znxIYluPk5484EOGNzBvVogNxgETFlT8bCAysoCKyaEondrdj+SeWAAqicGoMYl7q8szPntBC7fKAIAPNDJA3NGdoa3s41ROW1eMb7ecx4rD6SLj4v7uNjgxYFtMOo2kwNK5ccDaZi5/jgEAXi8hw8+erwrjl3Owyv/S4JWVwx7lRU+fTJI8q6ojUcy8fpPyVBZWSB+yqB6dTElpl3HV3+ex+9/aWsMO+4OKgRqHNDJ0xGBng7o0coFfq52tX7vMcv3o1RvwGv3tcO/IwLqXM/mJONaId5YnYLEtIrZvwM1Doh+oAMe6ORxx3FfZXoDXvlfIrafzIaDygo/vdgHXbydpKo20W0xANUTA1DjU1hajkXxqfjv7vMoNwiwsbbE5PD2mNC/NdKvFWL5rvP4NfkSyvQVv+6BGge8MrgtRnT1hJWleawIsz75MqasqVhbLcTPBccu5aFUb0Bbdzt8+WxPtGtpL3mdBEHA6OX7ceDCNQzvqsEXT4fc0/F6g4DtJ7Ow/M/z4ocsAHTydEQnL0cEahzQ0dMRARqH2863VFu/Jl1C9M9HAACfjw7GI8F3H5+iNwjYdDQTG49koq27PR4P8ZHlsXpBEHCtoBTp1wortquFuFpQilYtbBGgcWiQ+/NPG1IuY+a648gvKYeDygpzRnbGo929a916Vlymx9hvDuLghWtws1dizct90dqtdoHVHAmCwMf7mwAGoHpiAGq8zmTlY+a64+KcPBpHNbLyi8UWh97+LfDK4LYYHFC9ad8c/H5Ci9dXJotP3UR09sCnTwbVuZuwIZy8osOIRbthEIBBHdwR5OuMYF8ndPNxvu2HcnGZHr8kXcJ/d1/AhdwCABVPa0V298ILA9qY7NH6eVtPYdmuc1BaWeDnl8JuO7+V3iBg45FMLPrjLM7nFBi91tXbCU+E+GBkkFe1pxbry2AQ8NcVHZIzbiDjWiHSrhYg/VoRMq4VGk1MWhNXOyUCNA7o4OGAQI0DOvz9tf09dtvmF5dh1oYTWJd8GQAQ4ueChVHB8G1x7617uuIyjFm+HycydfB2tsHaV8Lg6WRz2/JZumIcvngdp7QVY7buD2wpactrfnEZ0q4WIu1qIS5eLUDa1QJcvFrxcygo0WNcXz9MHtLhjjOmk3ljAKonBqDGTRAErE28hJitp3Dt7zE+4R098MrgNo3iUek9Z3PxUewpjOjmiRcHtDGL8SyVweKfvJ1tEOzrjG4+TgjydYaPiw3WJl7CDwlp4r13VFvhmT5+eK6vP1o6qk1aT71BwEsrDmP7yWy4O6jw22v9jD6Qy/UGbDyaif/8kSoGH2dbazzVuxXOZt/EjlPZKP975LW1pQJDAj3weIgPBge4w7qOLYW5N0uw+2wOdp3Owe6zuXd88tHTSQ3fFrbwa2GLFnZKXMgtwJms/NuOkQKAYF9nDOuiwbDOGvjfpQUmMe063lidjIxrRbBQVCzy+9p97erVCpp7swSjliXgfG4B2rW0x88vhaGFnRIGg4DUnJs4dPEaEi9ex6G0a8i4VmR0rKPaCiO6eeLR7j4NNkWHwSDg8o0inM3OR2r2TZzNuonzuRVhJ/fm3Z867erthM+igmVpcaX6YwCqJwagpuF6QSk2HbuC0NYtOFtwPQmCgOOXdUjOuI6UjBs4eikP53Ju3vZDGagIRxP6t0ZUL19JB5ffLCnH41/sw+msfHTxdsSal/rC2lKB345kYvEfqTifWxV8XhjQBuP6+outKFdvlmBDSiZ+SbqEE5lVTy262inxSLA3evq7wFFtDUcbq7//rZjc8tZwVKY3IDHtOv48k4M/z+bg+GXjpx/tlJbo1boF2rjZo1ULG7RytUWrFnbwcbG5bWtIYWk5UrNv4pQ2H2e0+TidlY/T2nyjObeAiq7diM4aDOuiQaDGQWzl1BsELNmRis/jz0JvEODjYoPPRwc32B8El64X4sllCbiSV4xAjQO8nG2QmHYdeUVlRuUUCiBQ44iOGgcknL+KK3nF4ms+LjZ4tLs3Hu3ujTbudw4fgiAgr6gMV/KKkXa1AGezbiI1pzLs3BQf36+Jq50Sfq628He1g9/fD2L4udoh/VohZm04jhuFZVBbW+Cd4R3xTB8/s2wppttjAKonBiCiu9MVl+H4pTwcuZSHIxk3cPTSDWTmFaOLtyNeHNgWw7toZBtflXGtEI8s2YtrBaUIa+MKra5Y7IpzsbXG8/8IPjU5eUWHXxIvYX1KJnJvlty2HADYKi3Fmb6v5BVX687q7OWIQR3cMbCDO3q0cmmwLpYsXTHi/srC7ye0SDh3VWy9AgA/V1tEdNagb1tXLNmRikMXK8ZgRQZ7YW5kl9s+VVdXqdn5eHJZAq4XVoUeG2tLdG/ljJ5+Lgjxb4HurZzF8+oNAg6cv4pfky9j67Er4oMJABDk64zHunvD29kGV3TF0OYV4UpeMa7cKIZWV4wreUV3DDlKSwu0cbdD25b2aOduj7Yt7dHGzQ6tXG3veN3avGJMXXsEu8/mAgAGB7jj4ye6oaXD3VsuS8r1+PNMLrb/lYUW9kqM7uVb60H89ZFXVAYHlVW9Ws+Ky/S4kFsAgyDA3V4FFztlnVs85cYAVE8MQER1U1Sqh9rawiz+aj544Rqe/u9+ceC7i601XhjYBmPD7hx8/qlcb8CfZ3PwW0omLt8ogq6oHLriMuiKyow+tG/Vwk6Jge3dMLCDOwa0d6/Tumz36kZhKeJPZiP2hBZ/nslBSblxQLBXWeH9yM54tLvplg35K1OHFfsvon1LB/T0d0FHT8dafZAWleqx7S8tfk26jN1nc2Co5aeSq50SPi42FUGnpT3at3RAu5b28HWxqXP4NhgEfLfvIubFnkJpuQEt7JSY91hXDO1c/QnMMr0B+85dxcYjmfj9hBb5/5ilfGAHdzwT2gr3B7Zs0D8GSssN2Hr8Cr7ZexFHMm5AbW2BNm4VQa+tux3autujrbs92rjbGbUqlpYbxG7Vs1kVLYlns27i4tWCavfc2dYabvYquNop4Wavgpu9Eq72KrR0UMHL2QZezjbwdraBjdK81n1kAKonBiCipmHjkUws23UOD3XzwtgwvwbviivXG5BfXI784opQVLmESydPR1nHbhWWlmPX6RzEntBib2ouOng4YN5j3dDK1fxnys7OL8bGI1ew+WgmyvQCPJ3U8HRSQ+Nk8/e/ang52aClo8qkA6hPa/PxxuoUcQLX0b188e5DnaC2tsTBC9ew6Wgmth7XimPdgIqHLoZ10eBCbgH+PJsjdhF7OqkxpncrjO7lW69xcLk3S/DTgXSs2J9WrfuzJgpFRVe0n6stsnUluJBbYNRKeCsnG2tYW1rgWkFJrQMoUBH2vZzV8L4lFPm2sEVXbyd4Oqkl/2OIAaieGICIiKhyjcPlu89DECrCRJneYBQ+3OyVeLCLJx4OMl5rMf1qIX48mIY1hy+JIcnKQoGhnT3wTB8/hLVxrXU4OJGZh2/3XsRvRzJR+nfLnruDCs/28UNUL18UlupxLvsmzuVUbgVIzb5ZbQwWUNES2MHDHh08HKo2jT3c7VVQKBQwGARcLyzF1YJS5N4sQe7NUly9WVLxdX4psvKLkXmjCJevF922BbSSu4MKQT5OCPJxRjdfZwT5OJl8BnsGoHpiACIiokr7zuXi3z8fQebfg7Yd1VZi6OnTpsUdu7eKy/SIPa7F//an4fAtc2G1sFOipYMK7g63dDNVfu2ggru9CpeuF+KbvRdx8O+Z4AEgyMcJ4/u1xvCunnccS1Y5t9S5nIon4NwdVOjg4dBgrTKCIEBXXI7MG0UVgejvLfNGMc5l38TprHzoa2hK8nO1rQhEPk7o29atwdczZACqJwYgIiK6VV5RGVYfSkdbd3sMaO9ep4HsJ6/o8OOBNKxLunzX1pNbWVoo8GAXDcb3a40erZzNYozd3RSV6vHXlTwcycjDkUsVT45WPohQ6bm+/pgzsnODnpcBqJ4YgIiIyFQKS8txIbdiXqLc/BJcLSgRv865pdvJQqHAYz288WyY3x0nmGws8grLcPTyDRzJuIEjl/LweA+fBl/ehwGonhiAiIiIGp97+fxunA/6ExEREdUDAxARERE1OwxARERE1OwwABEREVGzwwBEREREzQ4DEBERETU7DEBERETU7DAAERERUbPDAERERETNDgMQERERNTsMQERERNTsMAARERFRs8MARERERM0OAxARERE1O1ZyV8AcCYIAANDpdDLXhIiIiGqr8nO78nP8ThiAapCfnw8A8PX1lbkmREREdK/y8/Ph5OR0xzIKoTYxqZkxGAzIzMyEg4MDFApFg763TqeDr68vMjIy4Ojo2KDvTdXxfkuL91tavN/S4v2WVl3utyAIyM/Ph5eXFyws7jzKhy1ANbCwsICPj49Jz+Ho6Mj/gCTE+y0t3m9p8X5Li/dbWvd6v+/W8lOJg6CJiIio2WEAIiIiomaHAUhiKpUKs2fPhkqlkrsqzQLvt7R4v6XF+y0t3m9pmfp+cxA0ERERNTtsASIiIqJmhwGIiIiImh0GICIiImp2GICIiIio2WEAktCSJUvg7+8PtVqN0NBQHDx4UO4qNQl//vknHn74YXh5eUGhUGD9+vVGrwuCgFmzZsHT0xM2NjYIDw/H2bNn5alsExATE4NevXrBwcEBLVu2RGRkJE6fPm1Upri4GBMnToSrqyvs7e3x+OOPIysrS6YaN25Lly5Ft27dxMngwsLCsHXrVvF13mvTmjdvHhQKBd544w1xH+95w5kzZw4UCoXRFhgYKL5uynvNACSR1atXIzo6GrNnz0ZSUhKCgoIQERGB7OxsuavW6BUUFCAoKAhLliyp8fWPP/4YixYtwrJly3DgwAHY2dkhIiICxcXFEte0adi1axcmTpyI/fv3Iy4uDmVlZRg6dCgKCgrEMm+++SY2btyINWvWYNeuXcjMzMRjjz0mY60bLx8fH8ybNw+JiYk4fPgw7r//fjzyyCM4ceIEAN5rUzp06BC+/PJLdOvWzWg/73nD6ty5M65cuSJue/bsEV8z6b0WSBK9e/cWJk6cKH6v1+sFLy8vISYmRsZaNT0AhHXr1onfGwwGQaPRCJ988om478aNG4JKpRJ++uknGWrY9GRnZwsAhF27dgmCUHF/ra2thTVr1ohlTp48KQAQEhIS5Kpmk+Li4iL897//5b02ofz8fKF9+/ZCXFycMGjQIGHy5MmCIPD3u6HNnj1bCAoKqvE1U99rtgBJoLS0FImJiQgPDxf3WVhYIDw8HAkJCTLWrOm7cOECtFqt0b13cnJCaGgo730DycvLAwC0aNECAJCYmIiysjKjex4YGIhWrVrxnteTXq/HqlWrUFBQgLCwMN5rE5o4cSJGjBhhdG8B/n6bwtmzZ+Hl5YU2bdrg6aefRnp6OgDT32suhiqB3Nxc6PV6eHh4GO338PDAqVOnZKpV86DVagGgxntf+RrVncFgwBtvvIF+/fqhS5cuACruuVKphLOzs1FZ3vO6O3bsGMLCwlBcXAx7e3usW7cOnTp1QkpKCu+1CaxatQpJSUk4dOhQtdf4+92wQkND8d133yEgIABXrlzBe++9hwEDBuD48eMmv9cMQERUZxMnTsTx48eN+uyp4QUEBCAlJQV5eXlYu3Ytxo0bh127dsldrSYpIyMDkydPRlxcHNRqtdzVafIefPBB8etu3bohNDQUfn5++Pnnn2FjY2PSc7MLTAJubm6wtLSsNnI9KysLGo1Gplo1D5X3l/e+4b322mvYtGkTduzYAR8fH3G/RqNBaWkpbty4YVSe97zulEol2rVrh5CQEMTExCAoKAiff/4577UJJCYmIjs7Gz169ICVlRWsrKywa9cuLFq0CFZWVvDw8OA9NyFnZ2d06NABqampJv/9ZgCSgFKpREhICOLj48V9BoMB8fHxCAsLk7FmTV/r1q2h0WiM7r1Op8OBAwd47+tIEAS89tprWLduHf744w+0bt3a6PWQkBBYW1sb3fPTp08jPT2d97yBGAwGlJSU8F6bwJAhQ3Ds2DGkpKSIW8+ePfH000+LX/Oem87Nmzdx7tw5eHp6mv73u97DqKlWVq1aJahUKuG7774T/vrrL+HFF18UnJ2dBa1WK3fVGr38/HwhOTlZSE5OFgAICxYsEJKTk4W0tDRBEARh3rx5grOzs7Bhwwbh6NGjwiOPPCK0bt1aKCoqkrnmjdMrr7wiODk5CTt37hSuXLkiboWFhWKZl19+WWjVqpXwxx9/CIcPHxbCwsKEsLAwGWvdeE2bNk3YtWuXcOHCBeHo0aPCtGnTBIVCIWzbtk0QBN5rKdz6FJgg8J43pClTpgg7d+4ULly4IOzdu1cIDw8X3NzchOzsbEEQTHuvGYAk9J///Edo1aqVoFQqhd69ewv79++Xu0pNwo4dOwQA1bZx48YJglDxKPy7774reHh4CCqVShgyZIhw+vRpeSvdiNV0rwEI3377rVimqKhIePXVVwUXFxfB1tZWePTRR4UrV67IV+lG7F//+pfg5+cnKJVKwd3dXRgyZIgYfgSB91oK/wxAvOcNJyoqSvD09BSUSqXg7e0tREVFCampqeLrprzXCkEQhPq3IxERERE1HhwDRERERM0OAxARERE1OwxARERE1OwwABEREVGzwwBEREREzQ4DEBERETU7DEBERETU7DAAERHVws6dO6FQKKqtS0REjRMDEBERETU7DEBERETU7DAAEVGjYDAYEBMTg9atW8PGxgZBQUFYu3YtgKruqc2bN6Nbt25Qq9Xo06cPjh8/bvQev/zyCzp37gyVSgV/f3/Mnz/f6PWSkhK8/fbb8PX1hUqlQrt27fD1118blUlMTETPnj1ha2uLvn374vTp06a9cCIyCQYgImoUYmJi8MMPP2DZsmU4ceIE3nzzTTzzzDPYtWuXWGbq1KmYP38+Dh06BHd3dzz88MMoKysDUBFcRo0ahdGjR+PYsWOYM2cO3n33XXz33Xfi8WPHjsVPP/2ERYsW4eTJk/jyyy9hb29vVI933nkH8+fPx+HDh2FlZYV//etfklw/ETUsLoZKRGavpKQELVq0wPbt2xEWFibuf/7551FYWIgXX3wR9913H1atWoWoqCgAwLVr1+Dj44PvvvsOo0aNwtNPP42cnBxs27ZNPP6tt97C5s2bceLECZw5cwYBAQGIi4tDeHh4tTrs3LkT9913H7Zv344hQ4YAALZs2YIRI0agqKgIarXaxHeBiBoSW4CIyOylpqaisLAQDzzwAOzt7cXthx9+wLlz58Ryt4ajFi1aICAgACdPngQAnDx5Ev369TN63379+uHs2bPQ6/VISUmBpaUlBg0adMe6dOvWTfza09MTAJCdnV3vayQiaVnJXQEioru5efMmAGDz5s3w9vY2ek2lUhmFoLqysbGpVTlra2vxa4VCAaBifBIRNS5sASIis9epUyeoVCqkp6ejXbt2Rpuvr69Ybv/+/eLX169fx5kzZ9CxY0cAQMeOHbF3716j9927dy86dOgAS0tLdO3aFQaDwWhMERE1XWwBIiKz5+DggH//+9948803YTAY0L9/f+Tl5WHv3r1wdHSEn58fAGDu3LlwdXWFh4cH3nnnHbi5uSEyMhIAMGXKFPTq1Qvvv/8+oqKikJCQgMWLF+OLL74AAPj7+2PcuHH417/+hUWLFiEoKAhpaWnIzs7GqFGj5Lp0IjIRBiAiahTef/99uLu7IyYmBufPn4ezszN69OiBGTNmiF1Q8+bNw+TJk3H27FkEBwdj48aNUCqVAIAePXrg559/xqxZs/D+++/D09MTc+fOxXPPPSeeY+nSpZgxYwZeffVVXL16Fa1atcKMGTPkuFwiMjE+BUZEjV7lE1rXr1+Hs7Oz3NUhokaAY4CIiIio2WEAIiIiomaHXWBERETU7LAFiIiIiJodBiAiIiJqdhiAiIiIqNlhACIiIqJmhwGIiIiImh0GICIiImp2GICIiIio2WEAIiIiomaHAYiIiIianf8Hqmguqa2FpokAAAAASUVORK5CYII=\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "X9J27gKq8nCq" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "testData = btc.iloc[:,3:4]\n", + "y_real = testData.iloc[feature_length+1:,0:].values\n", + "x_test = testData.iloc[:,0:].values\n", + "y_real.shape, x_test.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "N8BTQKmp8nyI", + "outputId": "3008f03c-f94e-4ca7-acdf-f89695f1f203" + }, + "execution_count": 97, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "((266, 1), (367, 1))" + ] + }, + "metadata": {}, + "execution_count": 97 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# normalize\n", + "x_test = Scaler.transform(x_test)\n", + "x_test.shape\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gzfEkyEP8pRY", + "outputId": "181d29c4-528d-497b-eb8b-8cec851cc7cf" + }, + "execution_count": 98, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(367, 1)" + ] + }, + "metadata": {}, + "execution_count": 98 + } + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "x_test, y_test = Create_Features_and_Targets(x_test, feature_length)\n", + "x_test = np.reshape(x_test,(x_test.shape[0],x_test.shape[1],1))\n", + "x_test.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OJTIOUs08wxR", + "outputId": "32b1ff33-2652-4db4-f137-0007a57ac11b" + }, + "execution_count": 99, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(266, 100, 1)" + ] + }, + "metadata": {}, + "execution_count": 99 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# making predictions\n", + "y_pred = model.predict(x_test)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Dvcnh3VZ8xY5", + "outputId": "58eaf0a5-e14c-4cd7-f861-0e83c3b4fcdb" + }, + "execution_count": 100, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "9/9 [==============================] - 1s 41ms/step\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "predicted_price = Scaler.inverse_transform(y_pred)" + ], + "metadata": { + "id": "vwhS5Voi8xqm" + }, + "execution_count": 101, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "AZPNbAO98_d9" + }, + "execution_count": 101, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "#Actual Stock Price and the Predicted Stock Price\n", + "plt.plot(y_real, color = 'red', label = 'Actual')\n", + "plt.plot(predicted_price, color = 'green', label = 'Predicted')\n", + "\n", + "plt.xlabel('Time')\n", + "plt.ylabel('BTC Trade')\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "jvsajIUe9ANj", + "outputId": "f0a507e7-c984-439c-8b95-70c82e119740" + }, + "execution_count": 102, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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"@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } } } } }, "nbformat": 4, "nbformat_minor": 0 -} +} \ No newline at end of file From 0cb1a9c69ab4f5618045b2c03bcec941f000d7de Mon Sep 17 00:00:00 2001 From: temesgen5335 Date: Wed, 26 Jun 2024 13:49:56 +0300 Subject: [PATCH 2/2] chronos forcasting script update --- scripts/forecasting.py | 77 ++++++++++++++++++++++++++++-------------- 1 file changed, 52 insertions(+), 25 deletions(-) diff --git a/scripts/forecasting.py b/scripts/forecasting.py index 86724ca..3efd22f 100644 --- a/scripts/forecasting.py +++ b/scripts/forecasting.py @@ -3,18 +3,22 @@ from chronos import ChronosPipeline import matplotlib.pyplot as plt import numpy as np +from sqlalchemy import create_engine +import os +# RDS connection information +rds_host = os.getenv('PG_HOST') +rds_port = os.getenv('PG_PORT') +rds_db = os.getenv('PG_DATABASE') +rds_user = os.getenv('PG_USER') +rds_password = os.getenv('PG_PASSWORD') + +# Create engine for database connection +engine = create_engine(f'postgresql+psycopg2://{rds_user}:{rds_password}@{rds_host}:{rds_port}/{rds_db}') -# Define the crypto coins data source dictionary -crypto_data_dict = { - 'BTC': "/content/drive/MyDrive/backtesting/datas/yfinance/BTC-USD.csv", - 'BNB': "/content/drive/MyDrive/backtesting/datas/yfinance/BNB-USD.csv", - 'ETH': "/content/drive/MyDrive/backtesting/datas/yfinance/ETH-USD.csv" -} def predict_and_plot_crypto_data( - coin_name, - crypto_data_dict, + df, model_name="amazon/chronos-t5-small", prediction_length=12, num_samples=20): @@ -22,28 +26,15 @@ def predict_and_plot_crypto_data( Predicts and plots cryptocurrency data for a single coin. Args: - coin_name (str): Name of the cryptocurrency (e.g., 'BTC', 'ETH'). - crypto_data_dict (dict): Dictionary containing data for each cryptocurrency. - Keys should be coin names, values should be file paths to CSV data. + df (pd.DataFrame): DataFrame containing OHLCV data with columns ['timestamp', 'open', 'high', 'low', 'close', 'volume']. model_name (str): Name of the pre-trained Chronos model (default: "amazon/chronos-t5-small"). prediction_length (int): Number of future data points to predict (default: 12). num_samples (int): Number of prediction samples to generate (default: 20). - Raises: - ValueError: If coin_name is not found in crypto_data_dict. - Returns: tuple: Tuple containing forecast index and median prediction array. """ - # Check if coin exists in data - if coin_name not in crypto_data_dict: - raise ValueError(f"Coin '{coin_name}' not found in data dictionary.") - - # Load data for the specified coin - csv_file = crypto_data_dict[coin_name] - df = pd.read_csv(csv_file) - # Initialize Chronos pipeline pipeline = ChronosPipeline.from_pretrained( model_name, @@ -53,7 +44,7 @@ def predict_and_plot_crypto_data( # Perform prediction forecast = pipeline.predict( - context=torch.tensor(df["Close"]), + context=torch.tensor(df["close"].values), # Assuming 'close' is the column name in your DataFrame prediction_length=prediction_length, num_samples=num_samples, ) @@ -64,10 +55,10 @@ def predict_and_plot_crypto_data( # Plot and visualize predictions plt.figure(figsize=(10, 6)) # Adjust figure size as needed - plt.plot(df["Close"], label="History") + plt.plot(df["close"], label="History") # Assuming 'close' is the column name in your DataFrame plt.plot(forecast_index, median, label="Median Prediction") plt.fill_between(forecast_index, low, high, alpha=0.2, label="Prediction Range") - plt.title(f"Predicted {coin_name} Prices") + plt.title(f"Predicted Prices") plt.xlabel("Time") plt.ylabel("Price") plt.legend() @@ -75,3 +66,39 @@ def predict_and_plot_crypto_data( plt.show() return forecast_index, median # Optionally return forecast data for further use + + +def fetch_data_from_db(symbol): + try: + # Construct table name based on symbol + table_name = f'ohlcv_{symbol.replace("-", "_")}' + + # Query to fetch data from database + query = f"SELECT timestamp, open, high, low, close, volume FROM {table_name};" + + # Fetch data from database into a DataFrame + df = pd.read_sql(query, con=engine, parse_dates=['timestamp']) + + # Set 'timestamp' column as index + df.set_index('timestamp', inplace=True) + + return df + + except Exception as e: + print(f"Error fetching data from database for {symbol}: {str(e)}") + return None + + +if __name__ == "__main__": + # Example usage: Fetch data for a specific symbol from database + symbol = 'BTC-USD' + df = fetch_data_from_db(symbol) + + if df is not None: + print(f"Fetched data for {symbol}:") + print(df.head()) + + # Perform prediction and plotting + predict_and_plot_crypto_data(df) + else: + print(f"Failed to fetch data for {symbol}")