From 8997ff5e68822b17cde71fa5f387e19110f4ebbb Mon Sep 17 00:00:00 2001 From: Alexander Kell Date: Wed, 21 Aug 2019 10:49:05 +0100 Subject: [PATCH] edited plots --- .../1.0-ajmk-validation-exploration.ipynb | 776 +++++++++--------- .../3.0-ajmk-Over-Years.ipynb | 20 +- .../figures/results/throughout_years.pdf | Bin 16684 -> 17879 bytes 3 files changed, 391 insertions(+), 405 deletions(-) diff --git a/notebooks/data_manipulation/electricity_mix/1.0-ajmk-validation-exploration.ipynb b/notebooks/data_manipulation/electricity_mix/1.0-ajmk-validation-exploration.ipynb index 0d54a039..fcdd6f20 100644 --- a/notebooks/data_manipulation/electricity_mix/1.0-ajmk-validation-exploration.ipynb +++ b/notebooks/data_manipulation/electricity_mix/1.0-ajmk-validation-exploration.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 177, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 74, "metadata": {}, "outputs": [ { @@ -212,7 +212,7 @@ "[5 rows x 22 columns]" ] }, - "execution_count": 179, + "execution_count": 74, "metadata": {}, "output_type": "execute_result" } @@ -224,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": 180, + "execution_count": 75, "metadata": {}, "outputs": [ { @@ -237,7 +237,7 @@ " dtype='object')" ] }, - "execution_count": 180, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 76, "metadata": {}, "outputs": [ { @@ -447,7 +447,7 @@ "[5 rows x 22 columns]" ] }, - "execution_count": 181, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" } @@ -459,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -599,7 +599,7 @@ "4 637 0 0 0.0 0 " ] }, - "execution_count": 182, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -611,7 +611,7 @@ }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 78, "metadata": {}, "outputs": [ { @@ -757,7 +757,7 @@ "4 637 0 0 0.0 0 2011 " ] }, - "execution_count": 184, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } @@ -769,7 +769,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 79, "metadata": {}, "outputs": [ { @@ -915,7 +915,7 @@ "4 637 0 0 0.0 0 2011 " ] }, - "execution_count": 199, + "execution_count": 79, "metadata": {}, "output_type": "execute_result" } @@ -926,7 +926,7 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -1085,7 +1085,7 @@ "2015 0.740043 " ] }, - "execution_count": 185, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -1097,7 +1097,7 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 81, "metadata": {}, "outputs": [ { @@ -1183,7 +1183,7 @@ "2019 30894.578023" ] }, - "execution_count": 193, + "execution_count": 81, "metadata": {}, "output_type": "execute_result" } @@ -1195,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 198, + "execution_count": 82, "metadata": {}, "outputs": [ { @@ -1214,7 +1214,7 @@ "Name: demand, dtype: float64" ] }, - "execution_count": 198, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" } @@ -1225,29 +1225,27 @@ }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 195, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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zC5my5ACmWg0fDgjEzFT++Z5Wv44NsbU2Z97PR5HpQIUwTvIJaES+jzzGuUu3Gd03gOr2ldQux6jZWJkxsJM3J8/fIDouVe1yhBBPQQLMSGyLTeX3vcm89nx9Ahs6qV1OufB8kCtervYs3HCCrLv5j19BCFGmSIAZgZTLt/l27RF86jrS76UGapdTbpiYaHirRyNuZeby0+8yoEMIYyMBVsbl5BYwZckBrMxN+aB/AFqt/JMVp3ouVXjpuTpsiDnH+bTbapcjhDCAfBqWYYqi8O3aI1y4msn7/QJwtLNSu6RyaUDHhlhbmsqADiGMjARYGbZ5XwrRcRfo82IDGntWU7uccquytTlvdPLm+Nnr7Dh0Ue1yhBBPSAKsjDp78RYR647SxLMavdp7ql1OufdCsBv1atux8Nd4snNkQIcQxkACrAzKzslnypID2FYyZ0zfALQmGrVLKve0/x3QceN2Liu3JKpdjhDiCUiAlTGKovD1fw5z5UY2Hw4IpIqthdolVRhebg680MyVX3aeIeWyDOgQoqyTACtjNsacI+bIJd7o2BCfuo5ql1PhDOzsjaWFKfMjj8mADiHKOAmwMiQx5SY//hJPkLcTr7Stp3Y5FZKdjQUDOjTgyOl0Yo5eUrscIcQjSICVIV8tj8O+siWj+jTFRK57qaZDC3fq1rTjx/Xx3M0tULscIcRDSICVEYqiENKoJh+/GYxtJXO1y6nQtCYahvXwI/1WDv/ZKgM6hCirJMDKCI1Gw8DO3rjXtFO7FAF4uzvSLtCFyB1JXLyWqXY5QogHkAAT4iEGdfHG3EzL/HUyoEOIskgCTIiHsLe1pN9LDTiYcJW98WlqlyOE+BsJMCEeoXOIO27OtvywPp6cPBnQIURZIgEmxCNotSa81aMRV2/eZc2202qXI4T4HxJgQjyGr0dV2vjX5ufoJNLSs9QuRwjxXxJgQjyBwV29MdVqmB95TO1ShBD/JQEmxBNwtLPi9RcaEHvyCvtPXFa7HCEEEmBCPLFurevi4mTD95HHyMsvVLscISo8CTAhnpCp1oRh3Rtx+Xo2a6OT1C5HiApPAkwIAzT2rEZI45qs+SORKzey1S5HiApNAkwIA4V19UVjouGH9TKgQwg1SYAJYaBq9lb0bu/J3vjLxJ26onY5QlRYEmBCPIXubTyoWdWaiHXHyC+QAR1CqEECTIinYGaqZdgrjUhLzyJyxxm1yxGiQpIAE+IpNW1QneZ+NVi1NZGrN2VAhxClTQJMiGcwpJsvSpHCgl+Oq12KEBWOBJgQz6C6QyVea+9JzNFLHE68qnY5QlQopo96cfz48QZvUKPRMGnSpKcuSAhj06NtPbYdSCVi3TG+HhOKmal8LxSiNDwywNatW3ffMo1Go3s6raOjI0VFRdy8eRMAKysr7OzsSqBMIcouczMtQ7v78vmP+/h11xl6hNZXuyQhKoRHBtipU6f0/n7o0CHCwsJ48803GTBggC6sMjMzWb58OfPmzWPKlCklV60QZVSQtzNB3k6s2JxAm6a11S5HiArBoHMdkydP5qWXXuLdd9/VO9KysbFh2LBhdOvWTQJMVFjh3f0oLFJY8KsM6BCiNBgUYAkJCfj5+T30dU9PT86dO/fMRQlhjJwdrekZWp+dhy5y7kqO2uUIUe4ZFGA1atRgx44dD3ytsLCQTZs2UadOneKoSwij1LNdPWo4WrPuz5tk3MlVuxwhyjWDAmzAgAHs2LGDESNGsGvXLpKTk0lISGDz5s288cYbxMXFER4eXlK1ClHmWZqbMvaNQLJzC/lyWSyFhUVqlyREufXIQRx/169fP27cuMH333/Pli1bdMsVRaFSpUp88skndO7cudiLFMKYeNSuQpcgeyL3prN000kGdfFRuyQhyiWDAgxg+PDh9O/fn71793Lp0iU0Gg0uLi60aNECa2vrkqhRCKPTpK41uRo71kYnUd/VnpBGNdUuSYhyx+AAA7C3t6djx47FXYsQ5crQ7r6cuZjB7JWHcHWyxcXJVu2ShChXDA6wpKQkNmzYQHp6OoWF9z9GQmbiEOIeM1Mt495oxnsztzN58X6mj2yDlcVTfWcUQjyAQf+bfvvtN0aPHk1R0cMvTEuACfH/qtlb8WH/QD6Zv4evVx3iwwGBaDQatcsSolwwKMDmzp1LzZo1mTFjBg0aNMDc3Lyk6hKi3GjsWY0BnbxZvPEEXm5n6d7GQ+2ShCgXDBpGf/78eQYNGkSjRo0kvIQwQM/QejT3q8HCDceJP5OudjlClAsGBZizszM5OcU3w4CiKCxatIiXXnqJRo0a0a1bN3799deHtp80aRLe3t73LT927BgDBgzA39+fli1bMmPGDPLz8/XanD9/nrfeeovAwECCg4P59NNPyczM1GuTnp7OmDFjCA4OJiAggNGjR3Pt2rXi2VlRoWk0Gt573Z8ajpWYujSW67fuql2SEEbPoADr168fy5cv58aNG8XyyyMiIpg2bRrdu3cnIiKCkJAQ3n//faKiou5re+DAAZYsWXLf8uTkZAYNGoSFhQWzZs3izTffZOHChUyePFnX5tatWwwcOJD09HSmTp3KmDFjiIqKYsyYMbo2BQUFhIWFcfToUSZOnMjEiRM5ePAgQ4YMoaCgoFj2V1RslSzNGD+oGTm5BUxdEkt+gdzkLMSzMOgaWH5+PhqNhvbt2xMYGIiDg8N9F6SfdBBHfn4+CxYsoE+fPrz99tsANG/enPj4eJYtW0anTp10bbOyshg/fjxOTk73HRHNnz8fW1tbvv32W8zNzWnTpg2WlpZ88cUXDBs2DCcnJ5YvX87t27eJjIzE3t4eACcnJ8LDwzly5AiNGzdm48aNnDp1iqioKDw87l2jaNiwIV26dGHz5s169QjxtNycKzOilz/TlsWycMNxwrs/fG5RIcSjGRRg06dP1/15586dD2zzpAGm1WpZunQpVapU0VtuZmZGdna23rJp06ZRtWpVmjdvTkREhN5rMTExhIaG6l2T69ChA5999hm7d++mZ8+exMTEEBQUpAsvgJYtW2Jtbc2OHTto3LgxMTEx1KtXTxdegO7vO3bskAATxaaVfy0SUm6yfucZPF3taSuPXxHiqRgUYH9/PtizMDExwcvLC7h3Lez69ev8/PPP7Nmzh88//1zXLiYmhvXr17Nu3To2bNigt427d++SlpaGu7u73nIHBwdsbGx0M+OfPXuWbt266bXRarXUrl1br83ftwPg6uoqM+yLYjeoizdJFzKYs/owdWpUpk6NymqXJITRKfZnnz/o5ubH2bx5MyEhIUyfPp02bdrowubOnTv885//ZMSIEQ8Mlzt37gD3nkf2d9bW1rpBGnfu3CmWNkIUF1OtCWMHBGJtacqkRfvJvJv/+JWEEHoMnhZg586d7Nq1i+zsbL0bmgsLC8nKyiIuLo69e/catE1vb2+WLVtGQkICs2fPJjw8nMWLFzNp0iScnZ0ZNGjQA9dTFOWR2zUxeXw+F1eb/xUfH29Qe2MRFxendglG5Un66+VmlVn8xzU+/W4br7d2xKQC3+Qs7y/DSH8ZGGBr165lwoQJuuDQaDR6IWJubk7btm0NLsLFxQUXFxeCgoKwsbFh7NixzJ07l40bN7J27VqKiop0P3BvxKCJiYnuiCkrK+u+bWZmZmJre2/uORsbm4e2qVmz5mPbPOjI7FF8fX2xsLAwaJ2yLi4ujoCAALXLMBpP2l8BgKnNGb6PjOdcRmV6tfcs+eLKIHl/Gaa89Vdubu5TffE36NBiyZIluLi4sGnTJn755RcURWHHjh3s3LmTsLAwCgoK6Nu37xNtKyMjg8jISK5cuaK3/K/7vH788Udyc3Pp0qULPj4++Pj48O2331JYWIiPjw9z587F2toaJycnkpOT9bZx/fp1srKydKcd3d3d72tTWFjIhQsXHtkGICUl5YGnL4UoLl1b1qW1fy2W/XaSgwlX1S5HCKNh8Ewcr732Gu7u7nh6emJtbc2BAweoXr06H3zwASEhIcyfP/+JtlVUVMS4ceNYtWqV3vKYmBjg3tHemjVr9H569eqFVqvV/RkgJCSE6Oho8vLydNv4/fff0Wq1NGvWTNdm3759ZGRk6Nrs3r2b7OxsWrRoAdwblXj69GnOnj2ra5OUlMSZM2d0bYQoCRqNhuGvNcHVyZavlsVx9Ub241cSQhgWYBqNRm8oupubm97IxNDQUBITE59oWw4ODvTt25f58+czf/58/vzzT+bMmcOMGTN47bXXqFu3Ln5+fno/1atXB8DPzw8nJycAhgwZwrVr1wgPDyc6Olp3E3OvXr10pwf79u2Lubk5gwYNYsuWLaxevZoPPviA1q1b07RpUwA6deqEm5sbQ4YMYcOGDWzYsIGhQ4fi6ekpj44RJc7SwpSPBjWjsKiIyUsOkJdv+GAoISoagwLMzc1NL6Dq1KnDyZMndX8vKCh44HWkhxk/fjwjR45k7dq1hIeHs379ekaMGKE3jP5xPDw8WLBgAdnZ2YwYMYKFCxcyePBg/vnPf+raODg4sGTJEqpUqcL777/PzJkz6dChAzNnztS1MTc3Z+HChXh7e/Pxxx/zr3/9C39/f3788UdMTeURGKLk1axmw6g+TUlKzWB+5DG1yxGi7FMMMG/ePMXHx0eZMWOGkpOTo6xZs0bx8fFRfv75Z+XIkSPKiy++qLzyyiuGbLJcycnJUWJjY5WcnBy1Syl2sbGxapdgVJ6lvxZvPK50GR2p/L73fDFWVLbJ+8sw5a2/nvaz06AjsLCwMDp06MD3339PUVERL7/8Ml5eXowfP57evXtz8eJFhg8fXlJZK0SF0K9DQ5rUr8a8n4+SlJrx+BWEqKAMCjBTU1O++uordu7ciZWVFaampqxYsYIpU6YwduxY1q1bR2hoaEnVKkSFoDXR8H7/AKrYWjB58X5uZ+U9fiUhKqCnmomjatWquj+bm5vTvXt3Bg0aRP369YutMCEqMjsbC8a9EcSN27lMXx5HYdGjb9oXoiIyeHRCZGQkMTExXLt2TW8mjr9oNBoWL15cLMUJUZF5utrzVg8/5qw+worNp+jfoaHaJQlRphgUYDNnziQiIgIzMzMcHR0NnmJJCGGYF4PdSEi+yaotiXi62NPMx1ntkoQoMwwKsHXr1tGyZUu++eYbrKysSqomIcR/aTQahvVoxNlLt5jxUxwzRrWhZlXDpjYTorwy6BAqMzOTl156ScJLiFJkYaZl/MBmmJhomLzoADl58oRwIcDAAGvVqpXBM80LIZ6dk0MlxvQLIPnybeauOfLYJzEIUREYdArx448/ZvDgwYwZM4b27dvj6OiI5gGPfwgKCiq2AoUQ9wQ0cKLvSw1Y/tspGrja07llXbVLEkJVBgXYpUuXuHPnDhs3biQqKuq+1xVFQaPR6E0vJYQoPr2e9yQh+Sbfr4+nbq0qNHR3ULskIVRjUIB9/vnn3L59m7CwMOrUqSNzBApRykxMNIzp25RRs3YwZckBZo1ug72tpdplCaEKgxLo9OnTvPvuuwwdOrSk6hFCPIZNJXM+GtSM97/exbSlsXwxrAVardzSIioeg971zs7Ocu+XEGWAe0073n2tMfFnrrM4Sk7Zi4rJoDQaMmQIixcvJikpqaTqEUI8odAAFzqHuLNuexIxRy6pXY4Qpc6gU4inTp1Co9HQrVs3XFxcqFq1KlqtVq+NTCUlROkJ6+ZL0oUMZq86iKuzLS5OtmqXJESpMegILDo6Gq1Wi7OzM/n5+aSlpXHhwgW9n9TU1JKqVQjxN2amJox7IwgLM1MmLdpPdk6+2iUJUWoMOgLbtm1bSdUhhHhKVatY8eGAQCZE7GH2qkOMeyPogfdnClHePPWIjKtXr3LkyBHu3LlDXl7eA2emF0KUDr96VRnYyZs9R9NYt/2M2uUIUSoMDrC4uDh69OhBmzZteP3114mPj2f//v20bdv2gTc3CyFKxyttPWjRqAaLNx7naNI1tcsRosQZFGBHjx5l8ODBZGVlMXDgQN1yOzs7TE1Nef/999mxY0exFymEeDyNRsPI3v7UrGbDtKWxpGfcVbskIUqUQQE2e/Zsateuzfr16wkPD9dNKOrn58cvv/yCh4cHERERJVKoEOLxKlma8dGgZuTlFzK51nMQAAAgAElEQVRlyQHyC+TUvii/DAqwQ4cO0aNHDywtLe+7SGxjY0OvXr04ffp0sRYohDCMi5MtI3r7k5B8kx9/iVe7HCFKjMHXwMzNzR/6Wm5urgzmEKIMaNm4Ft3beLAx5hzbYuXWFlE+GRRgjRs3ZsOGDQ98LTs7m9WrV+Pn51cshQkhns2gzt74ejgyd80Rzl26pXY5QhQ7gwJsxIgRnDhxgv79+xMZGYlGo+Ho0aMsWbKEl19+mQsXLvDWW2+VVK1CCANotSZ8OCAQGyszJi3aT2Z2ntolCVGsDAowf39/IiIiuHz5MlOnTkVRFGbOnMmkSZPIyclhxowZPPfccyVVqxDCQPa2lowfGER6xl1mrDhIUZE8yVmUHwY/0CskJIQtW7Zw4sQJUlJSKCoqolatWvj6+srzwYQogxrUcWBIN1/mrTvGnNWHGfKyL5UszdQuS4hn9sjEeeONNwzeoEzmK0TZ0ynEnfRbOayNPs3BhKsMe6URzf1qqF2WEM/kkQF24cKF+5Zdv36d3Nxc7OzscHNzo6ioiIsXL3Lz5k2qVKmCh4dHiRUrhHg6Go2GgZ29ae5XgzmrDzNp0X6e83Vm2CuNqFrFSu3yhHgqjwywv0/eu23bNt577z2mTJlCt27d9B5uuWHDBiZMmEC/fv1KplIhxDPzdLVnxnttWL/jDD9tTuCdadsY2KkhHVq4ozWRCYCFcTFoEMfMmTPp3bs33bt3v+/JzF26dKFv377Mnj27WAsUQhQvU60JPdvVZ+4HoTRws2feumOM/WaXDLUXRsegAEtJSaFOnToPfd3Z2ZmrV68+a01CiFLg7GjNZ+HNGdO3KZdvZDFq5g4WbzxBbn6h2qUJ8UQMCjB3d3c2btxIYeH9b/Dc3FzWrl2Ll5dXsRUnhChZGo2GtgEufPvh84QGuLBm22mGfxnN4UT5IirKPoPGvYeHhzN69Gj69u1Ljx49cHFxIScnh+TkZFasWMGlS5dkMl8hjFBla3NGvu5PaGBt5q4+wscRfxIaUJuwbr7Y2VioXZ4QD2RQgHXq1ImcnBymT5/Op59+qpvQV1EUatWqxZw5cwgJCSmRQoUQJa9RvWp8834o/9mayNro08SevEpYNx/aBbrIU55FmWPwncc9evSge/fuHD9+nIsXL6LRaHBxccHb27sk6hNClDJzMy39OzaklX8t5q4+wqyVh9gWm8o/Xm1MzWo2apcnhM5TTZ1hYmKCn5+fTNwrRDnm5lyZKf9oye/7klm04TjvfhXN6y948UrbepiZGvwgCyGKnbwLhRAPZWKioWPzOnz7YTuaeTuzdNNJRs3czqnzN9QuTQgJMCHE4znaWTFuYBAfvxlMVk4BH87ZxXdrj5B1N1/t0kQFJrPvCiGeWDMfZ3w9HFn+2yk27D7L3vjLDHvFj+Z+NWSQhyh1cgQmhDBIJUszhnb348sRrbGzMWfy4gP8e+F+0jPuql2aqGAkwIQQT8XT1Z6Z77VhcBcfDiVe451pf/DrrrMUyjPHRCmRABNCPDWt1oQeofWY+0EoDd0dmR95jA+/2SnzKopSIQEmhHhmzo7WTBzyHO/3C+DKjWzem7mDRRuOk5NXoHZpohyTQRxCiGKh0Who07Q2TRtUZ+Gvx1kbncTuI5d459XGNPWqrnZ5ohySIzAhRLGyrWTOiN7+THonBFOthk/n/8n0n+K4lZmrdmminJEAE0KUCD+Pqnw9JpTXX/Bi9+GLvD31D7buT0FRZJCHKB4SYEKIEmNupqVfhwbMHt0WFydbZq86xIR5e7h4LVPt0kQ5IAEmhChxrs6VmfxOS/7xamPOXMhg+FfRrNqaQH5BkdqlCSMmgziEEKXCxERDh+Z1aObjzPeRx1i26RQ7D13k3VebqF2aMFJyBCaEKFUOlS0Z+0YQn4QFczf33ryKP++5QfLl22qXJoyMHIEJIVQR5O2Mr0dVVm5O4NddZ3j3y2iaeTvTs109vN0d1S5PGAEJMCGEaqwsTBnc1Yd6jllcuFOZX3efY+yc3Xi7O9CzXX0CGzhhYiKTBIsHkwATQqiukoWWPi0a8ErbemzZn8K6HUn868d9uDrb0jO0Pq39a2GqlSseQp+8I4QQZYalhSldW9Vl/vj2jO7bFA0wc8VBwidv5ZddZ8jJlampxP+TIzAhRJljqjUhNMCFtk1rE3vyCmu2neb7yHhWbk6ka0t3OresS2Vrc7XLFCqTABNClFkajYYgb2eCvJ05ee4Ga6NP89PmBNZuT+KlYDdebuNBdftKapcpVKLqKURFUVi0aBEvvfQSjRo1olu3bvz66696bTZt2kTPnj3x9/enTZs2jB8/nuvXr+u1OX/+PG+99RaBgYEEBwfz6aefkpmpf6d/eno6Y8aMITg4mICAAEaPHs21a9f02mRlZfHZZ58REhKCv78/Q4cO5fz58yWy70IIwzR0d2DCm8HM+SCUkEY12RhzjvBJW5nxUxzJaTIEvyJS9QgsIiKCr7/+muHDh9OkSRN27tzJ+++/j1arpVOnTkRFRTFq1Ch69+7NqFGjuHbtGl9//TWDBg1i7dq1mJubc+vWLQYOHEi1atWYOnUq169f58svv+Ty5ctEREQAUFBQQFhYGNnZ2UycOJGCggKmT5/OkCFDWLt2Laam97ph1KhRHDt2jA8//BBra2vmzJnDG2+8wcaNG7G1tVWzq4QQ/+XmXJlRfZrSr0MD1u88w+a9yUTHXSDI24lX29WXIfgViaKSvLw8JSgoSPn888/1lvfv31/p06ePoiiK0q1bN2Xo0KF6rx8+fFjx9PRUtmzZoiiKosydO1dp0qSJcuPGDV2b7du3K56ensrhw4cVRVGUyMhIxdPTU0lKStK1OX36tOLl5aVs3LhRURRFOXDggOLp6ans2LFD1+b69etKkyZNlIiIiCfap5ycHCU2NlbJycl50m4wGrGxsWqXYFSkvwzzLP11KzNX+en3U0qfCVFKl9GRygdf71T2HU9TCguLirHCsqW8vb+e9rNTtVOIWq2WpUuXEh4errfczMyM3NxcFEWhRYsW9OrVS+/1unXrApCSkgJATEwMQUFB2Nvb69q0bNkSa2trduzYoWtTr149PDw8dG3++vv/trG2tiYkJETXxsHBgaCgIHbu3FmMey6EKE6Vrc3p86IXCya8QHh3P67fusu/ftzH8OnRbItNoaBQ5lssr1QLMBMTE7y8vHByckJRFNLT05k/fz579uyhd+/eaDQaxo4dS/v27fXW27p1K3AvgADOnj2Lu7u7XhutVkvt2rU5d+7cQ9sAuLq66rVxc3NDq9U+tI0Qouz6awh+hN4Q/EMyBL8cKxOjEDdv3syIESMAaNu2Ld26dXtgu5SUFKZOnYqPjw8tW7YE4M6dO9jY2NzX1traWjeQ486dO7rA+3ub5ORkADIzMx+7HSFE2fe/Q/DjTl3VG4LfpaU7nUPcsbOxULtMUQzKRIB5e3uzbNkyEhISmD17NuHh4SxevBiN5v+nkDlz5gxhYWGYmpoya9YsTEwef/BoSBvlEQ/Ze5Lt/K/4+HiD2huLuLg4tUswKtJfhimJ/tIArz1nRbBHNWJO3GHF5gTW/JFIUw9rmje0oYp1mfgIfCry/iojAebi4oKLiwtBQUHY2NgwduxYDh06RNOmTQHYt28fw4cPp1KlSixevBhXV1fdujY2NmRlZd23zczMTGrWrPnYNn8dddnY2HDhwoX72mRlZT3wyOxRfH19sbAoX9/w4uLiCAgIULsMoyH9ZZiS7q8A4JUOkHL5Nmujk9hx8AKxSVm09q9Fz9D6uNWoXGK/uySUt/dXbm7uU33xV+0aWEZGBpGRkVy5ckVvube3NwBXr14FICoqirCwMJycnFi1apXeQAwAd3d33WnAvxQWFnLhwgXdda8HtYF7pyT/t01qaup9R2LJyckPvH4mhDA+rv8dgv/9Ry/QuaU7fx5L492vovn8x70cP3v98RsQZYpqAVZUVMS4ceNYtWqV3vKYmBgAPD092bVrF++//z7+/v6sWLECJyen+7YTEhLCvn37yMjI0C3bvXs32dnZtGjRArg3KvH06dOcPXtW1yYpKYkzZ87otbl9+zZ79uzRtblx4waxsbG6NkKI8qGavRVDX/Zjwccv0q9DAxKSbzJu7m4+/GYX+49fpqjo4ZcURNmhnThx4kQ1frGVlRU3btxgyZIlmJqakpeXx/r165kzZw49evSga9euDBo0CI1Gw4QJE8jMzOTy5cu6H41Gg42NDfXq1WPlypVs3boVR0dHDh48yMSJEwkODmbYsGHAvaH3mzZtYt26dTg6OpKYmMj48eOpUaMGEyZMwMTEhFq1arF//35++uknqlSpwqVLl/joo49QFIVJkyZhaWn52H0qLCzk6tWrVK9eXXdzdHmRlpamOyUrHk/6yzBq9ZeFmRZfj6p0DnHHobIlBxOusunP8+w5dgkrCy0uTrZl8nEu5e399bSfnRrlUaMXSlh+fj6LFi1izZo1XLp0CWdnZ3r16kVYWBhxcXH079//oeuOHDmSd955B4DExEQmTZrEoUOHsLa2pn379nz44Yd6167S0tL497//TUxMDObm5oSEhDBu3DiqV6+ua3Pr1i2mTJnC1q1bKSoqIiAggHHjxunuPXucv87jyjUwIf1lmLLSXwWFRew+fJG10UmcT7tNFRsL2gbUpl2gC+417dQuT6es9FdxedrPTlUDrLyRABN/kf4yTFnrL0VRiDt1lc37kjlw4jIFhQp1a9nxfJALbfxrqz4Mv6z117N62s/O8nWeSwghioFGoyGwoROBDZ24lZnLrsMX+eNACt9HxrPw1+MENnTi+SBXAhs6yYM2VSQBJoQQj2BnY0GXlnXp0rIuyWm3+SM2lei4VPbGX8bOxpw2/rV5PsiVurXKzinGikICTAghnpBbjcq82dWHgZ0acjDhKn/EphK15zy/7DqLe83KtAt0pW3T2lSxLV+XEMoqCTAhhDCQVmuie9Dmnew8dh66yLbYFH78JZ5FG+6dYmwX6EKQtzNmpnKKsaRIgAkhxDOwrWRO55B7cyymXL7Ntv+eYtx3/DK2lcxp07QWzwe64lHbTm96PPHsJMCEEKKYuDpXZlAXHwZ0bMjh09f440Aqv+9NZsPuc7g52/J80L1TjPaVH39fqXg8CTAhhChmWq0JAQ2cCGjgRGZ23r1RjLGpLPj1OIs2nqCpV3XaB7nSzMcJM1Pt4zcoHkgCTAghSpBNJXM6tnCnYwt3Uq/c0Z1inLLkADZWZrT2r8XzQa7Ud6kipxgNJAEmhBClxMXJloGdvenfsSFHTl/jjwMpbN2fQtSe87g42fB8oCttA2rjaGeldqlGQQJMCCFKmdZEQ1Ov6jT1qk7W3Xx2H7nIHwdSWbTxBEuiTtDEqzrtA10J9nXG3ExOMT6MBJgQQqjI2sqMl56rw0vP1eHitUy2xaayLTaVactisbY0pZV/bZ4PcsHL1V5OMf6NBJgQQpQRtarZMKBjQ/q91IBjSelsjU1hW2wqv/15nlrVrHk+yJXQABe1yywzJMCEEKKMMTHR0NizGo09q/F2j3xijlzij9hUlkSdZOmmk9SvaYlttZt4utqrXaqqJMCEEKIMq2RpxgvBbrwQ7EZaehZ/HEjhl51JjJm9E3/PavR+wQufuo5ql6kKCTAhhDASNapa079jQ+raZ5KWXYXIHWcYN3c3vh6OvN7ei0b1q1ao62QSYEIIYWQszEzo2a4+nVu6s3lvMmujk5gQsQcvN3tef8GLgAbVK0SQSYAJIYSRsjQ3pVtrDzq2qMPW/Sms2Xaaz37Yi0dtO3q39yTYpwYmJuU3yCTAhBDCyJmZaunYwp0Xgt2Ijk1l9R+nmbToAG7OtvRu70WLxjXRlsMgkwATQohywlRrwgvBbrQLdGHX4Yv8549Epi2LpdbvNvRqX582/rXRlqMnSEuACSFEOaPVmtA2wIXW/rX581gaq7YmMHPFIVZsTuDVdvVpF+haLp5TJgEmhBDllImJhpDGNWnRqAb7j19m5dZE5qw+wsotibwaWo8Xgt2MeqoqCTAhhCjnNBoNwb41aObjzKGEa6zcksC8dcdYtTWRHqH16PBcHSwtjC8OjK9iIYQQT0Wj0dC0QXX8vaoRf+Y6K7ck8OMvx1n9x2m6t/Ggc4g7lSzN1C7ziUmACSFEBaPRaPCrVxW/elU5ee4Gq7YmsCTqJD9HJ9GtVV26tqqLTSVztct8LAkwIYSowBq6OzBxaHNOp97kP1sT+WlzAut2nKFLS3debu2BnY2F2iU+lASYEEII6rvY88/BwZy7dIv/bE1kzbbT/LLrLB2b1+GVtvVwqGypdon3kQATQgih417TjrFvBJF65Q6r/0jkl11n2RhzjpeC3egRWp9q9mXnadESYEIIIe7j4mTL6L4B9HmxAav/SGTTn+f5be95ng9y5dV29XF2tFa7RAkwIYQQD1ejqjUjevvz+oterN12ms37UtiyP4W2TWvz2vP1qV3dVrXaJMCEEEI8VnX7SrzdszG92nuybvsZNv15nui4VFo1rkWv9p641ahc6jVJgAkhhHhijnZWDHnZl1fb1SdyRxJRe86x8/BFmvvVYGBnb2pVsym1Wox/MiwhhBClroqtBYO6+PDjhBd5/QUvjp6+N8NHaZIjMCGEEE/NtpI5/To04NXn61PaT2yRABNCCPHMLFSYFFhOIQohhDBKEmBCCCGMkgSYEEIIoyQBJoQQwihJgAkhhDBKEmBCCCGMkgyjL0aKogCQl5enciUlIzc3V+0SjIr0l2GkvwxTnvrrr8/Mvz5Dn5RGMXQN8VB37twhMTFR7TKEEMIoeXp6Ymv75JMDS4AVo6KiIrKysjAzM0OjKeVb0oUQwkgpikJ+fj7W1taYmDz5lS0JMCGEEEZJBnEIIYQwShJgQgghjJIEmBBCCKMkASaEEMIoSYAJIYQwShJgQgghjJIEmBBCCKMkAVYBFBUVsWLFCrp27Yq/vz/t27dn8uTJZGZm6tocO3aMAQMG4O/vT8uWLZkxYwb5+fkP3F5BQQG9e/fm22+/ve+15ORkRo4cScuWLQkICKBPnz7s3bu3xPatJJRmf/2v+Ph4fHx8WL9+fbHuT0krzf7Kyclh6tSptGrViiZNmvDaa68RExNTYvtWEkqzv1JTU3n33XcJDg6mRYsWjBkzhqtXr5bYvpU2CbAK4IcffuBf//oXbdu2Ze7cuQwePJjIyEhGjhwJ3AudQYMGYWFhwaxZs3jzzTdZuHAhkydPvm9beXl5jB07lsOHD9/3WkZGBgMGDODs2bN89NFHzJw5E0dHRwYPHkxsbGyJ72dxKa3++nu7cePGUVBQUCL7VJJKs7/ee+891q5dy4gRI5gzZw7VqlXjrbfe4tSpUyW6j8WptPrr7t27hIWFcfr0aT7//HM++eQTjh49Snh4+EPD0OgoolwrKipSgoKClIkTJ+ot37hxo+Lp6amcOHFC+eijj5Q2bdooubm5uteXL1+uNGzYULl8+bJu2ZEjR5RXXnlFadasmeLp6anMnTtXb5sLFy5UfHx89NYpKChQOnfurLz99tsltIfFqzT7639NnTpVad26teLp6alERkYW/46VkNLsrz///FPx9PRU9uzZo1uWm5urdOjQQfn+++9LaA+LV2n2165duxRPT09l//79umV79uxRPD09lX379pXQHpYuOQIr57KysujWrRtdunTRW163bl0AUlJSiImJITQ0FHNzc93rHTp0oLCwkN27d+uWvffeezg4OLBmzZoH/i5nZ2cGDRqEk5OTbplWq8XNzY3U1NTi3K0SU5r99ZeDBw+ybNkyPvnkk2Lck9JRmv21ZcsW3N3dad68uW6Zubk5mzZtYsiQIcW5WyWmNPvrr9nqra2tdcvs7e2Be2dLygN5nEo5Z2Njw4QJE+5bvnXrVgA8PDxIS0vD3d1d73UHBwdsbGw4d+6cbtm8efPw9PR86O/q0KEDHTp00Ft269YtDhw4QEhIyLPsRqkpzf6Ce6d5xo8fz7Bhw/Dy8iqGPShdpdlfCQkJeHp6sm7dOubNm0dqair16tVj/PjxeqFWlpVmf7Vs2RIPDw+++uorvvjiCzQaDV9++SXVqlWjRYsWxbRH6pIAq4COHDnC/Pnzad++PZUrVwbu/cf6O2tra70Ly4/7MP67oqIiPv74Y7KysggLC3u2olVUkv01ffp0KlWqxLBhw7h8+XLxFa2ikuqvGzducP78eeLj4xk1ahR2dnYsWLCAoUOH8ssvv+iOYoxNSfWXhYUFX3zxBW+//TahoaEAVK5cmcWLFz9w+8ZITiFWMHFxcQwZMoTatWvzxRdfPPYBcoY82uB/5efn88EHH/D777/z0Ucf4evr+1TbUVtJ9te+fftYtWoVkydPxtS0fHyXLMn+ys/PJz09ne+++46uXbvSunVrvvvuO6pUqUJERMSzlq6Kkn5/DRw4EF9fX+bPn8+8efNo2LAhQ4YM4cyZM89aepkgAVaBREVFMXjwYGrUqMGiRYuwt7fXfRPLysq6r31mZqZBD5f7y+3btwkLCyMqKoqPP/6Yfv36PXPtaijJ/srKymL8+PEMHTqUevXqUVBQQFFREXDv2UiFhYXFtyOlpKTfX9bW1jg7O+udarWysqJp06YkJCQ8+w6UspLur4iICGrWrMl3331HmzZtCA0N5fvvv8fKyorZs2cX236oSQKsgli4cCGjR4+mSZMmLF++nOrVqwP3PhScnJxITk7Wa3/9+nWysrLuOxf/OFeuXKFPnz4cOnSIGTNm0L9//2Lbh9JU0v0VHx/PxYsXmTt3Lj4+Pvj4+PDCCy8AMHbsWN2fjUVpvL/c3Nx0j57/X/n5+Ub3ANnS6K+LFy/i6+urNxjEwsKCRo0acfr06eLZEZVJgFUAq1evZsqUKXTs2JEffvjhvm9xISEhREdH6304/P7772i1Wpo1a/bEvycrK4vBgwdz+fJlFi5cSMeOHYttH0pTafSXj48Pa9as0fv57rvvABgxYoTuz8agtN5frVq14vr163o3xt+5c4eDBw8SEBDw7DtSSkqrv9zd3Tl69KjePV95eXkcP36cWrVqPfuOlAHl48S7eKjr16/z73//m1q1atGvXz9OnDih97qrqytDhgxh48aNhIeHM3DgQM6fP8+MGTPo1asXNWvWfOLfNWfOHM6cOcPw4cMxNTXVu7nSwsKChg0bFtt+lZTS6i8bGxv8/Pz0ll24cAGA2rVrG82IxNJ8f3Xr1o1ly5YxZswYxowZg4ODA/PmzaOwsNBoBgmVZn+988479O3bl7feeosBAwZQVFTEsmXLuHTp0gNvijZGEmDl3K5du7h79y4XL1584LWoadOm8fLLL7NgwQKmTZvGiBEjsLe3Z/DgwQwfPtyg37V582YAvvnmG7755hu911xdXdmyZcvT70gpKc3+Kg9Ks7/Mzc1ZtGgR06dPZ9q0aeTk5ODv78/y5cupUaNGce1SiSrN/mrUqBFLly5l1qxZvPfee1hYWODr68vKlSuNdlDV32mUxw17EUIIIcoguQYmhBDCKEmACSGEMEoSYEIIIYySBJgQQgijJAEmhBDCKEmACSGEMEoSYEIIIYySBJgQQgijJAEmhBDCKEmACSGEMEoSYEIYienTp+Pl5UVSUpLe8qKiIlq1asWIESMAOHToEIMHD8bf3x9/f3/efPNNjh49qreOoiisWLGCV199FX9/f/z8/OjQoQPz58/Xe6hiu3btmDBhAh999BGNGjWidevW3Lhxo+R3VognIAEmhJHo0qULAJs2bdJbvn//fq5evUrXrl2JiYlhwIAB3Llzh5EjR/L2229z6dIl+vXrR2xsrG6dWbNmMXHiROrVq8f48eMZPXo0FhYWTJ8+nZ9++klv+xs3biQhIYGPPvqIXr164eDgUPI7K8QTkMl8hTAiXbt2paioiI0bN+qWffLJJ0RFRbFnzx46depEtWrVWLZsGVqtFoDs7Gy6d+9OpUqViIyMJD8/n+eee442bdowY8YM3XYyMzNp3rw5ISEhzJs3D7h3BJaWlsb27dtxcnIq3Z0V4jHkCEwII9K1a1eSkpJITEwEoKCggN9//50XXniBxMREUlNTad++Pbdu3eLGjRvcuHGDnJwcQkNDOXnyJFeuXMHMzIw9e/bw+eef62375s2b2NjYkJ2drbfc1dVVwkuUSfI8MCGMSJcuXZgxYwa//fYbnp6exMTEkJGRQdeuXUlJSQHuPVNq2rRpD1z/0qVLODk5YWZmxvbt2/njjz84d+4cycnJ3Lp1C4C/n5RxdHQs2Z0S4ilJgAlhRGrWrEnTpk3ZtGkTI0aMYNOmTVSrVo3g4GDdtbGRI0fSpEmTB65ft25dFEXhnXfeITo6moCAAPz9/enduzdBQUEMHDjwvnX+OhUpRFkjASaEkenSpQufffYZZ8+eJTo6mq5du6LVaqlVqxYAlSpVokWLFnrrHD16lFu3bmFpaUlsbCzR0dG88847jBw5UtemoKCAjIwMXFxcSnV/hHhacg1MCCPTsWNHzMzM+Oabb8jIyNCNTvT19aVatWosXbqUrKwsXfvMzEzee+89xo8fj1arJSMjA4B69erpbfc///kPd+/epaCgoPR2RohnIEdgQhgZe3t7QkJCiIqKwsXFRXe60MzMjAkTJjBq1Ch69OjBq6++ioWFBatXr+bSpUt89dVXmJqa4u/vj42NDZMnT+bixYvY2dmxb98+oqKisLCw0As/IcoyCTAhjFDXrl3Zvn07nTt31lveoUMH7Ozs+O677/j2228xMTGhfv36fPfdd4SGhgJQtWpV5s+fz1dffcV3332Hubk57u7uzJgxg6NHj7JkyRLS09OpWrWqGrsmxBOT+8CEMEJRUVGMGjWKqKgoPDw81C5HCFXINTAhjIyiKKxcuZLGjRtLeIkKTU4hCgdeF/oAAABrSURBVGEkCgoKGD16NGlpaRw9epRvvvlG7ZKEUJUEmBBGwtTUlOTkZC5cuMC7777Liy++qHZJQqhKroEJIYQwSnINTAghhFGSABNCCGGUJMCEEEIYJQkwIYQQRkkCTAghhFGSABNCCGGU/g/YEJJklIJpUAAAAABJRU5ErkJggg==\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1257,7 +1255,7 @@ }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -1330,7 +1328,7 @@ "4 2015 coal 8506.284996" ] }, - "execution_count": 186, + "execution_count": 84, "metadata": {}, "output_type": "execute_result" } @@ -1342,19 +1340,17 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 85, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1366,7 +1362,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 86, "metadata": {}, "outputs": [ { @@ -1460,7 +1456,7 @@ "0 78.67035 1342.506012 " ] }, - "execution_count": 20, + "execution_count": 86, "metadata": {}, "output_type": "execute_result" } @@ -1472,7 +1468,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ @@ -1482,7 +1478,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -1555,7 +1551,7 @@ "4 523.8 Recip_gas 275.0" ] }, - "execution_count": 50, + "execution_count": 88, "metadata": {}, "output_type": "execute_result" } @@ -1566,7 +1562,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -1598,181 +1594,181 @@ " \n", " \n", " 0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 55.0\n", " 13.580\n", " \n", " \n", " 1\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 110.0\n", " 13.580\n", " \n", " \n", " 2\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 165.0\n", " 13.580\n", " \n", " \n", " 3\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 220.0\n", " 13.580\n", " \n", " \n", " 4\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 275.0\n", " 13.580\n", " \n", " \n", " 5\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 330.0\n", " 13.580\n", " \n", " \n", " 6\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 385.0\n", " 13.580\n", " \n", " \n", " 7\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 440.0\n", " 13.580\n", " \n", " \n", " 8\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 495.0\n", " 13.580\n", " \n", " \n", " 9\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 550.0\n", " 13.580\n", " \n", " \n", " 10\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 605.0\n", " 13.580\n", " \n", " \n", " 11\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 660.0\n", " 13.580\n", " \n", " \n", " 12\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 715.0\n", " 13.580\n", " \n", " \n", " 13\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 770.0\n", " 13.580\n", " \n", " \n", " 14\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 825.0\n", " 13.580\n", " \n", " \n", " 15\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 880.0\n", " 13.580\n", " \n", " \n", " 16\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 935.0\n", " 13.580\n", " \n", " \n", " 17\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 990.0\n", " 13.580\n", " \n", " \n", " 18\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1045.0\n", " 13.580\n", " \n", " \n", " 19\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1100.0\n", " 13.580\n", " \n", " \n", " 20\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1155.0\n", " 13.580\n", " \n", " \n", " 21\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1210.0\n", " 13.580\n", " \n", " \n", " 22\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1265.0\n", " 13.580\n", " \n", " \n", " 23\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1320.0\n", " 13.580\n", " \n", " \n", " 24\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 55.0\n", " 66.251\n", " \n", " \n", " 25\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 110.0\n", " 66.251\n", " \n", " \n", " 26\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 165.0\n", " 66.251\n", " \n", " \n", " 27\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 220.0\n", " 66.251\n", " \n", " \n", " 28\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 275.0\n", " 66.251\n", " \n", " \n", " 29\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 330.0\n", " 66.251\n", " \n", @@ -1781,59 +1777,58 @@ "" ], "text/plain": [ - " plant_type segment_hours capacity_bid\n", - "0 Biomass_meat 55.0 13.580\n", - "1 Biomass_meat 110.0 13.580\n", - "2 Biomass_meat 165.0 13.580\n", - "3 Biomass_meat 220.0 13.580\n", - "4 Biomass_meat 275.0 13.580\n", - "5 Biomass_meat 330.0 13.580\n", - "6 Biomass_meat 385.0 13.580\n", - "7 Biomass_meat 440.0 13.580\n", - "8 Biomass_meat 495.0 13.580\n", - "9 Biomass_meat 550.0 13.580\n", - "10 Biomass_meat 605.0 13.580\n", - "11 Biomass_meat 660.0 13.580\n", - "12 Biomass_meat 715.0 13.580\n", - "13 Biomass_meat 770.0 13.580\n", - "14 Biomass_meat 825.0 13.580\n", - "15 Biomass_meat 880.0 13.580\n", - "16 Biomass_meat 935.0 13.580\n", - "17 Biomass_meat 990.0 13.580\n", - "18 Biomass_meat 1045.0 13.580\n", - "19 Biomass_meat 1100.0 13.580\n", - "20 Biomass_meat 1155.0 13.580\n", - "21 Biomass_meat 1210.0 13.580\n", - "22 Biomass_meat 1265.0 13.580\n", - "23 Biomass_meat 1320.0 13.580\n", - "24 Biomass_poultry_litter 55.0 66.251\n", - "25 Biomass_poultry_litter 110.0 66.251\n", - "26 Biomass_poultry_litter 165.0 66.251\n", - "27 Biomass_poultry_litter 220.0 66.251\n", - "28 Biomass_poultry_litter 275.0 66.251\n", - "29 Biomass_poultry_litter 330.0 66.251" + " plant_type segment_hours capacity_bid\n", + "0 Biomass (Meat) 55.0 13.580\n", + "1 Biomass (Meat) 110.0 13.580\n", + "2 Biomass (Meat) 165.0 13.580\n", + "3 Biomass (Meat) 220.0 13.580\n", + "4 Biomass (Meat) 275.0 13.580\n", + "5 Biomass (Meat) 330.0 13.580\n", + "6 Biomass (Meat) 385.0 13.580\n", + "7 Biomass (Meat) 440.0 13.580\n", + "8 Biomass (Meat) 495.0 13.580\n", + "9 Biomass (Meat) 550.0 13.580\n", + "10 Biomass (Meat) 605.0 13.580\n", + "11 Biomass (Meat) 660.0 13.580\n", + "12 Biomass (Meat) 715.0 13.580\n", + "13 Biomass (Meat) 770.0 13.580\n", + "14 Biomass (Meat) 825.0 13.580\n", + "15 Biomass (Meat) 880.0 13.580\n", + "16 Biomass (Meat) 935.0 13.580\n", + "17 Biomass (Meat) 990.0 13.580\n", + "18 Biomass (Meat) 1045.0 13.580\n", + "19 Biomass (Meat) 1100.0 13.580\n", + "20 Biomass (Meat) 1155.0 13.580\n", + "21 Biomass (Meat) 1210.0 13.580\n", + "22 Biomass (Meat) 1265.0 13.580\n", + "23 Biomass (Meat) 1320.0 13.580\n", + "24 Biomass (Poultry Litter) 55.0 66.251\n", + "25 Biomass (Poultry Litter) 110.0 66.251\n", + "26 Biomass (Poultry Litter) 165.0 66.251\n", + "27 Biomass (Poultry Litter) 220.0 66.251\n", + "28 Biomass (Poultry Litter) 275.0 66.251\n", + "29 Biomass (Poultry Litter) 330.0 66.251" ] }, - "execution_count": 88, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mix = extracted_dataframe.groupby(['plant_type', 'segment_hours'])['capacity_bid'].sum().reset_index()\n", + "\n", + "mix['plant_type'] = mix['plant_type'].replace(\"Biomass_meat\",\"Biomass (Meat)\")\n", + "mix['plant_type'] = mix['plant_type'].replace(\"Biomass_poultry_litter\",\"Biomass (Poultry Litter)\")\n", + "mix['plant_type'] = mix['plant_type'].replace(\"Biomass_straw\",\"Biomass (Straw)\")\n", + "mix['plant_type'] = mix['plant_type'].replace(\"Biomass_wood\",\"Biomass (Wood)\")\n", + "\n", "mix.head(30)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 103, + "execution_count": 90, "metadata": {}, "outputs": [ { @@ -1866,25 +1861,25 @@ " \n", " 0\n", " 55.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.580000\n", " \n", " \n", " 1\n", " 55.0\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 79.831000\n", " \n", " \n", " 2\n", " 55.0\n", - " Biomass_straw\n", + " Biomass (Straw)\n", " 116.691000\n", " \n", " \n", " 3\n", " 55.0\n", - " Biomass_wood\n", + " Biomass (Wood)\n", " 2251.661000\n", " \n", " \n", @@ -1956,19 +1951,19 @@ " \n", " 15\n", " 110.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.580000\n", " \n", " \n", " 16\n", " 110.0\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 79.831000\n", " \n", " \n", " 17\n", " 110.0\n", - " Biomass_straw\n", + " Biomass (Straw)\n", " 116.691000\n", " \n", " \n", @@ -2034,13 +2029,13 @@ " \n", " 28\n", " 165.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.580000\n", " \n", " \n", " 29\n", " 165.0\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 79.831000\n", " \n", " \n", @@ -2052,13 +2047,13 @@ " \n", " 258\n", " 1210.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.580000\n", " \n", " \n", " 259\n", " 1210.0\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 79.831000\n", " \n", " \n", @@ -2112,13 +2107,13 @@ " \n", " 268\n", " 1265.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.580000\n", " \n", " \n", " 269\n", " 1265.0\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 79.831000\n", " \n", " \n", @@ -2172,13 +2167,13 @@ " \n", " 278\n", " 1320.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.580000\n", " \n", " \n", " 279\n", " 1320.0\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 79.831000\n", " \n", " \n", @@ -2235,73 +2230,73 @@ "" ], "text/plain": [ - "capacity_bid segment_hours plant_type 0\n", - "0 55.0 Biomass_meat 13.580000\n", - "1 55.0 Biomass_poultry_litter 79.831000\n", - "2 55.0 Biomass_straw 116.691000\n", - "3 55.0 Biomass_wood 2251.661000\n", - "4 55.0 CCGT 25201.001000\n", - "5 55.0 Coal 36636.251000\n", - "6 55.0 EfW 37124.646000\n", - "7 55.0 Hydro 37765.169592\n", - "8 55.0 Nuclear 46845.339592\n", - "9 55.0 OCGT 47300.595592\n", - "10 55.0 Offshore 49692.372497\n", - "11 55.0 Onshore 52175.965483\n", - "12 55.0 PV 52175.965483\n", - "13 55.0 Recip_diesel 53011.620483\n", - "14 55.0 Recip_gas 53953.975483\n", - "15 110.0 Biomass_meat 13.580000\n", - "16 110.0 Biomass_poultry_litter 79.831000\n", - "17 110.0 Biomass_straw 116.691000\n", - "18 110.0 CCGT 21535.311000\n", - "19 110.0 Coal 32970.561000\n", - "20 110.0 EfW 33458.956000\n", - "21 110.0 Hydro 34099.479592\n", - "22 110.0 Nuclear 43179.649592\n", - "23 110.0 OCGT 43634.905592\n", - "24 110.0 Offshore 46960.835585\n", - "25 110.0 Onshore 51364.076593\n", - "26 110.0 PV 52014.748963\n", - "27 110.0 Recip_gas 52957.103963\n", - "28 165.0 Biomass_meat 13.580000\n", - "29 165.0 Biomass_poultry_litter 79.831000\n", - ".. ... ... ...\n", - "258 1210.0 Biomass_meat 13.580000\n", - "259 1210.0 Biomass_poultry_litter 79.831000\n", - "260 1210.0 CCGT 12484.771000\n", - "261 1210.0 Coal 17337.741000\n", - "262 1210.0 EfW 17826.136000\n", - "263 1210.0 Hydro 18466.659592\n", - "264 1210.0 Nuclear 27546.829592\n", - "265 1210.0 Offshore 30696.942420\n", - "266 1210.0 Onshore 34251.686967\n", - "267 1210.0 PV 34448.636352\n", - "268 1265.0 Biomass_meat 13.580000\n", - "269 1265.0 Biomass_poultry_litter 79.831000\n", - "270 1265.0 CCGT 9822.931000\n", - "271 1265.0 Coal 14675.901000\n", - "272 1265.0 EfW 15164.296000\n", - "273 1265.0 Hydro 15804.819592\n", - "274 1265.0 Nuclear 24884.989592\n", - "275 1265.0 Offshore 28873.717124\n", - "276 1265.0 Onshore 33613.089963\n", - "277 1265.0 PV 33616.114782\n", - "278 1320.0 Biomass_meat 13.580000\n", - "279 1320.0 Biomass_poultry_litter 79.831000\n", - "280 1320.0 CCGT 8706.931000\n", - "281 1320.0 Coal 13559.901000\n", - "282 1320.0 EfW 14048.296000\n", - "283 1320.0 Hydro 14688.819592\n", - "284 1320.0 Nuclear 23768.989592\n", - "285 1320.0 Offshore 28052.957269\n", - "286 1320.0 Onshore 33389.802287\n", - "287 1320.0 PV 33389.802287\n", + "capacity_bid segment_hours plant_type 0\n", + "0 55.0 Biomass (Meat) 13.580000\n", + "1 55.0 Biomass (Poultry Litter) 79.831000\n", + "2 55.0 Biomass (Straw) 116.691000\n", + "3 55.0 Biomass (Wood) 2251.661000\n", + "4 55.0 CCGT 25201.001000\n", + "5 55.0 Coal 36636.251000\n", + "6 55.0 EfW 37124.646000\n", + "7 55.0 Hydro 37765.169592\n", + "8 55.0 Nuclear 46845.339592\n", + "9 55.0 OCGT 47300.595592\n", + "10 55.0 Offshore 49692.372497\n", + "11 55.0 Onshore 52175.965483\n", + "12 55.0 PV 52175.965483\n", + "13 55.0 Recip_diesel 53011.620483\n", + "14 55.0 Recip_gas 53953.975483\n", + "15 110.0 Biomass (Meat) 13.580000\n", + "16 110.0 Biomass (Poultry Litter) 79.831000\n", + "17 110.0 Biomass (Straw) 116.691000\n", + "18 110.0 CCGT 21535.311000\n", + "19 110.0 Coal 32970.561000\n", + "20 110.0 EfW 33458.956000\n", + "21 110.0 Hydro 34099.479592\n", + "22 110.0 Nuclear 43179.649592\n", + "23 110.0 OCGT 43634.905592\n", + "24 110.0 Offshore 46960.835585\n", + "25 110.0 Onshore 51364.076593\n", + "26 110.0 PV 52014.748963\n", + "27 110.0 Recip_gas 52957.103963\n", + "28 165.0 Biomass (Meat) 13.580000\n", + "29 165.0 Biomass (Poultry Litter) 79.831000\n", + ".. ... ... ...\n", + "258 1210.0 Biomass (Meat) 13.580000\n", + "259 1210.0 Biomass (Poultry Litter) 79.831000\n", + "260 1210.0 CCGT 12484.771000\n", + "261 1210.0 Coal 17337.741000\n", + "262 1210.0 EfW 17826.136000\n", + "263 1210.0 Hydro 18466.659592\n", + "264 1210.0 Nuclear 27546.829592\n", + "265 1210.0 Offshore 30696.942420\n", + "266 1210.0 Onshore 34251.686967\n", + "267 1210.0 PV 34448.636352\n", + "268 1265.0 Biomass (Meat) 13.580000\n", + "269 1265.0 Biomass (Poultry Litter) 79.831000\n", + "270 1265.0 CCGT 9822.931000\n", + "271 1265.0 Coal 14675.901000\n", + "272 1265.0 EfW 15164.296000\n", + "273 1265.0 Hydro 15804.819592\n", + "274 1265.0 Nuclear 24884.989592\n", + "275 1265.0 Offshore 28873.717124\n", + "276 1265.0 Onshore 33613.089963\n", + "277 1265.0 PV 33616.114782\n", + "278 1320.0 Biomass (Meat) 13.580000\n", + "279 1320.0 Biomass (Poultry Litter) 79.831000\n", + "280 1320.0 CCGT 8706.931000\n", + "281 1320.0 Coal 13559.901000\n", + "282 1320.0 EfW 14048.296000\n", + "283 1320.0 Hydro 14688.819592\n", + "284 1320.0 Nuclear 23768.989592\n", + "285 1320.0 Offshore 28052.957269\n", + "286 1320.0 Onshore 33389.802287\n", + "287 1320.0 PV 33389.802287\n", "\n", "[288 rows x 3 columns]" ] }, - "execution_count": 103, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } @@ -2314,7 +2309,7 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 91, "metadata": {}, "outputs": [ { @@ -2355,38 +2350,38 @@ " \n", " \n", " \n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 0\n", " 55.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.58\n", " 18\n", " \n", " \n", " 15\n", " 110.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.58\n", " 17\n", " \n", " \n", " 28\n", " 165.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.58\n", " 19\n", " \n", " \n", " 41\n", " 220.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.58\n", " 20\n", " \n", " \n", " 55\n", " 275.0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 13.58\n", " 16\n", " \n", @@ -2395,16 +2390,16 @@ "" ], "text/plain": [ - "capacity_bid segment_hours plant_type 0 order\n", - "plant_type \n", - "Biomass_meat 0 55.0 Biomass_meat 13.58 18\n", - " 15 110.0 Biomass_meat 13.58 17\n", - " 28 165.0 Biomass_meat 13.58 19\n", - " 41 220.0 Biomass_meat 13.58 20\n", - " 55 275.0 Biomass_meat 13.58 16" + "capacity_bid segment_hours plant_type 0 order\n", + "plant_type \n", + "Biomass (Meat) 0 55.0 Biomass (Meat) 13.58 18\n", + " 15 110.0 Biomass (Meat) 13.58 17\n", + " 28 165.0 Biomass (Meat) 13.58 19\n", + " 41 220.0 Biomass (Meat) 13.58 20\n", + " 55 275.0 Biomass (Meat) 13.58 16" ] }, - "execution_count": 162, + "execution_count": 91, "metadata": {}, "output_type": "execute_result" } @@ -2428,7 +2423,7 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 92, "metadata": {}, "outputs": [ { @@ -2437,55 +2432,51 @@ "Text(0, 0.5, 'Cumulative Electricity Generation (MW)')" ] }, - "execution_count": 189, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=mix_reordered, x='order', y=0, hue='plant_type')\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", - "plt.xlabel('hour of the day')\n", + "plt.xlabel('Hour of the Day')\n", "plt.ylabel(\"Cumulative Electricity Generation (MW)\")" ] }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 93, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 101, + "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -2496,29 +2487,17 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 97, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 192, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -2527,16 +2506,21 @@ "\n", "# sns.lineplot(data=mix_reordered_not_ontop, x='segment_hours', y=\"capacity_bid\", hue=\"plant_type\")\n", "# plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", - "\n", - "sns.lineplot(data=mix_reordered_not_ontop, x='order', y=\"capacity_bid\", hue='plant_type')\n", + "mix_reordered_not_ontop = mix_reordered_not_ontop.rename(columns={\"plant_type\":\"Plant Type\"})\n", + "sns.set(font_scale=1.5)\n", + "sns.set_style(\"whitegrid\")\n", + "g=sns.lineplot(data=mix_reordered_not_ontop, x='order', y=\"capacity_bid\", hue='Plant Type')\n", "plt.xlabel('hour of the day')\n", "plt.ylabel(\"Electricity Generation (MW)\")\n", - "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)" + "lgd = plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", + "g.set_xticks(list(range(0,24,2)))\n", + "plt.savefig('/Users/b1017579/Documents/PhD/Projects/14-temporal-granularity/temporal_granularity/reports/figures/clusters_results_single_day.pdf', dpi=500, bbox_extra_artists=(lgd,), bbox_inches='tight')\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 95, "metadata": { "scrolled": true }, @@ -2579,213 +2563,213 @@ " \n", " \n", " \n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 0\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 55.0\n", " 13.580000\n", " 18\n", " \n", " \n", " 1\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 110.0\n", " 13.580000\n", " 17\n", " \n", " \n", " 2\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 165.0\n", " 13.580000\n", " 19\n", " \n", " \n", " 3\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 220.0\n", " 13.580000\n", " 20\n", " \n", " \n", " 4\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 275.0\n", " 13.580000\n", " 16\n", " \n", " \n", " 5\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 330.0\n", " 13.580000\n", " 12\n", " \n", " \n", " 6\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 385.0\n", " 13.580000\n", " 11\n", " \n", " \n", " 7\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 440.0\n", " 13.580000\n", " 10\n", " \n", " \n", " 8\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 495.0\n", " 13.580000\n", " 13\n", " \n", " \n", " 9\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 550.0\n", " 13.580000\n", " 14\n", " \n", " \n", " 10\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 605.0\n", " 13.580000\n", " 9\n", " \n", " \n", " 11\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 660.0\n", " 13.580000\n", " 15\n", " \n", " \n", " 12\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 715.0\n", " 13.580000\n", " 8\n", " \n", " \n", " 13\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 770.0\n", " 13.580000\n", " 21\n", " \n", " \n", " 14\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 825.0\n", " 13.580000\n", " 22\n", " \n", " \n", " 15\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 880.0\n", " 13.580000\n", " 7\n", " \n", " \n", " 16\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 935.0\n", " 13.580000\n", " 23\n", " \n", " \n", " 17\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 990.0\n", " 13.580000\n", " 0\n", " \n", " \n", " 18\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1045.0\n", " 13.580000\n", " 1\n", " \n", " \n", " 19\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1100.0\n", " 13.580000\n", " 6\n", " \n", " \n", " 20\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1155.0\n", " 13.580000\n", " 2\n", " \n", " \n", " 21\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1210.0\n", " 13.580000\n", " 3\n", " \n", " \n", " 22\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1265.0\n", " 13.580000\n", " 4\n", " \n", " \n", " 23\n", - " Biomass_meat\n", + " Biomass (Meat)\n", " 1320.0\n", " 13.580000\n", " 5\n", " \n", " \n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 24\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 55.0\n", " 66.251000\n", " 18\n", " \n", " \n", " 25\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 110.0\n", " 66.251000\n", " 17\n", " \n", " \n", " 26\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 165.0\n", " 66.251000\n", " 19\n", " \n", " \n", " 27\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 220.0\n", " 66.251000\n", " 20\n", " \n", " \n", " 28\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 275.0\n", " 66.251000\n", " 16\n", " \n", " \n", " 29\n", - " Biomass_poultry_litter\n", + " Biomass (Poultry Litter)\n", " 330.0\n", " 66.251000\n", " 12\n", @@ -3016,138 +3000,138 @@ "" ], "text/plain": [ - " plant_type segment_hours \\\n", - "plant_type \n", - "Biomass_meat 0 Biomass_meat 55.0 \n", - " 1 Biomass_meat 110.0 \n", - " 2 Biomass_meat 165.0 \n", - " 3 Biomass_meat 220.0 \n", - " 4 Biomass_meat 275.0 \n", - " 5 Biomass_meat 330.0 \n", - " 6 Biomass_meat 385.0 \n", - " 7 Biomass_meat 440.0 \n", - " 8 Biomass_meat 495.0 \n", - " 9 Biomass_meat 550.0 \n", - " 10 Biomass_meat 605.0 \n", - " 11 Biomass_meat 660.0 \n", - " 12 Biomass_meat 715.0 \n", - " 13 Biomass_meat 770.0 \n", - " 14 Biomass_meat 825.0 \n", - " 15 Biomass_meat 880.0 \n", - " 16 Biomass_meat 935.0 \n", - " 17 Biomass_meat 990.0 \n", - " 18 Biomass_meat 1045.0 \n", - " 19 Biomass_meat 1100.0 \n", - " 20 Biomass_meat 1155.0 \n", - " 21 Biomass_meat 1210.0 \n", - " 22 Biomass_meat 1265.0 \n", - " 23 Biomass_meat 1320.0 \n", - "Biomass_poultry_litter 24 Biomass_poultry_litter 55.0 \n", - " 25 Biomass_poultry_litter 110.0 \n", - " 26 Biomass_poultry_litter 165.0 \n", - " 27 Biomass_poultry_litter 220.0 \n", - " 28 Biomass_poultry_litter 275.0 \n", - " 29 Biomass_poultry_litter 330.0 \n", - "... ... ... \n", - "Onshore 246 Onshore 1045.0 \n", - " 247 Onshore 1100.0 \n", - " 248 Onshore 1155.0 \n", - " 249 Onshore 1210.0 \n", - " 250 Onshore 1265.0 \n", - " 251 Onshore 1320.0 \n", - "PV 252 PV 55.0 \n", - " 253 PV 110.0 \n", - " 254 PV 165.0 \n", - " 255 PV 220.0 \n", - " 256 PV 275.0 \n", - " 257 PV 330.0 \n", - " 258 PV 385.0 \n", - " 259 PV 440.0 \n", - " 260 PV 495.0 \n", - " 261 PV 550.0 \n", - " 262 PV 605.0 \n", - " 263 PV 660.0 \n", - " 264 PV 715.0 \n", - " 265 PV 770.0 \n", - " 266 PV 825.0 \n", - " 267 PV 880.0 \n", - " 268 PV 935.0 \n", - " 269 PV 990.0 \n", - " 270 PV 1045.0 \n", - " 271 PV 1100.0 \n", - " 272 PV 1155.0 \n", - " 273 PV 1210.0 \n", - " 274 PV 1265.0 \n", - " 275 PV 1320.0 \n", + " plant_type segment_hours \\\n", + "plant_type \n", + "Biomass (Meat) 0 Biomass (Meat) 55.0 \n", + " 1 Biomass (Meat) 110.0 \n", + " 2 Biomass (Meat) 165.0 \n", + " 3 Biomass (Meat) 220.0 \n", + " 4 Biomass (Meat) 275.0 \n", + " 5 Biomass (Meat) 330.0 \n", + " 6 Biomass (Meat) 385.0 \n", + " 7 Biomass (Meat) 440.0 \n", + " 8 Biomass (Meat) 495.0 \n", + " 9 Biomass (Meat) 550.0 \n", + " 10 Biomass (Meat) 605.0 \n", + " 11 Biomass (Meat) 660.0 \n", + " 12 Biomass (Meat) 715.0 \n", + " 13 Biomass (Meat) 770.0 \n", + " 14 Biomass (Meat) 825.0 \n", + " 15 Biomass (Meat) 880.0 \n", + " 16 Biomass (Meat) 935.0 \n", + " 17 Biomass (Meat) 990.0 \n", + " 18 Biomass (Meat) 1045.0 \n", + " 19 Biomass (Meat) 1100.0 \n", + " 20 Biomass (Meat) 1155.0 \n", + " 21 Biomass (Meat) 1210.0 \n", + " 22 Biomass (Meat) 1265.0 \n", + " 23 Biomass (Meat) 1320.0 \n", + "Biomass (Poultry Litter) 24 Biomass (Poultry Litter) 55.0 \n", + " 25 Biomass (Poultry Litter) 110.0 \n", + " 26 Biomass (Poultry Litter) 165.0 \n", + " 27 Biomass (Poultry Litter) 220.0 \n", + " 28 Biomass (Poultry Litter) 275.0 \n", + " 29 Biomass (Poultry Litter) 330.0 \n", + "... ... ... \n", + "Onshore 246 Onshore 1045.0 \n", + " 247 Onshore 1100.0 \n", + " 248 Onshore 1155.0 \n", + " 249 Onshore 1210.0 \n", + " 250 Onshore 1265.0 \n", + " 251 Onshore 1320.0 \n", + "PV 252 PV 55.0 \n", + " 253 PV 110.0 \n", + " 254 PV 165.0 \n", + " 255 PV 220.0 \n", + " 256 PV 275.0 \n", + " 257 PV 330.0 \n", + " 258 PV 385.0 \n", + " 259 PV 440.0 \n", + " 260 PV 495.0 \n", + " 261 PV 550.0 \n", + " 262 PV 605.0 \n", + " 263 PV 660.0 \n", + " 264 PV 715.0 \n", + " 265 PV 770.0 \n", + " 266 PV 825.0 \n", + " 267 PV 880.0 \n", + " 268 PV 935.0 \n", + " 269 PV 990.0 \n", + " 270 PV 1045.0 \n", + " 271 PV 1100.0 \n", + " 272 PV 1155.0 \n", + " 273 PV 1210.0 \n", + " 274 PV 1265.0 \n", + " 275 PV 1320.0 \n", "\n", - " capacity_bid order \n", - "plant_type \n", - "Biomass_meat 0 13.580000 18 \n", - " 1 13.580000 17 \n", - " 2 13.580000 19 \n", - " 3 13.580000 20 \n", - " 4 13.580000 16 \n", - " 5 13.580000 12 \n", - " 6 13.580000 11 \n", - " 7 13.580000 10 \n", - " 8 13.580000 13 \n", - " 9 13.580000 14 \n", - " 10 13.580000 9 \n", - " 11 13.580000 15 \n", - " 12 13.580000 8 \n", - " 13 13.580000 21 \n", - " 14 13.580000 22 \n", - " 15 13.580000 7 \n", - " 16 13.580000 23 \n", - " 17 13.580000 0 \n", - " 18 13.580000 1 \n", - " 19 13.580000 6 \n", - " 20 13.580000 2 \n", - " 21 13.580000 3 \n", - " 22 13.580000 4 \n", - " 23 13.580000 5 \n", - "Biomass_poultry_litter 24 66.251000 18 \n", - " 25 66.251000 17 \n", - " 26 66.251000 19 \n", - " 27 66.251000 20 \n", - " 28 66.251000 16 \n", - " 29 66.251000 12 \n", - "... ... ... \n", - "Onshore 246 4288.904606 1 \n", - " 247 4979.221382 6 \n", - " 248 1690.975217 2 \n", - " 249 3554.744547 3 \n", - " 250 4739.372839 4 \n", - " 251 5336.845018 5 \n", - "PV 252 0.000000 18 \n", - " 253 650.672370 17 \n", - " 254 0.000000 19 \n", - " 255 0.000000 20 \n", - " 256 409.358960 16 \n", - " 257 0.000000 12 \n", - " 258 0.000000 11 \n", - " 259 0.000000 10 \n", - " 260 477.585453 13 \n", - " 261 0.000000 14 \n", - " 262 0.000000 9 \n", - " 263 615.382804 15 \n", - " 264 0.000000 8 \n", - " 265 0.000000 21 \n", - " 266 55.118940 22 \n", - " 267 199.302022 7 \n", - " 268 0.000000 23 \n", - " 269 0.000000 0 \n", - " 270 684.281480 1 \n", - " 271 0.000000 6 \n", - " 272 0.000000 2 \n", - " 273 196.949385 3 \n", - " 274 3.024820 4 \n", - " 275 0.000000 5 \n", + " capacity_bid order \n", + "plant_type \n", + "Biomass (Meat) 0 13.580000 18 \n", + " 1 13.580000 17 \n", + " 2 13.580000 19 \n", + " 3 13.580000 20 \n", + " 4 13.580000 16 \n", + " 5 13.580000 12 \n", + " 6 13.580000 11 \n", + " 7 13.580000 10 \n", + " 8 13.580000 13 \n", + " 9 13.580000 14 \n", + " 10 13.580000 9 \n", + " 11 13.580000 15 \n", + " 12 13.580000 8 \n", + " 13 13.580000 21 \n", + " 14 13.580000 22 \n", + " 15 13.580000 7 \n", + " 16 13.580000 23 \n", + " 17 13.580000 0 \n", + " 18 13.580000 1 \n", + " 19 13.580000 6 \n", + " 20 13.580000 2 \n", + " 21 13.580000 3 \n", + " 22 13.580000 4 \n", + " 23 13.580000 5 \n", + "Biomass (Poultry Litter) 24 66.251000 18 \n", + " 25 66.251000 17 \n", + " 26 66.251000 19 \n", + " 27 66.251000 20 \n", + " 28 66.251000 16 \n", + " 29 66.251000 12 \n", + "... ... ... \n", + "Onshore 246 4288.904606 1 \n", + " 247 4979.221382 6 \n", + " 248 1690.975217 2 \n", + " 249 3554.744547 3 \n", + " 250 4739.372839 4 \n", + " 251 5336.845018 5 \n", + "PV 252 0.000000 18 \n", + " 253 650.672370 17 \n", + " 254 0.000000 19 \n", + " 255 0.000000 20 \n", + " 256 409.358960 16 \n", + " 257 0.000000 12 \n", + " 258 0.000000 11 \n", + " 259 0.000000 10 \n", + " 260 477.585453 13 \n", + " 261 0.000000 14 \n", + " 262 0.000000 9 \n", + " 263 615.382804 15 \n", + " 264 0.000000 8 \n", + " 265 0.000000 21 \n", + " 266 55.118940 22 \n", + " 267 199.302022 7 \n", + " 268 0.000000 23 \n", + " 269 0.000000 0 \n", + " 270 684.281480 1 \n", + " 271 0.000000 6 \n", + " 272 0.000000 2 \n", + " 273 196.949385 3 \n", + " 274 3.024820 4 \n", + " 275 0.000000 5 \n", "\n", "[240 rows x 4 columns]" ] }, - "execution_count": 166, + "execution_count": 95, "metadata": {}, "output_type": "execute_result" } @@ -3158,7 +3142,7 @@ }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -4300,7 +4284,7 @@ "39 -3.638885e+11 31.869018 1906.571900 " ] }, - "execution_count": 172, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } diff --git a/notebooks/validation-optimisation/3.0-ajmk-Over-Years.ipynb b/notebooks/validation-optimisation/3.0-ajmk-Over-Years.ipynb index eba7f536..05a33f24 100644 --- a/notebooks/validation-optimisation/3.0-ajmk-Over-Years.ipynb +++ b/notebooks/validation-optimisation/3.0-ajmk-Over-Years.ipynb @@ -7344,28 +7344,30 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "sns.lineplot(data=both_mix, x='year', y='value_perc', style='Type', hue='Technology')\n", - "plt.ylabel(\"Electricity Mix (%)\")\n", - "plt.xlabel(\"Year\")\n", + "sns.set(font_scale=1.5)\n", + "sns.set_style(\"whitegrid\")\n", + "g=sns.lineplot(data=both_mix, x='year', y='value_perc', style='Type', hue='Technology')\n", + "g.set(xlabel='Year', ylabel='Electricity Mix (%)')\n", "lgd = plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n", - "plt.savefig('/Users/b1017579/Documents/PhD/Projects/10. ELECSIM/notebooks/validation-optimisation/figures/results/throughout_years.pdf',dpi=500, bbox_extra_artists=(lgd,), bbox_inches='tight')" + "plt.savefig('/Users/b1017579/Documents/PhD/Projects/10. ELECSIM/notebooks/validation-optimisation/figures/results/throughout_years.pdf',dpi=500, bbox_extra_artists=(lgd,), bbox_inches='tight')\n", + "\n", + "\n", + "\n" ] }, { diff --git a/notebooks/validation-optimisation/figures/results/throughout_years.pdf b/notebooks/validation-optimisation/figures/results/throughout_years.pdf index c1586a1a2964621781a514292053fc83393f1046..de089a53243b07b7afb8715e115b207f13d212c6 100644 GIT binary patch literal 17879 zcmb`v2{={X_XjLf+?08qu9=EExz~_+p67We7uS@G*HkED3Yn)&MI@3bN}>>wIb|kM z$vlN5dC#T3zsU1{J@4~+p5yGZ_ORAod!MyFd!M~7kB)+pAWTRY#Pe_jT=WbC14F^C z)=nS^2{1$lZIAH;!vTsO7-Hb(h5|NE{A zwgf};9niLpF7{y5UUd^~YbT5i7A&&c`2WO#K>@;_4#>K=xMDp47C?P@KopD%@Fcd^ zfU<|Hmm3(@O?iDVL;>UNXoJyH23P}61|Db^PdBs&#>K|(PtW(t1B@V=7+XiQoU1R; zE{+)zDJFyv2E#=WLI@-h1xMnz>EJ43|L9H+UkaP`(Dn#UASbhT+CY4_DC>>w!UE0{Lcim|2z#D^LV%lq{W~ z3b0!2Y!B?PF@KX3E7N_Rlw^?s<?dQPS=&0l4ZXhQ~xXP{YsQrPAyhl&v+HF5hQ6__3Ou#{_Q?X z$yX~cN#AsiJt8sdyH`qFBMB5{pvy>MM6%_zg-| zGkS}Wk1sqcIhIgbHYZjMa_5jj*mAoaJ@iCi{|P;` 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