diff --git a/user_data_notebooks/permian.ipynb b/user_data_notebooks/permian.ipynb new file mode 100644 index 000000000..023878fea --- /dev/null +++ b/user_data_notebooks/permian.ipynb @@ -0,0 +1,1336 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "009b8a9b", + "metadata": {}, + "source": [ + "# Weekly Permian Basin methane emissions inferred from TROPOMI satellite data" + ] + }, + { + "cell_type": "markdown", + "id": "2b126a6c", + "metadata": {}, + "source": [ + "Varon et al. (2025) [preprint] https://eartharxiv.org/repository/view/9533/" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0ebe2524", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import os\n", + "import xarray as xr\n", + "import pandas as pd\n", + "import datetime\n", + "import matplotlib.pyplot as plt\n", + "import colorcet as cc\n", + "from utils import moving_average, get_posterior_emissions, get_annual_emissions" + ] + }, + { + "cell_type": "markdown", + "id": "60a876fb", + "metadata": {}, + "source": [ + "## State vector" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ef006e07", + "metadata": {}, + "outputs": [], + "source": [ + "# Load state vector file\n", + "state_vector = xr.load_dataset(\"StateVector.nc\")[\"StateVector\"]\n", + "\n", + "# Create Permian mask\n", + "# State vector includes 16 large emisson elements outside the Permian\n", + "last_permian_element = state_vector.max().values - 16 \n", + "mask = state_vector <= last_permian_element" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "54126e46", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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JXum57ZgbvRueIz572nMbwK19EvZ6/8N85ap3c1m+yXn/+fhvOe2o4zm2e2/f45hw7Vq7kQXP+K6FFSlNVbsX8hT/wxlYo+73Z4CryR9qH8n38bd7cf4UUBloJSJdgUGqekasIIJeZpwCdFXVXPeEQ4GZOMtBmgpmdUYm181YzNdrt+wpE0ng6H5XctxJfyMpyTrsg+rXUZj1YAInvJDLlKVOWfqObXGNyQCt0pF3xwarW4RrHVVdl/daRF4D8p6MrASaRVRtCsTKSvcwzmOice6xfwv6yKkw95m1Afc6BZtdUwGpKh+u3MhNM5ewOSv/qr99jSr0v+Y1mrc8OI7RlV0pVYW29YUpS22cQ2lRfVcy3ee0CVj7t0IfX0Qaq+oa9+1ZwGz39ShgmIg8i9MJ3A6YEuNw2aq6tSgjyYI2AP8CZorIjzi3KEcDAwt9NlNmbdidxd9nLuGTVZv2Kr+tbSP+2aUZL9iHvylH/szK4bj1xZOdVUQ+APripNRZiXPF3td9VKPAUpysC6jqHBEZDswFsoGbPEYARZotIhcDiSLSDrgV+CVIbEFHAX3gDuHsgdMA3Bs9ZNOUX5+v3sQ5f2wkZ3v+h3+lOk1IveBxxrY5nCOAHcd19tx/8FjvDlf5obHvubd96T0We9By/zWiU9671XNblwFLfPd94STvTuC6Pw/w3LZ8kf9C4netKWgwB8xY/l8KHuhh4qFVRh0en3NuoLoXM8Z3u6peVEDxGz71HwceD3Ryxy04c6t2Ax8A3xFw4m5hHgElAGnuPu3dsakTCrG/KWO2ZGZz2+9LeWf53iN06xxxLo1O+weJVWxmrSmfaiYmckxK2XjSrao7cRqABwq7b9BRQP8GLgDmALl558XJ9GnKoe/XbeHq6YtZlZG5pyypVgNSzxtEzY6WW8eUb5JVleSVB8U7jEBEpD1wN9CSiM90Ve0Xa9+gdwBnAh3cyQmmHNuencM9s5bxypL1e5WnHHY6TQYMJLFa2bgqMmb/rIOEJ+MdRFAfA68Ar+OkjwgsaAOwGCeTpzUA5diEDelcNX0Ri3fk/zPXT07ilUNb8/A5T8QxMmNKVk61XWzpuiB2xdIhW1X/V5QdgzYAO4HfRGQsEY2Aqnr3spkyIyMnlwfnrODZhWv2nnLSqREbTj+Yc2skc+eP/hOnNM27Ezi7/3jPbecv9l8O4siT+3pue37rCs9tAEcvO8dz21//9p+x+/GyOz23/avH4Z7bBrXyHzp4X6/2BZZX35oL6wrcZOIgLRfe3FVmZmN/4aZ8GMnen8+bvHdxBP0JR1G2014bD1M3befyaQuZv21XfmGVJDj1IDg41bJUmgrpgKp1ubzLBYHq/pOfQ44mpivc75FD5hRoHWvHoMNAfedEi8gIVfW+3DKlTmZuLoPnreJfC1bttVgLbevDgEOQlKpxi82YeKuydAXtriobDzhUtVVR9y2ue5yYLY0pPWZt3cHlUxfx+9ade8qqJyaw49QDoVtzu+o3Fd7KFi34x9MPx64IcNbV4QYTg7vc7t+ISNYJvKqqWZ47uYqrAbA57GVAdq7y1J+reXjuSrIi1vU5ul5N3urWhrbdm/nsbUzFkZ6+hdFjPot3GEH9D2eQzn/d95e5ZdfG2rHM9HKk163F9xfFXESsWJ3wwfcler4wLdiWwYAZ81mQlj/Cp3KicNWhdTircwqLJJ1/ne/dqapfFNx5mafDocd6busxy3vhok39/bPm3vm892pLh1zyqe++Wdef5rntlzP8E9adtN175bCqH37sue35qf5LXM/58K4CyzP1S2AeAKvrPsK8Zo/4Hqe06LRiUuxKZVBS/QQa/q1asMovhxtLAD1U9ZCI9z+IiPdi2hGKqwGwZwalVK4qLyxcy8DZy9mVm3/V36FeMvf0qU/zFMvcGW9zdQEL8U9NYUpW5eUZNLu58Ene4iRHRNqo6iIAEWlNwPkAhW4ARKQO0MzN9Z/n3sIex4RvyY5dXDVtEePT8tMLJyXAZYfU4fwDa5OYYO12PGVoBt8wlj/cK3+AhERo5X+zZUpAzbo16Hten0B13xw3P+RoYroH+FFEFuNcjLcArgqyY9BUEOOAM9z6vwEbRGS8qt4JoKrl51lJOaCqvL50PXfOWsb27Nw95a3rVOaePvVpU9fWno23v3Qxo/iW7ezYU1avIdz2MLRoG8fADACbd9Tm46lnB6z9eqixxKKqY90soB1wGoD5QbM2BL0DSFHVdBG5FnhLVR8OuCK9KWGrMjK5dvoivl2Xn8o2ARjYMZUju1emUqJd9cfTbt3Nd4xjJnv/9zmELtz30RxqFGn1bVPcsnJXsHrX7fEOozC6kZ8L6BARQVWjF6HfR9AGIElEGgPnU4SMc2VVSXc6B+HXMf3xyo1cOWsZOyMSuDVumML1lx1Dm1YNGPGx/yLXK7K9lzbqcs9lvvt+MP5Bz20zh3vPIdzx1iGe2wD6n/iR57bETm/67nv0s5d7bjtjhmc2XgB2N/3Dc9v4rd7rGF989SfeB120hQbvv8D6NflFtevCTQ9Az75zfOMpreY16xnvEEJRo1ICfRoGy3Y7PeRYYhGRd4E2OE9n8p79K1BsDcAgnBzTP6vqVLeTwT/xuSlRS3bs4sLJf+1J1SoCJxx7IOed3p3KlcvMYK/yKycXXv6N9RHLDPTuD38bCCl14heWKVj2xgw2DJ0Z7zCC6g50VtVCD8cPOhP4Y5yMc3nvFwM287cUWbEzc8+Hf80aVbjl2v50bOe/2IopQTuzISMbgKQkuGMQHHWC01Cb0kdSW5N0b8AEiDed738skTeB04D1qnqgW/YUcDqQCSwCrlLVLe5avvOAvEx0k1T1xhgRzAYaAWti1NtH0E7g9jgTCxqq6oEicjBwhqo+VtgTmvA1aVjbPvxLsWo14OgT4x2F8ZO8YS3tX/t3cR3ubeAl9n4kMxoYqKrZ7norA8kfTblIVbsW4vj1gLkiMoW9k8GdEWvHoM8GXsMZavSqe+BZIjIMsAbAGFPubGUnX+UWz9N9VZ3gXtlHlkV25k0Cgq0/WbBHirpj0AagmqpOicoRk13Uk5qi8+qY/mPuMpgwF4BNW9L5Zsy+68teNu4I32P/sty70+uxRv7JYGd19u4kHnb4xZ7b+p7d2/e4r7/hnZDr1r97Hxdg0HXe01OyPz/Qd99W3hmf2d7pUM9t3cbvKLA8a1c2Nmyu7NjdCBZ5L0e9t8uoJyLTIkqGqKr/FPe9XQ1EjnZoJSIzgXTgQVX9yW9nVfXOtx5D0AYgTUTa4Ob8EZFzKcLzJmMqotwcZf2CLfEOwxRCp6UH8fU1Xweq24xmaaravSjnEZEHcC6m33eL1gDNVXWjiHQDPhORLqqaXsC+X6qqd76TAHWCNgA3AUOAjiKyClgCXBpwX2MqrIwtu1kyaS0ZW/Ln5aS2iGNAJpCcZjvYfG/APEc3Fe0cInIFTudw/7wRPO4Ert3u6+kisghoD0wr4BB9RMTv1lwA75WaCD4KaDFwnIhUBxJUdVusfYypyDRXWTt/M2tmp6H5k7E5sBvcOSh+cZlg5lbdxcEHzYtdsYhE5CScTt9jVHVnRHl9YJOq5rjD7dvhLMlbkAEBTpXptzHoKKCGwD+BJqp6soh0Bnqpqv9sGmMqoF3pmSydvJYdG/NXWZNEIfXgejz+ygYSEuIYnAmk1rbG9P7poUB1v+H/fLeLyAdAX6CeiKwEHsYZ9ZMMjHb7VvOGex4NDBKRbJxJXTd6Le24P8/+8wR9BPQ28Bb5s4D/xOm0sAagFErfvZNfVuw7s/TGY/0Xud7a4gfPbSe8tsh339+e9x52euOj3kvmvV7Ht3+LtbO957Y8c95I333/tt67g/mP1x733feGFO81gT99r+A5kKrKzqaHMPRFyIzIxNK+C9z+qNKs1Qbfc5rSo3q15XQ7NNiznW9ibFfViwooLvCzU1VHACMCnbgYBG0A6qnqcBEZCOCOXQ2UbtSYimLi0m957d3890lJcNENcM7lkGiTscuU6gtzOfKUgkd0lSdB/yx3iMgB5I8C6gls9d/FmIpl2eY/97xu1hruedxSO5dVekBDdp9a8OI9+3jHd8n0UIlIIjBUVYs0KCdoA3AnMApoIyI/A/XZv4kLxpRrfU+2D/+ybFHdKpx9abtglWOmXAuP21lcX0Qqq6pvh29BYjYAIpIAVAGOIT/f9IIgCw6LSBVgAk5nRxLwiZtKusA8GIUN3hhjwpC6ZTc3j1oeqO7AkGMJYCnwszskdM9zK1V9NtaOMRsAVc0VkWdUtRdQ2Jy1u4F+qrrdXbl+ooh8g38eDLOfGjTrwqX3PblPeY35VXz3e/Fh7w7XrI7+Cwz1+tF7246F3km1lvfI9dwGcN7w+zy3DTn4Gt99Ez/1Tp39X13pu+9Puwvqt3PUXN+owPLaO2f4HtOUHUk1N3PAMT6pvSO9FG4sAax2vxKAQq0oEfQR0Pcicg7waWFSjrp1t7tvK7lfWsx5MIwpdX6fAieeZamey6qqGfU5aPa1AWvHd4kUVX0UQERqOm91e4xd9ihMH0B1IFtEduE8BlJVrRVrR7eTYjrQFnhZVSdHVYnOgxG57/XA9QAN6qUEDNWY+GiQnJ9LadZUuPkCuOVBOPzoOAZlimS7bGdiZe/hy6WJiBwIvAvUdd+nAZeraswnNkFnAhd5oTpVzQG6ikhtYKSIHKiqs91Ao/NgRO87BCcFBe3bNCn0YgfGlKRzmnVieoeJfP+Z837LRhh8B/Q/Ha67C6rbco9lRqVd6aTOGxvvMIIaAtypqj8CiEhfnAzOR8baMehM4MMKKN4KLFPVQFlB3cUOxgEnAbMLyoNhTFlWKSGRWx6Cnn3hxcGweaNTPvYL55HQbQ9DV/+ErKaUSEjZQNVT/hus8nvhxhJA9bwPfwBVHeem7Ykp6COg/wKHAXkLpR4E/A4cICI3Rj3T38PNa5HlfvhXBY4D/u2VB8MUj5VbtvPMj/suZ7cuy39m48SqUz23VW7jv0D2I8+v89z2WHPvP7PDd4zzPe4nh3svyvHhpmTffSccmeq5bfNPr/ju+9go799Fzo3emX4vfLI/LYBHjsri/RkLmLLc+b2krYOH/g6nnAdX3gpVq/me3sTZkt2pXLLQOxX53uI+fmWxiDyE8xgInESdS4LsGLQBWApck/dMyc0FdA8wGPgU8Bpu0RgY6vYDJADDVfVLEVlIwXkwTDHQ9M3kbt5AQp368Q6lwqqRXIkbeh3IYU3r8960BWzPdEZNf/0xzPgFbn8UungvK2DirPnqGgx62H+tijyXhxxLAFcDj+J8FoMz9P7KIDsGbQA6RnYoqOpcETlUVReLz6KmqjoL2OfPXFXbBjyvCSglJeKOb0c6mR+9TFKvE0g8uCfOVA4TDz2aNaR9/dq8O20BM1c5uYDWroKB18GAS+Cyv0Nl/xsZEwebGuzmvYsLzvm0j+fCjSWA41R1r9sVETmPiHXcvQRtABaIyP+AD933FwB/ikgyEHNCmAlf89R63HDlCbz6zljIzYGcbLInfk3O4rlU6n82CbXqxjvECiulSjI39T6IX5et5cM5c9mxHVThs/dg+s/OAvHtfLO2m5JWpX4yHa5rE6ju9/FvAAay74d9QWX7CNoAXAn8HbgdZwjoROBunA//Y4NGacJ19mk9eSujPVljPkE3rgVAVy8l88OXSOp9MtpO8btjM+EREY5s2Zg+D8/lhUEw011rZMUSuPtKOO8quOBaqFQprmEa15YlCxh1RekevysiJwOnAKki8kLEploEXLJXgg7AcTtxm6uqf07hkLRv00RfevK6eJy6zMnKymHYJxP4cOREcnPz/31PPLARb1zTndQ6BfdApn063POYj57sf841m70rtJ7tnTC32UD/zuXvfvZ+WpjwlP8k/Hp1vNfLaDPNP9FX6q3es4xrNrjBc1uTEf4ZTfq0GYmqwpL16O/LICd/JnTrDnDHo9AyYAoa4+30bkwv6jKNAA2lq17ImEB1X6D+fp2rqETkEKArMAj2WpRgG/Cjqm6OdYygw0DPAJ4CKuMsWNwVGKSqZxQ6ahO6SpUSueKiYzmie3uefulzVqxKA+C72WvpOXgsC/51MtWSLT9xvIgItG4IDf+Yj9EAACAASURBVFLQaYsgzVlgb/ECuOcqePFDaNQ0zkFWcPVqreaaI4MtCPPCtyEH40FVfwd+F5GRwA53zlXe5NtAPUtBPwUeBg4Hxrkn/k1EWhYyXlPCOrZL5eUnr+PtD39k5JeTUIWVmzJYsHYbh7awHAXxJjWqwDGd4a+16OzlkKvsyoD5f1gDEG851bLYdsjaYJXj1ABE+B5niH1eCoiqblnxTAQDslV1qz0/LnuSkytxwxUn8PsfS1m01O0XsGl3pYaIQPvG6ObtsMKdOWb/PnG3QSrxarL3KneFISJv4kx6Xa+qB7pldXFS4LTEGWZ/ft4jG3fhrWtwloS8VVW/i3GKKpH5f9zkm4FmmgRtAGaLyMVAooi0A24Ffgm4rykFrO02JrhmVRryXIc7AtV9l//FqvI2Ts7QyJUD7gPGquoTInKf+/5ed47VhUAXoAkwRkTa5z3e8bBDRA5T1RkAItINyAgSe9AG4BaclHe7gQ+A73AmgZlS5sQJ6QVv2J7/9zPq0UbMkob7VNnx1pmex536rn9eqdadvDt6n5x3oue2x0as8T3uVxu91yn+dzf/lTg2LfHurE34yX+Ex7gzvBe8+8fd3o8GZu7y/zCY/MmBBZY/SCViXeaZkrNi/UZue7l4VnpR1QkFPDIfgLNQPMBQnMfr97rlH6rqbmCJO2n2cOBXn1PcDnwsIqvd941xhurHFDQZ3E6cBiC+eU9NsVjOelqybwNgjHHkVlEyOgSc4vQL9URkWkTJEDeRpZ+GqroGQFXXiEgDtzwVJ0V+npVumSdVnSoiHclfsGt+kAW7IEYDICJf4PNE0kYBlSHJ+YMC3tLv+EtXcpH0o5rYNFRjojWrm8Oz53vcTUcZ8RZpxTgMtKCHtb69Qu7z/juBFqp6nYi0E5EOqvplrJPFugN42v1+NtCI/Lx3F+F0XJiy4sg+1B7+BVvcFeMmMoe5upyrOYku0iLOwRlTulTOrEzzVaH+v1gnIo3dq//GwHq3fCXQLKJeU5zVvvy8hbPmSq+IY3wM7F8DoKrjAURksKpGPjT9QkQmxDq4KUUaNWKwXMn7+gOTmAfAJrbxtH5MP+3K+VK6Zz0aU5LmJa+iR1vv5UiLwSjgCuAJ9/vnEeXDRORZnE7gdsCUGMdqo6oXiMhFAKqaIQGHbAbtBK4vIq1VdTGAiLQCLNVkHHh28gZwyy2VgBPhr9bw4w+wyxko8AO/8UOtJbRefQjVO9crcN9Wm//0PfYH93n/vQ1L/ZfntuM73O973CEn/+65bdVM/zVbLz7uHM9tn7001Hff9yf/5Lnt6smLPbc1nOc/eejXcwYVWJ42ZR2sCDjuvIw4/X/vxq4Umsv2a+9aK1I48ba+gepO2/PZXTAR+QCnw7eeiKzEmVf1BDBcRK4BlgPnAajqHBEZDszFSedwU4wRQACZbqYGdc/XBmfATkxBG4A7gHEikveX3xJ3qUZTBrVrB6lN4IexsNj9J926lcX3T6DegHY0vKQzCZUT4xujMXG0tkojHm93Z7DKv/s3AKp6kcem/h71HwceD3ZywGlQvgWaicj7QG+KMx20qn7rjv/v6BbNd4cpmbKqWnU49XSYPw/Gj4PMTFBI++wvtk1bS9Pbu1Otnc0WNhVTp6rKe10D5VOjm/+NaOhUdbSIzAB64nQi36aqaUH2jTUKaM/kAvcDf5/78cg6powRgU6doWkzGDsali8HYPfKbSz6xzganNuB+ud3JKGSrSdgKpbNVXL5tOOueIfhS0Tm4qyn/qGqLgK+KuwxYt0BvOUuMOzXofAGBSz6YsqQmjVhwFk0yR7P2rf+IHdXDuQq64fPJ33aGprdVuKJDo2Jq+TN62j98bPxDiOWi3BmDX8vImk4k3SHq2qsUUN7xGoAUnCGF/k1ABuCnmx/rMytwz3bziuJUwX2VM2Y6y0UaH86ckMjwupKfeGCQ2H097B6FQC7Fm/lrzvGkdyjHR0ObokkFPynMHqx99q9V/X0Xlu1TVfvzlaApld4/+ndc45/0pzTV8zz3PbyAe19933ig8c8t/3e7HTPbUfeXdX3uBu/KbhDPDM9fyGAZ8beyDPLgi1HaMKxKSmZDw8ItiAMjA01Fi952UCBgSLSE2f27yR39vAHqvparGPEGgbasjgCNWVISgqccy7MnAm//gw5OZCbw+zJC1m9ZAM9ju1CzdrVYx/HFN32jfGOoMKTDfVJfCXoOJdYk37Dp6qTcD78Pwf+g5N7aP8aAFNBicBhh0HLljD6O1i3DoBN67cyZsQkDjqiHW26NLPVxYpRpYTK+W+mfQzp66DnJVA5UFJHU8yk9jyS+vYIVvmzcGOJRUR64DwOOgdngu4QAiwHCdYAGD9168J5F8C0qciUSWiukpOdy28/L2DFonXUqVdzT9WX03bseS0JQtfD2tKrd6diayRycZ415gINgPI2SPWIukcxY9c8yHCT0P05AVbNgaOvg9Qu8Q2uAqpcoz3NjnolWOXP+oUbjAcR+SfOY5/NOOu191bVlYU5hjUAxl9CAhx+BP1Tlak/zmbrJift+Ma1W9i4Nn/5w4WzV+y128iPf+bIPp25/Z6z9zuEHcBCYKf7fg3gvVBk2dSgSmM451/wyzuw2M0FtmMjfPMEdD4OelwAlarEN8gKpIYkc3TlYH0AMZNBh2c3cLKq+s/S9BF0SUgBLgFaq+ogEWkONFLVWFOUy7Wid0q/UaxxlIQxqT3hwu4wZTJMnxZoVZlfJs7ll2mLOf3KU2nfrXOBdR76zOcOIReOP6MHU76aTk7E2rm7gbkCl60UTukLlZIKPsZPj3vPMn79+//z3AYwbLz3Mk9H1fFOtT72l1N9j9vmDe9Fmt4c3BM6wZQUeG82bM/L5zh3DA2WjmF9v4egkX/ntSkedSWDC5O8Z6FH8prlFTZVfRT2JIO7C2fN9uvcOVvFkgwuz39x7r774SxAvA0YAQR8SGbKhaQkOLI3dOwEK1aA5hZcLy0N5rrrB+zaxRevjKDj4fPpd/HJVK3uP0pmj+3A7zB6y9T801dKJDExgd27slCFcZNh3iK4+HSleZPy0x9xeBPoUBeGzobfnO4X1u8EvnzMeSTU/qi4xlcRbK1ShS87dYxdsXQIJxlchCNU9TARmQmgqptFpHKsnUw5Vbeu8+WnfXsYMxq2O4+M5k+Zw4oFyzjh8tNofXA77/0UpxtrPs4lh6tpi/qcc3lfKicnMfL9CSyc5wxTXZcGz78Nx/VWju8DSYnloyFIqQK3dINfVsGwOZCRDaAw/wdrAErAzi1b+G3kqHiHEVToyeCy3JXm85IN1Wev/57GRGneAi65FCZMgHlzAdixdTsjX/yQDj06U7u+24BEP73c5H65EhMTOPaUwzjq+ENITHRmJF9x08lMnTifb0dMJDMLchW+nwhz/oLObfMfTa1m3F6HPpAGDKAjiZSNmc0i0LspHFAVnsxbIiQ3Vl4wUywyd5K7fHq8owgq9GRwLwAjgQYi8jhwLvBgEQI1FUlyFTj+BAb0O5DR737FznRnpNCCqXOD7V8Tbrz5TBo3PWCvYhHh8KM6cVDdiXzwBSx2+59XrXO+8ozm530OeSTN+B/eE7lKo+TyNuSpDFhdO4lHzgi4at7IcGMJ4BH2TQZ3VZAdgyaDe19EpuNkrxPgTFX1nmZpTITPE5vABZc6KagX/hWzvohw9ImHcOzJh5GU5P3pV7XLdVzZKZdff5zN6FHTyM6OfXX8CyvoUXkImScMxum+K/hO+Z1/PON5jEXnDfDcNvHMVr7nr9+zp+e2Z++eX2B57to/4OfSNQu+vOuQnsIbP5wSqG4fngs5Gn+q+r37+VzsyeAiH/Sux8k1sWebqm7ady9jClC1KpxyqtN5vHbNnlFE/etl7lUtMTGB9l2a0yg1Rh+DKyEhgd79D6bjwS2Z9/tSsrIKzuC4PT2DqRPnkZurZGZmAw8B3wP/xFl3w5h8GxOq83bVsjHGRUTGqmp/IpLBRZT5inUHMB3nuZIAzXEmHAhQG2cRA//LHWOiNWvmfLmO7bDDp3JwB9SvRZ/jDvatc1iv9owYOo71e+Yv/AScAvwfcBb+Ka9MRbJR1vNepZfjHYYvEakCVMNZaKYO+X/AtQh4VRMrF1Ar90SvAKNU9Wv3/cnAcUWM25i4SG1en7/ddxZjv5jOxLF/4FzbbAPuAb7DWYOj4BXRTMWi2VvJXBdzFGUgItIB+CiiqDXOVUdt4DryE2ren/cZG9ANwO04H/aRSTvTgUCtV9BO4B6qemPeG1X9RkQGx9rJbaEmAMnuuT5R1YfdR0sf4awsthQ4X1U3B4zFmCKrVCmJk84+goljH8D54F/ubhmD839oMHByvMIzpUTHXbV5c9FZgeoeySTf7aq6AOgK4I6mXIXTdXwV8B9VfbooMarq88DzInKLqr5YlGMEbQDSRORB4D2cy6ZLgSApC3cD/VR1u4hUAiaKyDfA2cBYVX1CRO4D7gPuLXz4xhRVd5xHpk8CeWvXbgZuBk5ne0Z9alS11AsVVWadRFafUztY5ZmFOnR/YJGqLiuuPFmq+qKIHAh0BqpElL8Ta9+gDcBFOOtO5g14mkCAGdCqqjhzOgEquV8KDMBZJBlgKDAOawBMCXrs5SfcV1VYOP8URr43nq2b8/ojvuDRd+GZ66B/1333bfTADZ7HfWWM9+ghgNcv8P5vU/+Wghd0ypq1gi3v+R7WFLPc7DS2rX81aPV6IjIt4v0QVfXKEX0hEYNpgJtF5HJgGnBXUZ6EiMjDOJ+nnYGvcW5hJwLF0wC4o31uK2xgbnCJOPfWbYGXVXWyiDRU1TXusdeISIOiHNuY4tC2Yyq3PHAuX3/yKzMmOTPT1m2BS5+Ci/vCI5dATcvKXKFkrm/BqheC5uw6NE1VYy6b52ZPOAMY6Bb9D+eZo7rfnwGuLkK45wKHADNV9SoRaQi8HmTHoMngfnSD3IuqxsyDqqo5QFcRqQ2MdG9VAhGR64HrASod0DjobsYUWpWqlTn7smPo3LUln73/E9u3OQnfho2D8X/AjadAZXfRrpR1e6dar1+9Dqe0O4oqScklG7QJze5q61jU2f9ubo9psau4TgZmqOo6gLzvACLyGgFy93jIUNVcEckWkVo4Q/ZbB9kx6COguyNeV8FZeKDgAdceVHWLiIwDTgLWiUhj9+q/MU7ABe0zBHe5nWqtusROP2nMfup4UAtufbAhsz99l1GTnbJVG+GhdyNr7btcZKd6rRl6ZsxxEaaMyM7ZQtrmz4v7sBex91yqxnlPQnDGIc8u4nGnuRfYr+E8bdkOBMrUHPQRUHRSjJ9FZHys/dycQVnuh39VnKGj/wZGAVcAT7jfi/03bUxRVatRhVdvhVN+hYFvw+btMXdhXtpier1xOR1ToXMzSCwb6YaMl4ap5N4TsFvyxptjVnFTNh+PM3Qzz5Mi0pX8FIjenUs+VPXv7stXRORboJaqzgqyb9BHQJHTMhOAbkCjALs2Boa6/QAJOCvWfykivwLDReQanHF4Ns+9HHusmCZ7laQ3tlwHneD6+3cydeI80rfuLLBebm4us6cvJjMzmxzNYc5K2Ly5Kxe2H0qT6vtOTBt+qPfIjw1Tby14w0LLulLSatXYzYm9FwaqW3DX/d5UdSdwQFTZZUUIbR+Rs35VdWl0mZ+gj4AiZwRnA0uAa2Lt5LZChxZQvhFnOJQxpVrNlGr0O7Wbb52+Jx3Kp++OZ+nCtQCs3vEbz//WnRObD+KYpneTKLbwXllTPWcnh2/9Ld5h+Ap9JnCETqq6K+rk1uNlDFC3Xi2uvu00Jo2bzfcjfyM7dxc5msXXywYye9Nn9Gl8C85NMGj0IlMpQHMQe2RUqqzdnsBTEwIuXhQ/JTYT+BfgsKiyXwsoM6ZCSkgQjux3EF2WvMmHf17Biu3OSmbLt01m2LbJ+RUXFLBzW5yBfKbUqJSYTuM638Q7DF+hzwQWkUZAKlBVRA5l71sMGxltTJSG1Tpx8yG/8OPKfzN6+aPkaFbsnRaC/ge47is45hRnJRgTV022wsMBP/9fCjcUTyLSA1iR9+HvTig7B1gGPBIkW3OsO4ATgSuBpsCzEeXbAO8Vt42poHZddD0AfYA2K09n2s/z2bljV4F1szKzWTB7uZMZezfw0mP0e+kxHgHqR9T7HWf6qCk5SXXqUO/s44NVHjU83GC8vYqblFNEjsYZVXkLTt6hIQS4r4yVDXQoziiec1R1xH6Ha0wF0rjpAZx+QW/fOssWrWXEO+PZlJYOwA/ADJy8KycBU4m60rK7gxKxc2k2064s9cudJEZc5V+Ak4JiBDBCRAL1YMd6BHSpqr4HtBSRO6O3q+qzBexmjAmoRZtG3Hz/2Xz32RQmT3CWytwC3OF+7buD/4gkUzzmpTagxy23BKt835hwg/GWKCJJqpqNM6ry+ohtgfp3Y1Wq7n6vUcA2m5lrTDGonFyJ0y/ozQ0T5vIAsKaAOrWA9GNuhLZHlnB0FVMXzWB4TrBhoF1CjsXHB8B4EUkDMnBWOEJE2gJbgxwg1iOgvHR4Y1R1rxW2RcT/3tYYUyi9cKbEPwF8ipMb4DOc/oTBQN929l+upKxdt5Enn46ZTDOuVPVxERmLM+H2ezf7MjiTbgPdvgQdBvoi+w75LKjMGFNEna6NSDi07i9GNmgLGxbxU/029LVn/yWqSttGdHg9YCqIo66PXSckqrrPajSq+mfQ/WP1AfQCjgTqR/UB1AISg57EGFNIDds53xu0jW8cFVTOilVsvfPBeIcRulh3AJVxnv8nATUjytOxqSvGmHIqM6kZK+oPCli7WFL6xEWsPoDxOJ0Mb6vqshKKyRhj4mpTlbUMa/NUvMMIXdA+gJ0i8hROh3fkmpMxF4QxxpiypkliFf52QKdAdR8iUOblUiloA/A+8BFwGnAjTg7/DWEFZUxFdFYz/767kSval1AkpvGWHB78fEugug+FHEuYgjYAB6jqGyJyW8RjoZgLwhhjTFm0pGY6F/f5LljlmeHGEqagDUBeRqs1InIqsBonP5AxxpQ7dejG+QEX+/2A2EN0RWQpTg61HCBbVbu7C219BLTEWRHsfFXdXLSIiyZoA/CYiKQAd+GM/6+Fk4faGGPKnbUZs3liXrE/cjtWVdMi3t8HjFXVJ0TkPvd9wMkHxSPomsB5q9VvBY4FEBFrAIwx5VL9bbW58YcBgepO5uminmYA0Nd9PRQYR2lsADzcCTxXXIGYsq0srvsbD9PTgiylXTC/TuKy2EF8Uo3/hHbsb/dz/5zaCWzrX1AKtAKMoJ6IRD4vGqKqQ6JqKfC9iCjwqru9oaquAVDVNSLSYD/DLrT9aQBsbroxplyqsqUJnUb8X8Daj6SpavcYlXqr6mr3Q360iMzfzxCLxf40AJYN1BhTLtWqv5bjzgv4aOe/sauo6mr3+3oRGQkcDqwTkcbu1X9jYH2RAy6iWLmAtlHwB70ApX7FZGOMKYrtNWowoVfA1NsxGgARqQ4kqOo29/UJwCBgFM6cqifc758XPeKiiZUKoqbfdmOMKY8WVE+m/xGti+twDYGR4mR0TQKGqeq3IjIVGC4i1wDLgfOK64RB7c8joHJh4Ls3xjuEQrnowB6hHXvBIY1DO7aXj3ctLPFz7q/96cgNS6xZxBmbvyqhSMqHjtvW8Pa4wYHq9oyxXVUXA4cUUL4RZyWvuKnwDYAxxkTblFGTYXODpjr7X6ixhMkaAGOMibK5Wh1GHlr+M95bA2CMMVE6KXyTFbseQGq4oYTKGgBjjImSmf4XK8acHO8wQif56wiXbq1r1dB/9uga7zBKvcMuOSPeIRSreHUSl8aO3v1R0TqBv31uxvQAk7M8ySGifBOwcir7da54sjsAY4yJkrKwG8ecESwb6KgynBTBGgBjjImS2XgRS/7vnGCVg+WMK5WsATDGmCgZiXX4o+bZAWt/GmosYQq1ARCRZsA7QCMgFydL3vMi0hV4BWd94Wzg76o6JcxYjDEmqMbLs7j+lmCpeR4NOZYwhX0HkA3cpaozRKQmMF1ERgNPAo+q6jcicor7vm/IsZgy6LwqbYu8730rtxdjJKYiqZ2yitNPHhio7qNzQg4mRKE2AG6u67x819tEZB7OsFnFWVUMIAVniUljjCkV5iXWo3vNoKl5AqQDLaVKrA9ARFoChwKTcZaT/E5EngYSgALT7onI9cD1APWSk0skTmOM6ZCZzJur2gWq2zvkWMJUIg2AiNQARgC3q2q6iDwG3KGqI0TkfOAN4Ljo/dxVc4aAMw+gJGI1xpj0eg35/tqAq94OuSPcYEIUegMgIpVwPvzfV9W87vIrgNvc1x8Dr4cdhzHGBLVl7Ro+/3ewbKBlWdijgATn6n6eqj4bsWk1cAzOIsj9gL/CjMMYYwqjLY35gocC1W1G0KUjS5+w7wB6A5cBf4jIb27Z/cB1wPMikgTswn3Ob4wxpcHiLdM5f0TZneEbVNijgCbivXh8tzDPbYwxRVWleg06HBQs99ivkyb6bveZD/UIzsXwBrfq/ar6dVFjLgqbCWyMMdFqpqD9TwtWN0YDgPd8KID/qGrA1eeLnzUAxhgTpW4KXHpSsEdAQx/33+4zHyrurAEwxpgoaRvTefW9McV+3Kj5UL2Bm0XkcmAazl3C5mI/qQ9rAIwxJkqtrG2csnJ07IrAJ1BPRCJzRw9x5zDtpYD5UP8DBuNkRhgMPANcvd/BF4I1AMYYE0Wya5OwOeii8J+mxVoQpqD5UKq6LmL7a8CXRY23qKwBMMaYKDUbHUD/ey4LVvks/3TQXvOhRKSx2z8AcBYwu0jB7gdrAIwxJsqqRbnce06xZZP1mg91kZsaX4GlwA3FdcKgrAEwxpRJ3/xnuuc2eW7/JnGlNEritGvqB6o7LPYoIK/5UCU65r8g1gAYY0yUrJp/se6Yk4JVjtEAlGbWABhjTJT6fzXi2hOuCVT3jjLcAlgDYIwxUWamrKVmn4Af7F+FG0uYrAEwxpgo3arWZtpBwYaByle2KLwxxpQbK5OrcnebLgFrWwNgjDHlxvpddXlpwSUBa5fdhWOsATDGmCgN183hqqc7Bqr7r5BjCZM1AMYYEyW7TkM29L80WOVPngk3mBBZA2CMMVHq1mvKhdcES9P/ujUAxhhTfmSmL2f1jzfFO4zQWQNgjDFRlq5ryOVP3hWw9n9DjSVM1gAYY0yUpIO2UOfLzwLV3dAi5GBCZA2AMcZEyV65kw3/mBa7YhlnDYAxxkSpvzmHCz7aGajuSyHHEiZrAIwxJkrzxqm8eP2gQHVfevTzkKMJjzUAxhgTJavKXNa2PyTeYYTOGgBjjIkySzrSOPmtgLV7hRpLmKwBMMaYaLvnk7Aw2Ad7bsihhMkaAGOMidJ0azdu/zLYKKC7C1ztsWwQVY13DIGIyAZgmcfmekBaCYZTnMpy7FC24y/LsYPF76eFqgZb1LcAIvItTnxBpKlqwPUjS5cy0wD4EZFpqto93nEURVmOHcp2/GU5drD4zf5LiHcAxhhj4sMaAGOMqaDKSwMwJN4B7IeyHDuU7fjLcuxg8Zv9VC76AIwxxhReebkDMMYYU0jWABhjTAVVphoAETlPROaISK6IdI/aNlBEForIAhE5MaL8IhH5Q0Rmici3IhJ0bG+xK2L8lUVkiIj8KSLzReScko+8aLFHbB8lIrNLLtp9FTZ+EakmIl+5v/M5IvJEfCIv8t9NN/fvfqGIvCAipWK2kogcIiK/urF9ISK13PJKIjLULZ8nIgPjHWuFoKpl5gvoBHQAxgHdI8o7A78DyUArYBGQiDPTeT1Qz633JPBIWYnf3fYo8Jj7OiHvZykLsbvbzwaGAbPL2N9ONeBYt05l4Cfg5LIQu7ttCk6SGgG+iVfsBfwsU4Fj3NdXA4Pd1xcDH7qvqwFLgZbxjre8f5WpOwBVnaeqCwrYNADnj2e3qi4BFgKH4/zxC1DdvQKqBawusYCjFCF+cP6T/MvdP1dV4zLzsyixi0gN4E7gsZKLtGCFjV9Vd6rqj+6+mcAMoGnJRZyvsLGLSGOglqr+qs4n6jvAmSUYsp8OwAT39Wgg745Wcf6fJgFVgUwgveTDq1jKVAPgIxVYEfF+JZCqqlnA34A/cD74OwNvlHx4MRUYv4jUdt8PFpEZIvKxiDQs+fB8FRi7+3ow8AwQbGWN+PCLHwD33+F0YGwJxhWEV+yp7uvo8tJgNnCG+/o8oJn7+hNgB7AGWA48raqbSj68iqXUNQAiMkZEZhfwNcBvtwLKVEQq4TQAhwJNgFlAqM8WizN+nEdYTYGfVfUw4Ffg6RDCdoIo3t99V6Ctqo4MKdx9Ayne333eMZOAD4AXVHVxcccccZ7ijN33ZwpbjJ/lauAmEZkO1MS50gfnrjEH5/9pK+AuEWldUjFXVKUuG6iqHleE3VaSfyUBzofmaqCre8xFACIyHLhvf2P0U8zxb8S5es77EP0YuGa/AvRRzLH3ArqJyFKcv7MGIjJOVfvub5xeijn+PEOAv1T1uf2JLZZijn0lez+uiv6ZQhXgZzkBQETaA6e6ZRcD37p37etF5GegOxBao2tK4R1AEY0CLhSRZBFpBbTD6QRbBXQWkbysgMcD8+IUo58C43ef334B9HXr9QfmxidET16x/09Vm6hqS6AP8GeYH/77wetvBxF5DEgBbo9jfH68fvdrgG0i0tPt+7ocKBXrFopIA/d7AvAg8Iq7aTnQTxzVgZ7A/PhEWYHEuxe6MF/AWThXN7uBdcB3EdsewBkFsYCIEQ/AjTgf+rNwPkwPKGPxt8DpNJuF8wy6eVmJPWJ7S+I/CqhQ8eNcNav7t/Ob+3VtWYjdLe+O87x9Ec665RLP339EXLcBf7pfT+TFBdTAucOdg3ORc0+8Y60IX5YKwhhjKqjy8gjIGGNMIVkDYIwxFZQ1AMYYU0FZA2CMMRWUNQDGGFNBWQNgjDEVlDUAopgibAAABUtJREFU5YCIbA/5+K+LSGf39f1F2L9lYdJBu/UzROQ3j+2PiMjdhY2jLBKR2iLy94j3bUTkt7D/zU3FYA2AiUlVr1XVvBnIhW4AimiRqnYN8wQikhjm8YtJbWBPA6Cqof9eTMVhDUA5JSItRGSsOAvhjBWR5m752+4CIb+IyGIROdctTxCR/4qz8MiXIvJ1xLZxItJdnEVRqrpXoO9HX9mLyN0i8oj7upuI/C4ivwI3RdRJFJGnRGSqG9sNAX+eB8RZ9GQMTkrhvPI24iz0M11EfhKRjhHlk9zzDMq7YhaRviLyo4gMw8kSi4hcKiJT3J/r1byGQUROEGfxkrxMrDXc8idEZK4bv2dyPhGpLyIj3Bimikhvt/xw9/c/0/3ewS3vEhHHLBFphzNbNu+q/6kgvytjAov3VGT72v8vYHsBZV8AV7ivrwY+c1+/jTPlPgEnPfZCt/xc4Gu3vBGwGTjX3TYOdyGSyHMRleIBuBt3wR2c1BXHuK+fyqsHXA886L5OBqYBraJijz5uN5wP62o4azosBO52t40F2rmvjwB+cF9/CVzkvr4xL26cvEo78s6Js9jKF0Al9/1/cXLn1MNJwVHdLb8X+D+gLk7ahbxZ9LV9/l2GAX3c182Bee7rWkCS+/o4YIT7+kXgEvd1ZZy8+Hv9Lvz+ze3Lvgr7VeqygZpi0wtnNS6Ad3FWQ8vzmarmAnMlf32BPsDHbvlaEfmxqCcWkRScD8bxEec/2X19AnBw3t0FTrK1dsASn0MeBYxU1Z3u8Ue532sARwIfS/6Kh8nu917kL4IyjL3TaE9RZwEVcBLsdQOmuseoirOKXE+cBvJnt7wyTjrudGAX8LqIfIXT0Hg5DicZYd77WiJS0/2Zh7pX+ApUcrf/CjwgIk2BT1X1LykdKzmacsoagIojMunT7ojXEvW9MLLZ+zFilYhjeSWZEuAWVf2ukOcq6HgJwBYt/DPxHVHxDFXVvdaJEJHTgdGqelH0ziJyOE7DcSFwM9DP4zwJQC9VzYja/0XgR1U9S0Ra4txhoarDRGQyTork70TkWiwdsgmR9QGUX7/gfEABXAJMjFF/InCO2xfQkPwU1NGyxFloB5zMlA1E5AARSQZOA1DVLcBWEekTcf483wF/yzuGiLR30//6mQCcJSJV3Svo093zpANLROQ891giIoe4+0wif7nBC6MPGGEscK7kpymuKyIt3P17i0hbt7yaG2sNIEVVv8ZJE+3X+HyP00DgHiOvbgpOqnKAKyO2twYWq+oLOKmeDwa24SycYkyxswagfKgmIisjvu4EbgWuEpFZwGU4aXj9jMBJOTwbeBWYDGwtoN4QYJaIvK/O4h2D3Lpfsnf+9quAl91O4Mgr4Ndx0v3OcDuQXyXGnaiqzgA+wknJPAJngfY8lwDXiMjvOKmE81bQuh24U0SmAI09fhbUGd30IPC9+7saDTRW1Q04H84fuOWTgI44H8ZfumXjgTv+v707RmkoCqIwfE5jEQIWbkCwsbDTznWIrsINWAbJBlyBrW0WYhFcgxYBi4CVHItJQkgRxAiXx/2/8hWPqd5w51ze7Cn9XtLVKtB9U2URUo3jpq6lJ9s3kW4lzV3XX88lPSdZqMZQc0Jg/Dd+B40N2+MkS9snqqUo10neG9RxKmmW5OKAd4wkfSWJ7TtVILxvveKg2F4mGbeuA8NGBoBtM9cC9CNJkxYf/5VvSce2X/8w31+7lPTkSlE/VTehBs/2meoU9NG6FgwfJwDgQLYfJN3sPH5J8tiiHuC3aAAA0ClCYADoFA0AADpFAwCATtEAAKBTP492XIDVtK7/AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot state vector and Permian mask\n", + "state_vector.plot(cmap=cc.cm.glasbey_dark)\n", + "mask.plot.contour(levels=1, colors=\"k\", linewidths=3);" + ] + }, + { + "cell_type": "markdown", + "id": "eb1c3352", + "metadata": {}, + "source": [ + "## Weekly total emission estimates" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f83c9435", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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period_numberperiod_startperiod_enddt_middleprior_emission(Tg/a)kf_prior_emission(Tg/a)posterior_emission(Tg/a)oil/gas(Tg/a)livestock(Tg/a)waste(Tg/a)other(Tg/a)
0120180705201807122018-07-08 12:00:001.1240081.1240081.1365610.9023470.1388570.0236510.071706
1220180712201807192018-07-15 12:00:001.1240641.1366182.1000021.7569580.1851090.0277010.130233
2320180719201807262018-07-22 12:00:001.1240292.1000384.0301163.4909340.2600540.0539470.225185
3420180726201808022018-07-29 12:00:001.1232084.0299503.1313132.6593120.2141770.0663510.191471
4520180802201808092018-08-05 12:00:001.1182343.1322892.7486512.3167980.1975430.0626850.171627
\n", + "
" + ], + "text/plain": [ + " period_number period_start period_end dt_middle \\\n", + "0 1 20180705 20180712 2018-07-08 12:00:00 \n", + "1 2 20180712 20180719 2018-07-15 12:00:00 \n", + "2 3 20180719 20180726 2018-07-22 12:00:00 \n", + "3 4 20180726 20180802 2018-07-29 12:00:00 \n", + "4 5 20180802 20180809 2018-08-05 12:00:00 \n", + "\n", + " prior_emission(Tg/a) kf_prior_emission(Tg/a) posterior_emission(Tg/a) \\\n", + "0 1.124008 1.124008 1.136561 \n", + "1 1.124064 1.136618 2.100002 \n", + "2 1.124029 2.100038 4.030116 \n", + "3 1.123208 4.029950 3.131313 \n", + "4 1.118234 3.132289 2.748651 \n", + "\n", + " oil/gas(Tg/a) livestock(Tg/a) waste(Tg/a) other(Tg/a) \n", + "0 0.902347 0.138857 0.023651 0.071706 \n", + "1 1.756958 0.185109 0.027701 0.130233 \n", + "2 3.490934 0.260054 0.053947 0.225185 \n", + "3 2.659312 0.214177 0.066351 0.191471 \n", + "4 2.316798 0.197543 0.062685 0.171627 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(\"weekly_total_emissions.csv\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3ca7dde0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot weekly estimates\n", + "fig = plt.figure(figsize=(20,8))\n", + "plt.rcParams.update({'font.size': 20})\n", + "ax = fig.subplots(1,1)\n", + "\n", + "# Name variables\n", + "dt = pd.to_datetime(df[\"dt_middle\"])\n", + "posterior_emis = df[\"posterior_emission(Tg/a)\"]\n", + "prior_emis = df[\"prior_emission(Tg/a)\"]\n", + "\n", + "# Colors\n", + "c5 = np.array([251,154,153])/255\n", + "c6 = np.array([227,26,28])/255\n", + "\n", + "# First period to consider\n", + "# Count from 0\n", + "# fp = 26 means the first 6 months of results are discarded as Kalman filter \"burn-in\"\n", + "fp = 26 \n", + "\n", + "# line/marker options\n", + "lw = 3\n", + "ms = 12\n", + "\n", + "# Time series\n", + "ax.plot(dt[fp:], posterior_emis[fp:], \"o\", color=c5,\n", + " label=f\"Posterior (Mean = {np.round(np.mean(posterior_emis[fp:]),1)}\"+\" Tg a$^{-1}$)\")\n", + "ax.plot(dt[fp:][2:-2], moving_average(posterior_emis[fp:], 4)[2:-2], \"-\", color=c6, lw=lw, ms=ms,\n", + " label=\"4-week moving average\")\n", + "ax.plot(dt[fp:][6:-6], moving_average(posterior_emis[fp:], 12)[6:-6], \"-\", color=\"k\", lw=lw-1, ms=ms,\n", + " label=\"12-week moving average\")\n", + "ax.plot(dt[fp:], prior_emis[fp:], \"-\", lw=lw-1, color=\"orange\",\n", + " label=\"Prior\")\n", + "\n", + "ax.legend(ncol=1, fontsize=16, framealpha=1)\n", + "ax.set_ylabel(\"Total emission (Tg a$^{-1}$)\")\n", + "ax.set_ylim([0,11])\n", + "ax.set_yticks([0,2,4,6,8,10])\n", + "ax.set_yticklabels(['',2,4,6,8,10])\n", + "ax.set_xlabel(\"Time (yyyy-mm-01)\")\n", + "ax.set_xlim([datetime.datetime(2018,11,15), datetime.datetime(2024,2,1)])\n", + "ax.set_title(\"Total methane emissions from the Permian\")\n", + "\n", + "ax.grid(color=[.85,.85,.85], zorder=1);" + ] + }, + { + "cell_type": "markdown", + "id": "f5db4d1f", + "metadata": {}, + "source": [ + "### Map one week of posterior emissions at 25-km resolution" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "77c22420", + "metadata": {}, + "outputs": [], + "source": [ + "# Select week index\n", + "# Count from 1\n", + "# p = 27 selects the first week after a 6-month burn-in period\n", + "p = 27" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "476c5628", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get posterior emissions for a period p\n", + "sf_post = xr.load_dataset(os.path.join(\"scale_factors\", f\"posterior_sf_period{p}.nc\"))\n", + "start = df.loc[df[\"period_number\"] == p][\"period_start\"].values[0]\n", + "end = df.loc[df[\"period_number\"] == p][\"period_end\"].values[0]\n", + "hemco_file = os.path.join(\"hemco_emissions\", f\"HEMCO_diagnostics.{start}0000.nc\")\n", + "hemco_diags = xr.load_dataset(hemco_file)\n", + "post_emis = get_posterior_emissions(hemco_diags, sf_post)\n", + "post_emis = post_emis[\"EmisCH4_Total\"].isel(time=0, drop=True) - post_emis[\"EmisCH4_SoilAbsorb\"]\n", + "\n", + "# Remove buffer elements outside Permian, which may return unphysical negative emissions\n", + "post_emis = post_emis.where((state_vector <= last_permian_element))\n", + "\n", + "# Plot the emissions\n", + "post_emis.plot(vmin=0, cmap=\"Reds\")\n", + "mask.plot.contour(levels=1, colors=\"k\", linewidths=3)\n", + "plt.title(f\"Posterior emissions \\n {start} to {end}\", fontsize=14);" + ] + }, + { + "cell_type": "markdown", + "id": "745dc729", + "metadata": {}, + "source": [ + "### Inspect posterior error covariance and averaging kernel matrices for the week" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "38e02986", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Open the gridded posterior and diagnostics (averaging kernel A and posterior error covariance matrix S) for a period p\n", + "posterior_diagnostics = xr.load_dataset(f\"inversion_diagnostics/gridded_posterior_ln_period{p}.nc\")\n", + "\n", + "# Plot A and S_post\n", + "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(18,6))\n", + "plt.rcParams.update({'font.size': 20})\n", + "posterior_diagnostics[\"A\"].plot(cmap=\"RdPu\", ax=ax1)\n", + "posterior_diagnostics[\"S_post\"].plot(cmap=\"YlGnBu\", ax=ax2)\n", + "ax1.set_title(\"Averaging kernel sensitivities\")\n", + "ax2.set_title(\"Posterior error variances\");" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4ac3c449", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "Show/Hide data repr\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "Show/Hide attributes\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
xarray.Dataset
    • float: 1
    • nvar: 220
      • xhat
        (nvar)
        float32
        1.005562 1.012289 ... 3.6181405
        array([ 1.005562  ,  1.012289  ,  1.0077367 ,  0.99573296,  0.9966773 ,\n",
        +       "        1.002722  ,  1.0103632 ,  1.006709  ,  0.988381  ,  0.5176938 ,\n",
        +       "        0.97527754,  1.011624  ,  1.015175  ,  0.9545282 ,  0.8237497 ,\n",
        +       "        1.0061998 ,  1.0003717 ,  1.0005759 ,  0.98679274,  0.9335036 ,\n",
        +       "        0.9404295 ,  1.0140826 ,  0.9453255 ,  0.6563768 ,  0.94440717,\n",
        +       "        0.9918615 ,  0.9955342 ,  1.0017099 ,  1.0196885 ,  1.0175464 ,\n",
        +       "        1.0283881 ,  0.9998332 ,  0.94500417,  0.9446419 ,  0.8745407 ,\n",
        +       "        0.6259899 ,  0.8222838 ,  1.010907  ,  1.0065321 ,  0.9950495 ,\n",
        +       "        0.94375175,  0.9839389 ,  0.88055927,  1.0169871 ,  1.0351044 ,\n",
        +       "        0.997616  ,  0.9219573 ,  0.8077339 ,  0.8549198 ,  0.8591607 ,\n",
        +       "        1.0178955 ,  1.0073266 ,  1.0530595 ,  1.2681355 ,  1.3617417 ,\n",
        +       "        0.85764945,  0.8918358 ,  0.92690206,  0.948367  ,  0.893078  ,\n",
        +       "        0.8573028 ,  0.5180533 ,  0.786092  ,  0.9197332 ,  1.0031413 ,\n",
        +       "        1.0005884 ,  1.0435154 ,  3.3447876 ,  0.88491833,  0.82805467,\n",
        +       "        0.8099353 ,  0.6833171 ,  0.79851025,  0.60572624,  0.72523075,\n",
        +       "        0.8522412 ,  0.90711254,  0.9552776 ,  0.9754078 ,  0.99859726,\n",
        +       "        1.0051026 ,  1.3129084 ,  1.3501716 ,  0.8649777 ,  0.91600984,\n",
        +       "        0.9267345 ,  0.7495236 ,  0.7987476 ,  0.9132156 ,  0.9478992 ,\n",
        +       "        0.93065566,  0.9842666 ,  1.024683  ,  0.99888694,  0.9562343 ,\n",
        +       "        0.8328019 ,  1.2026651 ,  1.1597184 ,  0.9376826 ,  0.81854326,\n",
        +       "        0.93278134,  1.386665  ,  1.138969  ,  1.1957778 ,  0.98576224,\n",
        +       "        1.0008402 ,  0.9962865 ,  1.0000381 ,  0.47923476,  2.4922667 ,\n",
        +       "        1.1267002 ,  1.1258651 ,  1.0315865 ,  1.0291246 ,  1.0220104 ,\n",
        +       "        3.1074333 ,  1.8821683 ,  1.0207636 ,  1.0003976 ,  1.1059314 ,\n",
        +       "        0.8102142 ,  0.7288117 ,  1.0714996 ,  0.87565285,  0.8703475 ,\n",
        +       "        1.0269376 ,  0.9215307 ,  1.0050806 ,  1.047007  ,  1.560962  ,\n",
        +       "        1.086949  ,  0.9704636 ,  1.0007472 ,  0.9962097 ,  0.66267705,\n",
        +       "        0.3881733 ,  0.873468  ,  0.9625874 ,  0.88693607,  0.9215544 ,\n",
        +       "        0.92560893,  0.97392696,  0.9872763 ,  0.97877526,  0.9978707 ,\n",
        +       "        0.9162623 ,  1.0142239 ,  0.793523  ,  0.95080554,  0.9692196 ,\n",
        +       "        0.92491233,  0.9145175 ,  0.709052  ,  0.9436897 ,  0.91359824,\n",
        +       "        0.9833009 ,  0.97807455,  0.97751564,  0.99659187,  0.9986771 ,\n",
        +       "        0.86504495,  0.9861118 ,  0.9345265 ,  0.83858424,  0.9152869 ,\n",
        +       "        0.94187135,  0.91389483,  0.9753547 ,  0.9916197 ,  0.9870866 ,\n",
        +       "        0.9483178 ,  0.9866767 ,  0.9902402 ,  0.9367397 ,  0.8811776 ,\n",
        +       "        0.8706394 ,  0.93354994,  0.9101654 ,  0.72687995,  0.97439903,\n",
        +       "        0.9581764 ,  0.95340896,  0.9861823 ,  0.98027235,  0.97961813,\n",
        +       "        0.9337131 ,  0.9126497 ,  0.9135227 ,  0.9660128 ,  0.92683786,\n",
        +       "        0.9211291 ,  0.3572544 ,  0.98170245,  0.9878481 ,  0.9850644 ,\n",
        +       "        0.98763216,  0.9065013 ,  0.8901414 ,  0.88848406,  0.86263597,\n",
        +       "       -0.8476598 ,  0.582345  , -0.28556505,  1.1251347 ,  0.07088781,\n",
        +       "        0.8840603 ,  1.1327418 ,  0.15508945, -0.00761073,  0.04977752,\n",
        +       "       -0.9581697 , -0.2635721 ,  0.4073773 ,  0.44473863,  1.2643481 ,\n",
        +       "       -0.06029961,  0.36115086,  2.6714125 ,  1.9685329 ,  3.6181405 ],\n",
        +       "      dtype=float32)
      • lnxn
        (nvar)
        float32
        0.0055553904 ... 3.6181405
        array([ 5.55539038e-03,  1.23606911e-02,  7.71915773e-03, -4.25496930e-03,\n",
        +       "       -3.31151416e-03,  2.73368461e-03,  1.03551568e-02,  6.70743268e-03,\n",
        +       "       -1.16152698e-02, -5.90687931e-01, -2.41665635e-02,  1.17495907e-02,\n",
        +       "        1.54895913e-02, -3.89072187e-02, -1.91100731e-01,  6.42580679e-03,\n",
        +       "        4.34192916e-04,  1.06306502e-03, -1.27568627e-02, -6.67046532e-02,\n",
        +       "       -4.91862595e-02,  2.41559483e-02, -4.56555597e-02, -4.05705273e-01,\n",
        +       "       -5.69302365e-02, -8.01599026e-03, -4.41705203e-03,  1.88375381e-03,\n",
        +       "        1.96489654e-02,  1.77933127e-02,  2.93461885e-02, -2.44199487e-06,\n",
        +       "       -5.41912206e-02, -5.36222346e-02, -1.30762875e-01, -4.53588217e-01,\n",
        +       "       -1.93786070e-01,  1.08565195e-02,  6.52224896e-03, -4.69193142e-03,\n",
        +       "       -5.49283475e-02, -1.44966692e-02, -1.00252382e-01,  1.73910931e-02,\n",
        +       "        3.62713560e-02, -8.01494054e-04, -7.97872767e-02, -2.08148435e-01,\n",
        +       "       -1.55888960e-01, -1.51271909e-01,  1.77638531e-02,  7.30307074e-03,\n",
        +       "        5.19918948e-02,  3.19189280e-01,  5.15288591e-01, -1.43024415e-01,\n",
        +       "       -1.13289222e-01, -7.50835538e-02, -5.21951318e-02, -1.06803022e-01,\n",
        +       "       -1.50047138e-01, -6.43356383e-01, -2.39526242e-01, -8.35230052e-02,\n",
        +       "        3.14038503e-03,  5.91391523e-04,  4.28235158e-02,  1.40980780e+00,\n",
        +       "       -9.14883539e-02, -1.86332479e-01, -2.08950967e-01, -3.75349730e-01,\n",
        +       "       -2.20925480e-01, -4.69107896e-01, -2.94310033e-01, -1.55903265e-01,\n",
        +       "       -9.68986377e-02, -4.55798842e-02, -2.45638639e-02, -1.39993371e-03,\n",
        +       "        5.38110174e-03,  3.20272863e-01,  3.38652164e-01, -1.42080426e-01,\n",
        +       "       -8.54727104e-02, -7.50531331e-02, -2.72359312e-01, -1.86607465e-01,\n",
        +       "       -7.55850226e-02, -2.64091250e-02, -6.72942251e-02, -1.57679729e-02,\n",
        +       "        2.46006735e-02, -1.10623077e-03, -3.33109722e-02, -2.99837608e-02,\n",
        +       "        2.11942121e-01,  2.41742656e-01, -6.01514094e-02, -1.94883510e-01,\n",
        +       "       -6.18397593e-02,  4.22330141e-01,  1.41104594e-01,  1.83591694e-01,\n",
        +       "       -1.36650484e-02,  8.41575151e-04, -3.64227640e-03,  6.11646473e-03,\n",
        +       "       -5.52788556e-01,  1.12173724e+00,  1.40269920e-01,  1.26431644e-01,\n",
        +       "        6.30965754e-02,  3.16574052e-02,  4.06911634e-02,  1.32620645e+00,\n",
        +       "        6.65963233e-01,  2.18178444e-02,  3.99145327e-04,  2.29514405e-01,\n",
        +       "       -1.72448263e-01, -2.75869012e-01,  7.19298646e-02, -5.94534073e-03,\n",
        +       "       -7.08379224e-02,  2.93281339e-02, -7.83651620e-02,  5.06744571e-02,\n",
        +       "        5.21474145e-02,  5.27795911e-01,  8.56918842e-02, -2.82458756e-02,\n",
        +       "        7.58568349e-04, -1.91280455e-03, -3.59597147e-01, -8.24635386e-01,\n",
        +       "       -1.28527224e-01, -3.14596891e-02, -1.17293105e-01, -7.84740523e-02,\n",
        +       "       -7.60162994e-02, -2.60159448e-02, -1.26465289e-02, -2.11002864e-02,\n",
        +       "       -1.98696251e-03, -5.98587766e-02,  1.45244468e-02, -2.20540389e-01,\n",
        +       "       -4.87735942e-02, -2.96060350e-02, -7.47521445e-02, -8.85369182e-02,\n",
        +       "       -3.32717955e-01, -5.75799309e-02, -8.93378630e-02, -1.68086383e-02,\n",
        +       "       -2.20891424e-02, -2.22713072e-02, -3.07242083e-03, -1.29443605e-03,\n",
        +       "       -1.33311182e-01, -1.38666499e-02, -6.70435205e-02, -1.74072742e-01,\n",
        +       "       -8.74504000e-02, -5.94443940e-02, -8.81857723e-02, -2.48264913e-02,\n",
        +       "       -8.38899519e-03, -1.27468752e-02, -5.24156205e-02, -1.29235759e-02,\n",
        +       "       -9.69961844e-03, -6.49515763e-02, -1.25755101e-01, -1.37298062e-01,\n",
        +       "       -6.83644637e-02, -9.33923945e-02, -3.07840377e-01, -2.57784519e-02,\n",
        +       "       -4.22167778e-02, -4.71911915e-02, -1.38665698e-02, -1.97731312e-02,\n",
        +       "       -2.04502251e-02, -6.82935193e-02, -9.07408893e-02, -8.91641453e-02,\n",
        +       "       -3.43866572e-02, -7.51337856e-02, -8.16890374e-02, -9.69974875e-01,\n",
        +       "       -1.84321441e-02, -1.21988496e-02, -1.50052439e-02, -1.23894615e-02,\n",
        +       "       -9.73945856e-02, -1.15101844e-01, -1.16782315e-01, -1.45494089e-01,\n",
        +       "       -8.47659826e-01,  5.82345009e-01, -2.85565048e-01,  1.12513471e+00,\n",
        +       "        7.08878115e-02,  8.84060323e-01,  1.13274181e+00,  1.55089453e-01,\n",
        +       "       -7.61073269e-03,  4.97775152e-02, -9.58169699e-01, -2.63572097e-01,\n",
        +       "        4.07377303e-01,  4.44738626e-01,  1.26434815e+00, -6.02996126e-02,\n",
        +       "        3.61150861e-01,  2.67141247e+00,  1.96853292e+00,  3.61814046e+00],\n",
        +       "      dtype=float32)
      • S_post
        (nvar, nvar)
        float32
        0.48043528 ... 0.07409327
        array([[ 4.80435282e-01, -3.48065464e-06, -6.76426635e-06, ...,\n",
        +       "         1.39726872e-05, -2.02529509e-06, -1.00905250e-04],\n",
        +       "       [-3.48065464e-06,  4.80159819e-01, -3.16352089e-05, ...,\n",
        +       "         2.41946200e-05,  1.47273227e-06, -4.55475063e-04],\n",
        +       "       [-6.76426635e-06, -3.16352089e-05,  4.80428457e-01, ...,\n",
        +       "        -8.51957736e-07, -1.30393278e-06, -1.20870216e-04],\n",
        +       "       ...,\n",
        +       "       [ 1.39726872e-05,  2.41946200e-05, -8.51957736e-07, ...,\n",
        +       "         3.39326054e-01, -4.94157488e-04, -8.27220548e-03],\n",
        +       "       [-2.02529509e-06,  1.47273227e-06, -1.30393278e-06, ...,\n",
        +       "        -4.94157488e-04,  2.58487642e-01, -1.93627540e-03],\n",
        +       "       [-1.00905250e-04, -4.55475063e-04, -1.20870216e-04, ...,\n",
        +       "        -8.27220548e-03, -1.93627540e-03,  7.40932673e-02]], dtype=float32)
      • A
        (nvar, nvar)
        float32
        3.688024e-05 ... 0.99925905
        array([[ 3.68802393e-05,  7.24452684e-06,  1.40789343e-05, ...,\n",
        +       "        -1.39726865e-07,  2.02529513e-08,  1.00905254e-06],\n",
        +       "       [ 7.24452684e-06,  6.10252318e-04,  6.58445424e-05, ...,\n",
        +       "        -2.41946196e-07, -1.47273225e-08,  4.55475083e-06],\n",
        +       "       [ 1.40789343e-05,  6.58445424e-05,  5.10838254e-05, ...,\n",
        +       "         8.51957704e-09,  1.30393278e-08,  1.20870220e-06],\n",
        +       "       ...,\n",
        +       "       [-2.90823173e-05, -5.03579322e-05,  1.77323830e-06, ...,\n",
        +       "         9.96606767e-01,  4.94157484e-06,  8.27220574e-05],\n",
        +       "       [ 4.21538653e-06, -3.06529910e-06,  2.71396516e-06, ...,\n",
        +       "         4.94157484e-06,  9.97415125e-01,  1.93627529e-05],\n",
        +       "       [ 2.10021055e-04,  9.48011701e-04,  2.51575519e-04, ...,\n",
        +       "         8.27220574e-05,  1.93627529e-05,  9.99259055e-01]], dtype=float32)
      • DOFS
        (float)
        float32
        19.535948
        array([19.535948], dtype=float32)
      • Ja
        (float)
        float32
        24.597906
        array([24.597906], dtype=float32)
    " + ], + "text/plain": [ + "\n", + "Dimensions: (float: 1, nvar: 220)\n", + "Dimensions without coordinates: float, nvar\n", + "Data variables:\n", + " xhat (nvar) float32 1.005562 1.012289 1.0077367 ... 1.9685329 3.6181405\n", + " lnxn (nvar) float32 0.0055553904 0.012360691 ... 1.9685329 3.6181405\n", + " S_post (nvar, nvar) float32 0.48043528 -3.4806546e-06 ... 0.07409327\n", + " A (nvar, nvar) float32 3.688024e-05 7.244527e-06 ... 0.99925905\n", + " DOFS (float) float32 19.535948\n", + " Ja (float) float32 24.597906" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the full averaging kernel (A) and posterior error covariance (S_post) matrices\n", + "full_inversion_results = xr.load_dataset(f\"inversion_diagnostics/inversion_result_ln_period{p}.nc\")\n", + "full_inversion_results" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f6fc4a98", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "A matrix has shape (220, 220)\n", + "S matrix has shape (220, 220)\n" + ] + }, + { + "data": { + "image/png": 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", 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    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize A and S_post\n", + "A = full_inversion_results[\"A\"]\n", + "S_post = full_inversion_results[\"S_post\"]\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(18,6))\n", + "plt.rcParams.update({'font.size': 20})\n", + "ax1.matshow(A)\n", + "ax2.matshow(S_post)\n", + "\n", + "print(f\"A matrix has shape {A.shape}\")\n", + "print(f\"S matrix has shape {S_post.shape}\")" + ] + }, + { + "cell_type": "markdown", + "id": "d1d9d04d", + "metadata": {}, + "source": [ + "## Annual total emission estimates" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e897fd5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    YearMean(Tg/a)Median(Tg/a)Std(Tg/a)
    020195.0134485.1941740.792265
    120204.4489634.3960791.322305
    220214.6335384.6203891.013639
    320225.3594605.4462281.460837
    420235.1772435.1865441.358274
    \n", + "
    " + ], + "text/plain": [ + " Year Mean(Tg/a) Median(Tg/a) Std(Tg/a)\n", + "0 2019 5.013448 5.194174 0.792265\n", + "1 2020 4.448963 4.396079 1.322305\n", + "2 2021 4.633538 4.620389 1.013639\n", + "3 2022 5.359460 5.446228 1.460837\n", + "4 2023 5.177243 5.186544 1.358274" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Compute annual mean, median, and standard deviation of weekly total emission estimates\n", + "years = [2019, 2020, 2021, 2022, 2023]\n", + "emis, mean_emis, std_emis, median_emis = get_annual_emissions(dt, posterior_emis, years)\n", + "df_annual = pd.DataFrame(list(zip(years, mean_emis, median_emis, std_emis)), columns=[\"Year\", \"Mean(Tg/a)\", \"Median(Tg/a)\", \"Std(Tg/a)\"])\n", + "df_annual" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c66b7fab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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PUZIkSWqfylcOzcwLgAtqiEWSJElSqcox6pIkSZJGZMl71CPiw0ACb8jM68vHS5GZedRQ0UmSJEktNcihL0dQNOpvA64vHy9FUhzDLkmSJGmJBmnU9y7vf7bgsSRJkqSaLblRz8y5fo8lSZIk1ceTSSVJkqQGqr1Rj4jdI+JZEfFHEbGi7tcfII4DIuKzEXFdRPymvD87Ip42qZgkSb1ZtyXpjoZu1CPiZRFxYUT8VsdzfwD8EPgMcCbwzYjYpXqYA8d2LPB14PHAl4B3AqcD9wTWjjseSVJ/1m1JurMqFzx6HsXUi+s7nnsHRVH9CHAfYB3wUoqCOxYR8VzgrcB/AM/OzP9ZsHyHccUiSVqcdVuSuqty6MsDgO/PP4iI3YEDgQ9l5p9k5tOB7wCHVQtx6SJiO4rpI38NHLaw2ANk5uZxxSNNk9WrVxMRQ9+AobddvXr1ZJPXyFi3Jam3KnvUdwNu6Hi8f3n/+Y7nzmPp863X4bEU00Z+Brg5ItYBDwU2At/OzG+NMRZpqszNzbFhw4aJjL1y5cqJjLt69Wrm5qpNcDX/R8qgZmZmmJ2drTT2MmHdlqQeqjTq64HdOx4fCGwFvtnxXAI7VRhjUI8q768Hvgs8rHNhRHwdODQz/3uMMUlaptr4x8kEWLclqYcqjfoPgadHxBuB2ymOWf9OZnb+r7Ya+EWFMQZ17/L+pcDVwJOAC4EZiuPk/wj4ND1OTIqIo4GjAVatWlV5T9qwJjXuJJmzFtPGf6+W5Dx03W5Kze5l06ZNjYupbm3IEdqR58aNG8nMqc5zOeZYpVF/D3AacC2wBdgZeP38wnJqxsdxxz3sozY/HWRQ7IH5r/LxZRHxLOAK4MCI2K/b16mZeTJwMsCaNWtyZmZmHDHfyaTGnSRz1mLa+O/VkpyHrttNqdm9zM3NTf172IYcoR157rTTTmzcuHGq81yOOQ59MmlmfoFiD8hlwOXAazPzYx2rPInisJezKkU4mJvL+6s6ij0AmXlbRyyPHmNMkqTerNuS1EOVPep32JvRZdlZFFM1jtPl5f0veyyf/w/hrmOIRZK0OOu2JPVQqVHvppym8QCKqbb+IzNvr3uMPr5OcRjOAyLiLpm5acHyh5b3s2OMSZLUm3VbknqYqiuTZuaNwKeAXYE3L4j3yRQnJd1CcdU7SdKEWbclqbepuzIp8BrgD4E3RsTjgW9TzB7wLIrZaV6Smb2+YpUkjd/U1e21a9eyceNGLrjggkmHImkZm6orkwJk5g0UBf9dwH2BVwIHAV8EDsjMT48zHklSf9ZtSepu2q5MCkC5l/815U2S1HDW7eXHbw2k0auyR72JVyaVJEmSpkKVRn3+yqS7RcQ9aMaVSSVJkqSpUKVRfw+wJ8WVSX8K7AF8YH5hx5VJ/6vr1pIkSZJ6GvoY9cz8QkS8FDi6fOrjDbgyqSRJUm08Fl+TNG1XJpUkSZKmQpVDXyRJkiSNiI26JEmS1EBLPvQlIj5MMd3iGzLz+vLxUmRmHjVUdMvU6tWrmZubG3r7iBhqu5mZGWZnZ4ceV5IkSc0xyDHqR1A06m8DrmfpFzJKoFWN+tzcHBs2bFh8xZqtXLly7GNKkiRpNAZp1Pcu73+24LGkFsjjVsI795rc2JIktcySG/XMnOv3WNJ0ixM2TOSbIii+LcrjJzK0JEkT48mkkiRJUgNVmkc9IvYC/hzYF9gL2KHLapmZ+1QZR5IkSbD6mC+O5HV/cdVNI3392ZPWjeR1p93QjXpErAXOpLj66BaKE0y3dFt12DEkSZKktqqyR/3twArgcOATmbm1npAkSZIkVWnUHwZ8MjM/VlcwkiRJkgpVTia9GVhfVyCSJEmStqmyR/0M4MC6Apkmk5pv2rmmJUmSpkeVRv0NwAUR8Q/A6zLzVzXFtOxNar5p55qW6uVFniRp/JzZZpuhG/XMvDEiDgYuBA6PiCuAW7qvmk8cdhxJmhQv8iRJmqQq0zP+HnAOcM/yqUf2WDWHHUOSJElqqyonk/49sBvwZmAG2CEzt+tyW1FLpGq01atXExFD3YCht129evVkE5ckSRqRKseo7wd8LjP/uq5gtHzNzc1N7Lj8SVm9ejVzc3NDbz//R8qgZmZmmJ2dHXpcSZK0PFRp1DcBszXFIS07bfzjRJo2nrQmqcmqHPpyLvDomuKQJEmS1KFKo/464Hcj4pgY9jt8SZIkSV1VOfTlWOBS4ETgJRFxMb2nZzyqwjiSJElS61Rp1I/o+Hnv8tZNAjbqkiRJ0gCqNOq9GnNJkiRJFVW5Munw89JJkiRJ6qvKyaSSJEmSRqTKoS//V0TsAjwQuFtmnlfHa0qSJEltVmmPekTsFRGfBW4GLgLO6Vj2uIj4QUSsrRaiJEmS1D5DN+oRsSdwIfBM4AzgW0DnfOoXAvcGnlclQEmSJKmNquxRP46iEX9SZj4b+HLnwszcDJwH7F9hDEmSJKmVqjTqTwO+kJnn9lnnGuC3K4whSZIktVKVk0nvA1y5yDqbgV0qjCE1Vh63Et6512TGlSTdwepjvjiS1/3FVTeN9PVnT1o3ktfVdKjSqK8H7rvIOg8EflFhDKmx4oQNbNiwYezjrly5kjx+7MNKkqQxq3Loy/nAMyJij24LI+IBwMF0zAQjSZIkaWmqNOrvAHYCvhYRTwV2hmJO9fLx6cBW4J2Vo5QkSZJaZuhDXzLzwog4GvgniukZ580fC7AFODIzL6sQnyRJktRKla5MmpkfiYhvAC8HHgPsBtwCXAC8PzMvrx6iJEmS1D6VGnWAzLwS+PMaYpkaMzMzrFw5/pk5ZmZmxj6mJKnZnA1FWr4qN+q6s9nZ2aG3jQgys75gxsSpCiVJkuplo65aOFWhJElSvarM+iJJkiRpRGzUJUmSpAayUZckSZIayEZdkiRJaiBPJpUkqWZ7HHbSpEOQNAVa0ahHxAuBfykfviQz/3mS8UhaHiZ1TYT5sdvKmi1JhUqNekQcCPwl8GjgnnQ/lCYzc2J/EETEfYH3AbcCd5tUHNJy18amtco1EWD5XhdhkqzZkrTN0A10RKwDTgNWANcAlwNbaoqrFhERwEeAm4DPAa+dbETS8mXTqlGzZkvSHVXZ0308sBlYl5ln1xNO7V4JHASsLe8lSc1lzZakDlVmfXko8KmmNukR8RDgJOA9mfn1SccjSerNmi1Jd1alUb8VWF9XIHWKiO2B/4/ikJw3TDgcSVIf1mxJ6q7KoS9fAfarK5CavRl4JPC4zLxtqRtFxNHA0QCrVq1ibm5uROH1N6lxl6s2/nst15yXa9xVtDHnISzrmj0Jbci1DTmCeU6TUeRYpVF/PfDtiDgWODEbcpZYRDyaYo/MOzPzW4Nsm5knAycDrFmzJic100Sbp2UbRhv/vZZrzss17iramPMgJl+zLx1im8kbLNc25Ajm2Wx+ZodTpVE/DrgMOAE4MiIuBn7ZZb3MzKMqjLNkHV+fXgG8aRxjSpKGY82WpP6qNOpHdPy8urx1k8BYGnWKOXcfWP68sZjp604+GBEfpDhh6dVjikuSdGfWbEnqo0qjvndtUdTnN8CHeiz7fYpjIL9BMef7QF+xSpJqZ82WGmKPw06adAjqYuhGPTMbd1ZAeRLSn3RbFhHHUxT9j3o5akmaPGu2JPVXZY+61GozMzOsXLlyIuNKkqTBLMdvDSo36hGxJ/BEYBWwY5dVMjPfWnUcqWlmZ2eH3jYiaMhESZIkqaEqNeoRcQJwzILXCYoTSDt/nnijnpnHA8dPOAxJ0hJYsyWpwpVJI+IFFNNpnQccStGUfxQ4DPggsBU4FTioepiSJElSu1TZo/4y4Frg4MzcUk6rNZuZpwKnRsTngS8Cn6wepiRJktQuQ+9RBx4GnJmZWzqeWzH/Q2aeBZwF/GWFMSRJkqRWqtKo7wDc1PH4NmDXBetcCjyiwhiSJElSK1U59OU6YM+Ox9cAD1+wzipgC5IkScvQcpzST9Ojyh7171Ec/jLvq8ABEfHCiNglItYBzynXkyRJkjSAKo36GcDvRcTe5eOTgFuAU4ANwBcoZoI5tkqAkiRJUhsNfehLZp5C0ZTPP/5pRDwK+AtgH2AW+EBmXlItREmSJKl9Kl+ZtFNmXg38WZ2vKUmSJLVRLY16ROwCPBC4W2aeV8drSpIkSW1WqVGPiL2A9wBPp5hDPedfMyIeB5wMvDwzz60WpppuZmaGlStXTmRcSZKkaTR0ox4RewIXAvehOHH03sB+HatcWD73PODc4UPUcjA7Ozv0thFBZtYXjCRJ0hSoMuvLcRSN+JMy89nAlzsXZuZm4Dxg/wpjSJIkSa1UpVF/GvCFRQ5ruQb47QpjSJIkSa1UpVG/D3DlIutsBnapMIYkSZLUSlUa9fXAfRdZ54HALyqMIUmSJLVSlUb9fOAZEbFHt4UR8QDgYOCcCmNMnYjoe1vqOpIkSZpuVRr1dwA7AV+LiKcCO0Mxp3r5+HRgK/DOylFOkczse5udnV10HUmSJE2/oadnzMwLI+Jo4J+AMzoWbSjvtwBHZuZlFeKTJEmSWqnSBY8y8yMR8Q3g5cBjgN2AW4ALgPdn5uXVQ5QkSZLap1KjDpCZVwJ/XkMskiRpmdjjsJMmHYI09aocoy5JkiRpRGzUJUmSpAaqdOhLROxFcdjLvsBewA5dVsvM3KfKOJIkSVLbDN2oR8Ra4EyKKRq3ANeX93daddgxJEmSpLaqskf97cAK4HDgE5m5tZ6QJEmSJFVp1B8GfDIzP1ZXMJIkSZIKVU4mvRlYX1cgkiRJkrapskf9DODAugKRpOUmYvFTcPqtk5l1hiNJmjJV9qi/Adg1Iv4hInapKyBJy1NE9L0tts5ylJl9b7Ozs32XS5LUz9B71DPzxog4GLgQODwirgBu6b5qPnHYcaTlqI17WheLeW5ujpmZmTFFI0nS8ldlesbfA84B7lk+9cgeqy6/jkOqyKZVkiRVVeXQl78HdgPeDMwAO2Tmdl1uK2qJVJIkSWqRKieT7gd8LjP/uq5gJEmSJBWq7FHfBMzWFIckSZKkDlUa9XOBR9cUhyRJkqQOVRr11wG/GxHHxHKdW02SJElqqCrHqB8LXAqcCLwkIi6m9/SMR1UYR5IkSWqdKo36ER0/713euknARl2SJEkaQJVGvVdjLkmSJKmiKlcmnaszEEmSJEnbVDmZVJIkSdKI2KhLkiRJDWSjLkmSJDWQjbokSZLUQDbqkiRJUgNVmZ5RWpKlXLh2sXUys65wJEmSlgX3qGvkMrPvbXZ2dtF1JEmS2sZGXZIkSWqgJR/6EhEfHnKMzMyjhtxWkiRJaqVBjlE/YsgxEhhLox4RuwHPAtYBDwNWAZuAS4CPAB/JzK3jiEWStDjrtiT1NkijvvfIoqjPc4F/BK4DzgGuAe4DPBv4Z+CpEfHc9KBnSWoK67Yk9bDkRj0z50YZSE2uAJ4BfLFzD0xEvAH4NvAciuL/2cmEJ0lawLotST1M1cmkmfnVzDx94dekmfkL4J/Kh2vHHpgkqSvrtiT1Vnke9YjYE3gixXGFO3ZZJTPzrVXHqcHm8n7LRKOQJC2VdVtSq1Vq1CPiBOCYBa8TFCeQdv480UY9IrYHDi8ffmmSsUiSFmfdlqQKh75ExAuANwHnAYdSNOUfBQ4DPghsBU4FDqoeZmUnAQ8FzszMsyYdjCRpUdZtSa1XZY/6y4BrgYMzc0t5CfjZzDwVODUiPg98Efhk9TCHFxGvBP4C+BHwwkXWPRo4GmDVqlXMzY3//NlNmzZNZNxJMud2MGct1VLrdhNq9qS0Idc25AjmOU1GkWOVRv1hwCczs/PYwRXzP2TmWRFxFvCXwOkVxhlaRLwCeA/wA+CJmbm+3/qZeTJwMsCaNWtyZmZm9EEuMDc3xyTGnSRzbgdz1lIMUrfrqdmXDhXnpA2WaxtyBPNsNj+zw6ky68sOwE0dj28Ddl2wzqXAIyqMMbSIeDXw/jKGJ5QzCEiSGsq6LUl3VKVRvw7Ys+PxNcDDF6yzigmcrR8RrwfeBVxMUexvGHcMkqSls25L0p1VadS/R3H4y7yvAgdExAsjYpeIWEdxoYrvVQlwUBHxJoqTkP6T4mvTG8c5viRpMNZtSequyjHqZwAfiIi9M/NqiiL7POCU8q1pkR4AAA98SURBVAbFHLjHVglwEBHxIuAtwO0Us9G8sjzJtdNsZp6y8ElJ0vhZtyWpt6Eb9bJontLx+KcR8SiKM/X3AWaBD2TmJdVCHMje5f0K4NU91vkaHXFLkibKui1JPVS+Mmmncs/6n9X5mgOOfzxw/KTGlyQNxrotSb1VOUZdkiRJ0ogMvUc9Iq5a4qqZmfsMO44kSZLURlUOfdkOyC7P7wrco/z55xQnlEqSJEkaQJWTSVf3WhYR9wfeC+wC/NGwY0iSJEltNZJj1DPzx8CzKS54dNwoxpAkSZKm2chOJs3MjcCXgT8e1RiSJEnStBr1rC9bgD1GPIYkSZI0dUbWqEfE7sCzgJ+OagxJkiRpWlWZnvHNfV7zvsAzKWaA+athx5AkSZLaqsr0jMcvsnwD8NeZ+fYKY0iSJEmtVKVRf0KP57cCNwM/yswtFV5fkiRJaq0q86h/rc5AJEmSJG0z6llfJEmSJA3BRl2SJElqoEqNekQcGBFnRMQNEbE5Im7vcvM4dUmSJGlAVaZnXAecBqwArgEup7jAkSRJkqSKqk7PuBlYl5ln1xOOJEmSJKh26MtDgU/ZpEuSJEn1q9Ko3wqsrysQSZIkSdtUadS/AuxXVyCSJEmStqnSqL8e2Ccijo2IqCsgSZIkSdVOJj0OuAw4ATgyIi4GftllvczMoyqMI0mSJLVOlUb9iI6fV5e3bhKwUZckSZIGUKVR37u2KCRJkiTdwdCNembO1RmIJEmSpG2qnEwqSZIkaURs1CVJkqQGqtSoR8SBEXFGRNwQEZsj4vYuty11BStJkiS1xdDHqEfEOuA0YAVwDXA5YFMuSZIk1aDKrC/HA5uBdZl5dj3hSJIkSYJqh748FPiUTbokSZJUvyqN+q3A+roCkSRJkrRNlUb9K8B+dQUiSZIkaZsqjfrrgX0i4tiIiLoCkiRJklTtZNLjgMuAE4AjI+Ji4Jdd1svMPKrCOJIkSVLrVGnUj+j4eXV56yYBG3VJkiRpAFUa9b1ri0KSJEnSHQzdqGfm3GLrRMR2wNOBRdeVJEmStE2VPeo9RcQM8CfAi4E9Ka5eKkmSJGmJamvUI2IF8EzgaOBJFDPKJPAfdY0hSZIktUXlRj0i7kex9/wI4D7l0zcC/y/woaUcIiNJkiTpjoZq1CNie+BZFHvPn0Cx93wT8DngOcC/Zeab6wpSkiRJapuBGvWIeADwEuBFwO5AAN8FTgE+kZnrI2Jr3UFKkiRJbTPoHvXLKY47vwF4F/CRzLys9qgkSZKklttuiG0SOBP4jE26JEmSNBqDNupvopgT/cXA+RHxg4h4XUTsWX9okiRJUnsN1Khn5omZuQ/wVODzwD7AScA1EfHFiPjfI4hRkiRJap1hDn0hM8/KzEOB+wJvoNjL/lTgkxSHxuwbEX9QW5SSJElSywzVqM/LzBsy86TMvD/wZOAzwGZgDfDtiPheRLyihjglSZKkVqnUqHfKzK9k5vOAvYDXAVcAjwDeW9cYkiRJUlvU1qjPy8wbM/PvMvMhwEEUh8OMVUTsFREfjoifR8RvImI2It4dEfccdyySpP6s2ZLU3VBXJl2qzDwXOHeUYywUEfsA3wTuDfwb8CPg0cCrgIMjYv/MvGmcMUmSurNmS1Jvte9Rb4APUBT8V2bmIZl5TGYeRHGBpgcBJ040OklSJ2u2JPUwVY16RNwPeAowC/zDgsXHAb8CXhgRu4w5NEnSAtZsSepvqhp1imPiAc7OzK2dCzLzf4DzgZ2Bx4w7MEnSnVizJamPaWvUH1TeX9Fj+ZXl/QPHEIskqT9rtiT1MW2N+q7l/S09ls8/f48xxCJJ6s+aLUl9jHTWlwaK8j67Low4Gji6fHhrRFw+lqjuaHfgxgmMO0nm3A7mPD4zExhzFJZDze5nZO9/vG0UrzqUNuQI5llZg/JsYo49a/a0Nerze1927bF85YL17iAzTwZOrjuoQUTERZm5ZpIxjJs5t4M5q4tlX7P7acP734YcwTynyXLLcdoOfZnfm9LreMYHlPe9joeUJI2PNVuS+pi2Rv2c8v4pEXGH3CLi7sD+wG3ABeMOTJJ0J9ZsSepjqhr1zPwJcDawGnjFgsUnALsA/5KZvxpzaINo7Ne4I2TO7WDOuoMpqdn9tOH9b0OOYJ7TZFnlGJldz9FZtrpcjvqHwB8CT6D4+vSxXo5akprBmi1JvU1dow4QEfcF3gIcDOwGXAecBpyQmesnGZsk6Y6s2ZLU3VQ26pIkSdJyN1XHqI9DROwWEX8SEZ+PiB9HxG0RcUtEfCMijlp4QlTHdo+NiDMjYn1E/Doivh8Rr46IFV3W3Ssi3hgRny7H2BoRGRH3XyS2AyPijIi4KSJ+ExE/iYh3RkSli4WMKef9I+LtEfGdiPjvMv6rI+Kf++UdEXeNiBMi4vKI2BgRN0TEv0bEQ6Yx54h4dET8bUT8e0T8ovxcXFsl1ybnHBE7RMSzIuJDEXFpRGwox7gkIt4SxQmHU5Vzuc2REXFaGdOGiPhVRPwwIj4YEQ/qto0GN6b3f6L1vKmf8XK72up3U/OMmmt2E/OMmut0E3Mst5lMXc5MbwPcgJdSXHzj58DHgb8FPgz8snz+M5TfVHRs80xgC3Ar8CHgHcCPyvU/3WWMQ8plW4GfADeXj+/fJ66XlOtvAk4tx/hKud3lwO4Nz/kXwO3AecC7gb8Dzi/XvxXYr8s2OwLfKNf5DvA24BPAZuBXwB9OYc7vLpdvAv6r/PnaZfTZHihn4MEdy04v3+N/AH485Z/tr1Icq/1x4J3lGGeW4/4GeGod73nbb2N6/ydazxv8Ga+1fjc4z1prdhPzpOY63cQcy20mUpfHVhCn5QYcBDwd2G7B83sA15Rv8nM6nl8J3FC+iWs6nt+J4gSqBJ6/4LX2Ag4AVpaPz6VPYS/Hvo2iwD16wbK/LLc9peE5vx747S5jv6Fc/5Iuy/5q/pewM7byFzaByxbGPAU57ws8ErhL+bjORr1xOQOrgJcDuyx4/i7AGeU275umnOdfr0e8Ty63+UEd73nbb2N6/ydazxv8Ga+1fjc4z1prdhPzpOY63cQc51+vR7wjrcu1v2Cbbx1v8Ps6njuyfO6jXdY/qFz2tUVe91z6F/b5Mbr91bhd+QHeBPzWcsm5Y/0VwK/LbXbreD6AufL5vbts9/Vy2ROmJece69bWqC+XnDu2eWyvgjqtOZfb3QxsGvV73vZbG+p5W+p3k36XR1mzm5Rnxza11ukm5lhuN7K67DHq9dpc3m/peO6g8v5LXdb/OsUH4rERsWOFcfco769auCAztwKzwA7A4yuM0cuoc86O17694/l9gN8BrsjMq7ts9+8LYqnTpHKepCbm3C2mOjUu54h4HHAP4JKlrK9K2lDP21K/G/e7PCJNzLPuOt24HEddl23UaxIR2wOHlw87PyzzJxjc6RLYmbkFuBrYHrhfheFvLO/37hLXdhQXE4HiOLLajCnn5wJ3By7IzF8uZYzSleV9r0uTD2XCOU9Eg3M+sktMtWhKzhFxaEQcHxFvi4jPUxynvB74syUloqG0oZ63pX435Xd51BqcZ211uik5jrsubz+KF22pk4CHAmdm5lkdz+9a3t/SY7v556vMzHIWxV+Ah0TEmsy8qGPZq4F7lT/fs8IY3Yw054jYG3gfRW5/sWDxOP5du5lkzpPSuJwj4hnAnwLXAm9fyjYDakrOhwLP63h8JXDYgt9x1a8N9bwt9bspv8uj1rg8R1Cnm5LjWOuye9RrEBGvpHhTfwS8cNDNy/scdvzMnAPeTPF16PkR8cmIeEdEfJnizOTvl6vW9pXcqHOOiHtTfP15L+BVmfnNuscY1DLIuXZNzDkiHksxO8SvKE4ounnAuBZ7/cbknJnPz8yg+I9of4o9Q+dHxBEDxqUlakM9b9JnfNgxlvQizc+zFk3Ms+463aQcx16XR3Hge5tuwCvYdob6Hl2Wf6dc/gc9tr+0XP6QPmOcS5+TjzrWeyZwDsVfj7cBFwHPp5jaKIFXL4ecKS4lPr/OK3uss65cfnqP5YeWyz81LTn32G6UJyY1Lmdgv/LzvQHYvw05L9j+LhSN2m3AXqN439t8a0M9b8JnfBz1uwl59tiu1prdxDzrrtNNzHHB9iOty7W+WNtuFF9DJsUJBPfusc7HynX+uMuy7Sn+2twM7NhnnCUV9j7bf63cvo5fmJHmDOwJ/IBiDuGX94nj/uUYl/dYPj/111unJece446kUW9izhRT3G2gmEv3MW3IuUcM7ypjOLTuf4M239pQz5vyGR91/W5Knj3Gra1mNzHPuut0E3PsEcPI6nKtL9amG8UcnAl8jz4T+TOG6bwW2fbBFF+RXsWQc4qPK2eK+YavKH9hjl4klrFM79WknHuMW3uj3sScy9e7leKEnUfVmW9Tc+4Tw7+W4xxS979DW29tqOdN+oyPsn43Kc8e49ZSs5uYZ911uok59olhZHW51hdryw14U/mGXMQic9lSTMT/3wwwEX+X11i0sFNeTGPBc/cGvltu+9wm50wxVddPKP4TevESYxrZBY+amnOXcWtt1JuYM/AUium1bgQeWVeuTc0Z2A14WI9l/4tiz9D/APes+9+ijbdRv/9dXuNcxlzPm/YZL7epvX43Mc8u41au2U3Mk5rrdNNyZIJ1OcpBtEQR8SLgFIo39310P8t4NjNP6djmEIpL3m6kuBz0euAZFFMKfQb437ngjYiIUzoeHgzcB/gcxQcB4J8z8xsd6/9dud63KD6we5Vj7Aq8OTPfOky+5WuPPOeIuJpi2rH/pLiSWTenZOZsxzY7UlzS97EUv8xfofjley7FBUEOyswLB0x3/rWbmvODgWM6lr+Iojh+uuO512bmjQyoiTlHxIOAiykK7mcpjiO8k8w8fik5LtTQnPel2IP0XYpm5WcUsxXsCzyG4j+EF2bmpwbPWJ3aUM+b+Bkvt6m1fjc4z1prdhPzrLtONzTHydXlujv/ab8Bx1P8ddbvdm6X7fYHzqS4etVtFMdb/Tmwosc4i41xxIL111EUvfmr1l1P8R/BAcsh5yW8fgJru2x3V+AEiumRfkPxn9qngd+dxpyBtUvYZvW05LzEfHOa3meKafdOBM4DrqP4ff4V8EPgn+hzoqK35r3/S/wMHLFg/drqeRM/4x3b1Va/m5onNdfsJua5xBxzmec4sbrsHnVJkiSpgZxHXZIkSWogG3VJkiSpgWzUJUmSpAayUZckSZIayEZdkiRJaiAbdUmSJKmBbNQlSZKkBrJRlyRJkhrIRl2SJElqIBt1SZIkqYH+f2UVj4HYa5LmAAAAAElFTkSuQmCC", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot results -- bar plot and box/whisker plot\n", + "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(12,6))\n", + "plt.rcParams.update({'font.size': 20})\n", + "\n", + "# Box and whisker\n", + "bplot = ax1.boxplot([emis[2019], emis[2020], emis[2021], emis[2022], emis[2023]], showfliers=False, patch_artist=True)\n", + "# Fill with color\n", + "col = [.95, .95, .95]\n", + "colors = [col, col, col, col, col]\n", + "for patch, color in zip(bplot['boxes'], colors):\n", + " patch.set_facecolor(color)\n", + " ax1.set_xticklabels(years)\n", + "ax1.grid(color=[.85,.85,.85])\n", + "ax1.set_ylim([0,10])\n", + "ax1.set_ylabel(\"Annual mean emission (Tg a$^{-1}$)\");\n", + "\n", + "# Bar\n", + "ax2.bar(years, mean_emis, zorder=10) \n", + "ax2.errorbar(years, mean_emis, yerr=std_emis, fmt=\"none\", color=\"k\", zorder=11)\n", + "ax2.grid(color=[.85,.85,.85], zorder=0)\n", + "ax2.set_ylim([0,10])\n", + "ax2.set_xticks(years)\n", + "ax2.set_xticklabels(years);" + ] + }, + { + "cell_type": "markdown", + "id": "a2207551", + "metadata": {}, + "source": [ + "## Weekly emission estimates by sector" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0aff7c2f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot sectoral emission time series\n", + "fig = plt.figure(figsize=(20,8))\n", + "plt.rcParams.update({'font.size': 20})\n", + "ax = fig.subplots(1,1)\n", + "\n", + "# Colors\n", + "c3 = np.array([178,223,138])/255\n", + "c4 = np.array([51,160,44])/255\n", + "c5 = np.array([251,154,153])/255\n", + "c6 = np.array([227,26,28])/255\n", + "\n", + "# First period to consider\n", + "# Count from 0\n", + "# fp = 26 means the first 6 months of results are discarded as Kalman filter \"burn-in\"\n", + "fp = 26\n", + "\n", + "# Line/marker options\n", + "lw = 3\n", + "ms = 12\n", + "\n", + "# Time series\n", + "ax.plot(dt[fp:][2:-2], moving_average(posterior_emis[fp:], 4)[2:-2], \"-\", color=\"k\", lw=lw, ms=ms,\n", + " label=\"Total\")\n", + "ax.plot(dt[fp:][2:-2], moving_average(df[\"oil/gas(Tg/a)\"][fp:], 4)[2:-2], \"-\", color=c3, lw=lw, ms=ms,\n", + " label=\"Oil and gas\")\n", + "ax.plot(dt[fp:][2:-2], moving_average(df[\"livestock(Tg/a)\"][fp:], 4)[2:-2], \"-\", color=c4, lw=lw, ms=ms,\n", + " label=\"Livestock\")\n", + "ax.plot(dt[fp:][2:-2], moving_average(df[\"waste(Tg/a)\"][fp:], 4)[2:-2], \"-\", color=c5, lw=lw, ms=ms,\n", + " label=\"Waste\")\n", + "ax.plot(dt[fp:][2:-2], moving_average(df[\"other(Tg/a)\"][fp:], 4)[2:-2], \"-\", color=c6, lw=lw, ms=ms,\n", + " label=\"Other\")\n", + "\n", + "ax.legend(ncol=3, fontsize=20, framealpha=1)\n", + "ax.set_ylabel(\"Sectoral emission (Tg a$^{-1}$)\")\n", + "ax.set_ylim([0,11])\n", + "ax.set_yticks([0,2,4,6,8,10])\n", + "ax.set_yticklabels(['',2,4,6,8,10])\n", + "ax.set_xlabel(\"Time (yyyy-01-01)\")\n", + "ax.set_xlim([datetime.datetime(2018,11,15), datetime.datetime(2024,2,1)])\n", + "ax.set_title(\"Methane emissions from the Permian by sector\")\n", + "\n", + "ax.grid(color=[.85,.85,.85], zorder=1);" + ] + }, + { + "cell_type": "markdown", + "id": "79740ad9", + "metadata": {}, + "source": [ + "## Annual oil and gas emission" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "1d0a560a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
    \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
    YearMean(Tg/a)Median(Tg/a)Std(Tg/a)
    020194.2060304.2763090.711715
    120203.6342963.5748031.085732
    220213.6884803.7000130.873563
    320224.2355584.2843561.241520
    420234.1059504.0908841.166577
    \n", + "
    " + ], + "text/plain": [ + " Year Mean(Tg/a) Median(Tg/a) Std(Tg/a)\n", + "0 2019 4.206030 4.276309 0.711715\n", + "1 2020 3.634296 3.574803 1.085732\n", + "2 2021 3.688480 3.700013 0.873563\n", + "3 2022 4.235558 4.284356 1.241520\n", + "4 2023 4.105950 4.090884 1.166577" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Compute annual mean, median, standard deviation of weekly estimates\n", + "years = [2019, 2020, 2021, 2022, 2023]\n", + "emis_oilgas, mean_emis_oilgas, std_emis_oilgas, median_emis_oilgas = get_annual_emissions(dt, df[\"oil/gas(Tg/a)\"], years)\n", + "df_annual_oilgas = pd.DataFrame(list(zip(years, mean_emis_oilgas, median_emis_oilgas, std_emis_oilgas)), columns=[\"Year\", \"Mean(Tg/a)\", \"Median(Tg/a)\", \"Std(Tg/a)\"])\n", + "df_annual_oilgas" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a498b49b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create bar plot and box and whisker plot\n", + "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(12,6))\n", + "plt.rcParams.update({'font.size': 20})\n", + "\n", + "# Box and whisker\n", + "bplot = ax1.boxplot([emis_oilgas[2019], emis_oilgas[2020], emis_oilgas[2021], emis_oilgas[2022], emis_oilgas[2023]], showfliers=False, patch_artist=True)\n", + "# Fill with color\n", + "col = [.95, .95, .95]\n", + "colors = [col, col, col, col, col]\n", + "for patch, color in zip(bplot['boxes'], colors):\n", + " patch.set_facecolor(color)\n", + " ax1.set_xticklabels(years)\n", + "ax1.grid(color=[.85,.85,.85])\n", + "ax1.set_ylim([0,10])\n", + "ax1.set_ylabel(\"Annual mean emission (Tg a$^{-1}$)\");\n", + "\n", + "# Bar\n", + "ax2.bar(years, mean_emis_oilgas, zorder=10) \n", + "ax2.errorbar(years, mean_emis_oilgas, yerr=std_emis, fmt=\"none\", color=\"k\", zorder=11)\n", + "ax2.grid(color=[.85,.85,.85], zorder=0)\n", + "ax2.set_ylim([0,10])\n", + "ax2.set_xticks(years)\n", + "ax2.set_xticklabels(years);" + ] + }, + { + "cell_type": "markdown", + "id": "494707d0", + "metadata": {}, + "source": [ + "----" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tropomi", + "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": "3.6.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/user_data_notebooks/utils.py b/user_data_notebooks/utils.py new file mode 100644 index 000000000..2ac638e68 --- /dev/null +++ b/user_data_notebooks/utils.py @@ -0,0 +1,162 @@ +import numpy as np +import os +import pandas as pd +import xarray as xr +import datetime + + +def sum_total_emissions(emissions, areas, mask): + """ + Function to sum total emissions across the region of interest. + + Arguments: + emissions : xarray data array for emissions across inversion domain + areas : xarray data array for grid-cell areas across inversion domain + mask : xarray data array binary mask for the region of interest + + Returns: + Total emissions in Tg/y + """ + + s_per_d = 86400 + d_per_y = 365 + tg_per_kg = 1e-9 + emissions_in_kg_per_s = emissions * areas * mask + total = emissions_in_kg_per_s.sum() * s_per_d * d_per_y * tg_per_kg + return float(total) + + +def get_posterior_emissions(prior, scale): + """ + Function to calculate the posterior emissions from the prior + and the scale factors. Properly accounting for no optimization + of the soil sink. + Args: + prior : xarray dataset + prior emissions + scales : xarray dataset scale factors + Returns: + posterior : xarray dataset + posterior emissions + """ + # keep attributes of data even when arithmetic operations applied + xr.set_options(keep_attrs=True) + + # we do not optimize soil absorbtion in the inversion. This + # means that we need to keep the soil sink constant and properly + # account for it in the posterior emissions calculation. + # To do this, we: + + # make a copy of the original soil sink + prior_soil_sink = prior["EmisCH4_SoilAbsorb"].copy() + + # remove the soil sink from the prior total before applying scale factors + prior["EmisCH4_Total"] = prior["EmisCH4_Total"] - prior_soil_sink + + # scale the prior emissions for all sectors using the scale factors + posterior = prior.copy() + for ds_var in list(prior.keys()): + if "EmisCH4" in ds_var: + posterior[ds_var] = prior[ds_var] * scale["ScaleFactor"] + + # But reset the soil sink to the original value + posterior["EmisCH4_SoilAbsorb"] = prior_soil_sink + + # Add the original soil sink back to the total emissions + prior["EmisCH4_Total"] = prior["EmisCH4_Total"] + prior_soil_sink + posterior["EmisCH4_Total"] = posterior["EmisCH4_Total"] + prior_soil_sink + + return posterior + + +def moving_average(x, w): + """ + Function to compute the moving average of a time series of emission estimates + + Arguments + x : time series as numpy array + w : width of moving average window + + Returns + mv_avg : moving average representation of x + """ + mv_avg = np.convolve(x, np.ones(w), 'same') / w + w2 = int(w/2) + mv_avg[:w2] = np.mean(x[:w2]) + mv_avg[-w2:] = np.mean(x[-w2:]) + return mv_avg + + +def gather_estimates(n_periods, last_ROI_element, days_per_period): + """ + Function to gather the time series of prior and posterior emission estimates from IMI output files. + """ + + # Load + periods = pd.read_csv("periods.csv") + statevector = xr.load_dataset("StateVector.nc")["StateVector"] + mask = statevector <= last_ROI_element + + # Get estimates + prior_emissions = [] # TODO populate this and get average from weekly hemco? + kf_prior_emissions = [] + posterior_emissions = [] + + for p in range(1, n_periods+1): + # start date + start = periods.loc[periods["period_number"] == p]["Starts"].values[0] + # hemco + hemco_file = os.path.join("hemco_emissions", f"HEMCO_diagnostics.{start}0000.nc") + hemco_diags = xr.load_dataset(hemco_file) + gridcell_areas = hemco_diags["AREA"] + hemco_prior = hemco_diags.copy(deep=True) + # scale factors (prior & posterior) + sf_prio = xr.load_dataset(os.path.join("scale_factors", f"prior_sf_period{p}.nc")) + sf_post = xr.load_dataset(os.path.join("scale_factors", f"posterior_sf_period{p}.nc")) + # multiply and remove soil sink from total + prio_emis = get_posterior_emissions(hemco_diags, sf_prio) # misnomer but it works + post_emis = get_posterior_emissions(hemco_diags, sf_post) + prio_emis = prio_emis["EmisCH4_Total"].isel(time=0, drop=True) - prio_emis["EmisCH4_SoilAbsorb"] + post_emis = post_emis["EmisCH4_Total"].isel(time=0, drop=True) - post_emis["EmisCH4_SoilAbsorb"] + hemc_emis = hemco_prior["EmisCH4_Total"] - hemco_prior["EmisCH4_SoilAbsorb"] + # sum + total_hemc_emis = sum_total_emissions(hemc_emis, gridcell_areas, mask) + total_prio_emis = sum_total_emissions(prio_emis, gridcell_areas, mask) + total_post_emis = sum_total_emissions(post_emis, gridcell_areas, mask) + # append + prior_emissions.append(total_hemc_emis) + kf_prior_emissions.append(total_prio_emis) + posterior_emissions.append(total_post_emis) + + kf_prior_emissions = np.array(kf_prior_emissions) + posterior_emissions = np.array(posterior_emissions) + + # Get dates + dt = [] + for p in range(1,n_periods+1): + start_day = periods.loc[periods["period_number"] == p]["Starts"].values[0] + start_dt = datetime.datetime.strptime(str(start_day),'%Y%m%d') + middle_dt = start_dt + datetime.timedelta(hours=24*days_per_period/2) + dt.append(middle_dt) + + return dt, prior_emissions, kf_prior_emissions, posterior_emissions, periods + + +def get_annual_emissions(dt, emis, years): + + df = pd.DataFrame() + df["dt"] = dt + df["year"] = [r.year for r in dt] + df["emis"] = emis + median_emis = [] + mean_emis = [] + std_emis = [] + emis = dict() + for y in years: + df_y = df[df.year == y] + median_emis.append(np.median(df_y.emis.values)) + mean_emis.append(np.mean(df_y.emis.values)) + std_emis.append(np.std(df_y.emis.values)) + emis[y] = df_y.emis.values + + return emis, mean_emis, std_emis, median_emis \ No newline at end of file