{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Case study of prediction performance in the Northern Gulf of Mexico" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import h5py\n", "import scipy\n", "import numpy as np\n", "import torch" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def load(path):\n", " path = path + \"/with_imputation\"\n", " preds = []\n", " for i in range(10):\n", " preds.append(np.load(path+\"/prediction_{}.npy\".format(i)))\n", " return np.stack(preds, axis=1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "base_dir = \"../log_bak/prediction/MEXICO/\"\n", "prediction_xg_wo = torch.from_numpy(np.load(base_dir+\"XGBoost/without_imputation/prediction_0.npy\", allow_pickle=True))\n", "prediction_our = torch.from_numpy(load(base_dir+\"STIMP\"))\n", "prediction_predrnn_wo = torch.from_numpy(np.load(base_dir+\"PredRNN/without_imputation/prediction_0.npy\", allow_pickle=True))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "label = np.load(\"../data/MEXICO/trues.npy\")\n", "label_masks = np.load(\"../data/MEXICO/true_masks.npy\")\n", "index = [46*i for i in range(306//46)]\n", "label_masks = label_masks.squeeze()\n", "label = label.squeeze()\n", "label = torch.from_numpy(label)\n", "label_masks = torch.from_numpy(label_masks)\n", "date = pd.date_range(start='2016-02-02', end='2022-02-10', freq='8D')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fig 5c: Predicted Chl_a of XGBoost, STIMP and PredRNN at Position 1" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#XGBoost\n", "from copy import deepcopy\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "n=530\n", "\n", "index = [46*i for i in range(306//46)]\n", "tmp = deepcopy(label[index].reshape(276,-1))\n", "tmp_mask = deepcopy(label_masks[index].reshape(276,-1))\n", "tmp[~tmp_mask.bool()]=np.nan\n", "plt.scatter(date, tmp[:,n], c='red', s=10,label=\"Observed\")\n", "\n", "predict = deepcopy(prediction_xg_wo[index].reshape(276,1, 2907))\n", "predict = predict[:,0,n]\n", "\n", "plt.plot(date, predict, label=\"PredRNN\")\n", "\n", "# plt.legend()\n", "# plt.xticks([])\n", "# plt.yticks([])\n", "plt.ylim(-0.5,1.5)\n", "plt.yticks([-0.4,0.4,1.4], fontsize=16)\n", "plt.ylabel(\"Chl_a (Log(ug/L))\", fontsize=20)\n", "plt.xticks(fontsize=16)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#STIMP\n", "plt.scatter(date, tmp[:,n], c='red', s=10,label=\"Observed\")\n", "predict = deepcopy(prediction_our[index].transpose(1,2).reshape(276,10,2907))\n", "predict = predict[:,:,n]\n", "mean = predict.mean(1)\n", "std = predict.std(1)\n", "\n", "plt.plot(date, mean, label=\"STImp\")\n", "plt.fill_between(date, mean-std, mean+std, alpha=0.3)\n", "\n", "plt.xticks(fontsize=16)\n", "# plt.yticks([])\n", "plt.yticks([-0.4,0.4,1.4], fontsize=16)\n", "plt.ylim(-0.5,1.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#PredRNN\n", "plt.scatter(date, tmp[:,n], c='red', s=10,label=\"Observed\")\n", "predict = deepcopy(prediction_predrnn_wo[index].reshape(276,2907))\n", "predict = predict[:,n]\n", "plt.plot(date, predict, label=\"STImp\")\n", "\n", "plt.ylim(-0.5,1.5)\n", "plt.xticks(fontsize=16)\n", "plt.yticks([-0.4,0.4,1.4], fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fig 5c: Predicted Chl_a of XGBoost, STIMP and PredRNN at Position 2" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n=2000\n", "\n", "index = [46*i for i in range(306//46)]\n", "tmp = deepcopy(label[index].reshape(276,-1))\n", "tmp_mask = deepcopy(label_masks[index].reshape(276,-1))\n", "tmp[~tmp_mask.bool()]=np.nan\n", "plt.scatter(date, tmp[:,n], c='red', s=10,label=\"Observed\")\n", "\n", "predict = deepcopy(prediction_xg_wo[index].reshape(276,1, 2907))\n", "predict = predict[:,0,n]\n", "\n", "plt.plot(date, predict, label=\"PredRNN\")\n", "\n", "# plt.legend()\n", "plt.xticks(fontsize=16)\n", "# plt.yticks([])\n", "plt.ylim(-0.5,1.5)\n", "plt.yticks([-0.4,0.4,1.4], fontsize=16)\n", "plt.ylabel(\"Chl_a (Log(ug/L))\", fontsize=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#STIMP\n", "plt.scatter(date, tmp[:,n], c='red', s=10,label=\"Observed\")\n", "\n", "predict = deepcopy(prediction_our[index].transpose(1,2).reshape(276,10,2907))\n", "predict = predict[:,:,n]\n", "mean = predict.mean(1)\n", "std = predict.std(1)\n", "\n", "plt.plot(date, mean, label=\"STImp\")\n", "plt.fill_between(date, mean-std, mean+std, alpha=0.3)\n", "\n", "# plt.legend()\n", "plt.xticks(fontsize=16)\n", "plt.yticks([-0.4,0.4,1.4], fontsize=16)\n", "plt.ylim(-0.5,1.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#PredRNN\n", "plt.scatter(date, tmp[:,n], c='red', s=10,label=\"Observed\")\n", "\n", "predict = deepcopy(prediction_predrnn_wo[index].reshape(276,2907))\n", "predict = predict[:,n]\n", "\n", "plt.plot(date, predict, label=\"STImp\")\n", "\n", "# plt.legend()\n", "plt.xticks(fontsize=16)\n", "plt.yticks([-0.4,0.4,1.4], fontsize=16)\n", "plt.ylim(-0.5,1.5)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "torch", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 2 }