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@carderne
Last active November 26, 2021 13:19
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{
"cells": [
{
"cell_type": "markdown",
"id": "a5ad27c8-37a0-43b6-ac98-28fa76af8e82",
"metadata": {},
"source": [
"# coal vs solar"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0bc21baa-a1f3-42c5-a911-ffa4177d76b9",
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"id": "8e045865-e84c-453f-b46a-10d57bb83a75",
"metadata": {},
"source": [
"## Cost comparisons"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "34e67d22-6f89-4f5d-9abd-94af2b62d451",
"metadata": {},
"outputs": [],
"source": [
"def bars(costs, keys, label, xlim, comb=[], png=None):\n",
" use = {k: v for k, v in costs.items() if k in keys}\n",
" num_ticks = len(keys) + len(comb)\n",
" ticks = range(num_ticks)\n",
" ticklabels = list(keys)\n",
" for c in comb:\n",
" ticklabels.append(\" +\\n\".join(c))\n",
"\n",
" with plt.xkcd():\n",
" h = 0.6\n",
" fig, ax = plt.subplots()\n",
" ax.spines.right.set_color(\"none\")\n",
" ax.spines.top.set_color(\"none\")\n",
" ax.set_yticks(ticks)\n",
" ax.set_yticklabels(ticklabels)\n",
" ax.set_xlim(xlim)\n",
" ax.set_xlabel(label)\n",
" ax.set_ylabel(\"\")\n",
" for i, (k, v) in enumerate(use.items()):\n",
" ax.barh(y=i, width=v[1] - v[0], height=h, left=v[0], color=color(k))\n",
" start = len(use)\n",
" for i, c in enumerate(comb):\n",
" left, right = c\n",
" cl, cr = color(left), color(right)\n",
" l, r = costs[left], costs[right]\n",
" ax.barh(\n",
" y=i + start, width=l[1] - l[0], height=h, left=r[0] + l[0], color=cl\n",
" )\n",
" ax.barh(\n",
" y=i + start, width=r[1] - r[0], height=h, left=r[0] + l[1], color=cr\n",
" )\n",
" if png:\n",
" plt.subplots_adjust(bottom=0.3)\n",
" plt.savefig(png, transparent=True, bbox_inches=\"tight\", dpi=300)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "9fc42d06-aed3-4ff8-890c-a2956cda5049",
"metadata": {},
"outputs": [],
"source": [
"def color(k):\n",
" colors = {\n",
" \"coal\": \"#1f77b4\",\n",
" \"nuclear\": \"#ff7f0e\",\n",
" \"wind\": \"#2ca02c\",\n",
" \"solar\": \"#d62728\",\n",
" \"batteries\": \"#9467bd\",\n",
" }\n",
" return colors[k.split(\" \")[0]]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "256d8d9a-3fe5-4420-a826-44f25a9e89d0",
"metadata": {},
"outputs": [],
"source": [
"# Values from Lazard\n",
"# https://www.lazard.com/perspective/levelized-cost-of-energy-levelized-cost-of-storage-and-levelized-cost-of-hydrogen/\n",
"costs = {\n",
" \"coal\": (65, 152),\n",
" \"nuclear\": (131, 204),\n",
" \"wind\": (26, 50),\n",
" \"solar\": (28, 41),\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "305332e9-19b2-483c-b472-3b6a77d1b70c",
"metadata": {},
"outputs": [],
"source": [
"# Multiply by 8760 (hours per year) and by 1000 (GWh per MWh)\n",
"# And divide by 1 million to get desired $ units\n",
"year_costs = {k: [v * 8760 * 1e3 / 1e6 for v in vals] for k, vals in costs.items()}"
]
},
{
"cell_type": "markdown",
"id": "68108d9b-1060-453d-8105-79fe78ec5c70",
"metadata": {},
"source": [
"## Scaling battery prices"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "255c25c4-bf0e-48cf-a70c-d069b829e275",
"metadata": {},
"outputs": [],
"source": [
"# How much does a 32 hour battery cost??\n",
"# NREL shows they get slightly cheaper but not that much cheaper (Fig6)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2fb6348b-3515-4ac4-a493-e2dd246c03cd",
"metadata": {},
"outputs": [],
"source": [
"hours_storage = [1, 2, 4, 6]\n",
"price_hour_low = [55, 101 / 2, 181 / 4, 240 / 6]\n",
"price_hour_high = [97, 178 / 2, 322 / 4, 451 / 6]\n",
"\n",
"df = pd.DataFrame(dict(hours=hours_storage, low=price_hour_low, high=price_hour_high))\n",
"df = pd.melt(df, id_vars=[\"hours\"], value_vars=[\"low\", \"high\"])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "dedaabdd-13fd-4b7d-8cf8-4aa388ab2800",
"metadata": {},
"outputs": [],
"source": [
"def battery_fit():\n",
" with plt.xkcd():\n",
" lm = sns.lmplot(\n",
" data=df,\n",
" x=\"hours\",\n",
" y=\"value\",\n",
" hue=\"variable\",\n",
" palette={\"low\": \"black\", \"high\": \"black\"},\n",
" logx=True,\n",
" truncate=False,\n",
" aspect=2,\n",
" legend=False,\n",
" facet_kws=dict(\n",
" xlim=(0, 30),\n",
" ylim=(0, 100),\n",
" ),\n",
" )\n",
" ax = lm.axes[0][0]\n",
" ax.text(31, 55, \"High\")\n",
" ax.text(31, 25, \"Low\")\n",
" ax.set_xlabel(\"Hours' storage\")\n",
" ax.set_ylabel(\"USD/hour\")\n",
" plt.savefig(\"battery-fit.png\", transparent=False, bbox_inches=\"tight\", dpi=300)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "9c53056e-2f14-40bf-bf81-abd5d1377cd5",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"battery_fit()"
]
},
{
"cell_type": "markdown",
"id": "4481c74e-5011-43c0-b9db-f641cc0e5b43",
"metadata": {},
"source": [
"## Add these to the costs"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d0dd25f7-8981-4774-b46c-9584dadea690",
"metadata": {},
"outputs": [],
"source": [
"# 6 hour battery costs from Lazard\n",
"batteries = (240, 451) # USD/kw-year\n",
"\n",
"# Multiply by 1e6 to GW, divide by 1e6 to M USD\n",
"year_costs[\"batteries 6 hours\"] = [b * 1e6 / 1e6 for b in batteries]\n",
"\n",
"# Directly scale 6 hours to 32 hours\n",
"year_costs[\"batteries 32 hours\"] = [b * 32 / 6 * 1e6 / 1e6 for b in batteries]\n",
"\n",
"# This is probably more fair and uses the analysis from the chart above\n",
"batteries_fair = (30 * 32, 60 * 32)\n",
"year_costs[\"batteries 32 hours fair\"] = [b * 1e6 / 1e6 for b in batteries_fair]"
]
},
{
"cell_type": "markdown",
"id": "b0f541a2-3f09-4df3-8360-b704350f447e",
"metadata": {},
"source": [
"## And plot everything!"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "f7f4f82a-ffb2-43fc-a1a1-80fe9430bd98",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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iQAJQVlZ2SROy1oSAeOlrQUVLLIQiYyz+cCAhNOw7FoZ8A4BIyk9s2jKlpdJFYIzFoZhbD0kJLpcLmZmZShcDALB+9HoIkgC/6IfD74Aj4IA76IYr6IJP8MEjeOAMOOEMOOEKulDhr4DD74BX8MIrehEUgwhKQXgFL3yCDwExgIAUgCiJEEkEgaCCChqVBlq1Fjq1Dlq1FiatCSatCRq1Brktqp7RgjHGahIHEkLXIcXKOSQA0Kq10Kq1sOgsaISLX2yQMcbqIu6yQ2jYdywFEmOMxaO4D6RgMAifzxcTayExxlg8i/tACk/EGgsTqzLGWDyL+0CKpYlVGWMsnsV9IIWXuDAajQqXhDHG4hsHEgcSY4zFhLgPJD6HxBhjsSHuA8lutwMAkpKSFC0HY4zFu7gPJB7UwBhjsSHuAyncZcctJMYYU1bcB5LT6QQAvjCWMcYUFveB5HA4oFarYTablS4KY4zFtbgPpLKyMiQlJUGtjvuqYIwxRcX9Udjj8XDriDHGYkDcLz8RDAah0+mULgZjl8ZdAnz2KCAEANEPBH1A0BP6CbhP/d8HiAGAJAAUepxKDUAFqDWAxgBoDYBGF/pR6wCdCTAmAoYEwJgAmFMBU3Lox5gE6M2AOQ2wZgDWBqHf6zrBD/idgK8C8NlD9Sf4Q/96SgBvORDwAAEX4CkD3CdPbXMDTToD3R8CGrZVei/qNA4kDiRWl/26HNiz5uIfR1LoX1EMhVXAWb1y6K2h0LKkh0LKkg4YbKFAM9hCP8bEULjpLIBGC2iNoeDTGkOBqDOHwlClCv0AgCSFykoSIAmRP4LvVBAHAMEbCgvBFwqVgDv0/6A39G/AHdoeDmpPaShQ/C4g6A49Vgpe+v6XHQIOfQ888Vv16jHOxX0gCYIArTbuq4HVVSX7lS5BSMAV+rEfVbokyhH8Spegzov7c0jcQmJ1mq4edJXVF2JA6RLUeXEfSIFAAHq9XuliMHZpDAlKl4CFSYLSJajz4j6QuMuO1WnmFKVLwMJIVLoEdV7cB5IoitBoNEoXg7FLY81QugQsLDxQhF2yuA8kIuKLYlndZW2gdAkYixrFjsTffvstPvzwQ6VePoIqPMSUsbqGAymG8HGkuhQLpOXLl+Pdd99V6uUjEJHSRWDs0tgaKl0CFqbmrv/qUiyQRFGMma4yDiRWZ+ktoYtSmfJUHEjVdcFE8Pl8NXLADgaDMTHcWqPRQBR5dAyrw0zJSpeAAaemY2LVccEaHDhwIObMmYO1a9eiVatW6Ny5Mw4cOAAA+OCDD3D77bfL9y0tLUXnzp1RWFgob1uyZAlatmyJrl274vXXX5cP/sFgMGK4dTAYxDvvvIO+ffti8ODB+Ne//hURFEVFRZgxYwb69u2LO+64A3l5eQCAffv24YUXXkBhYSGeeeYZdO7cGS+88EKl/di7dy9Wr16NNWvW4Msvv8TWrVshSRK0Wi0HEqvbOJBig4YvsK+uCwZSIBDAv//9bwwfPhy9evVCaWkp5syZAwD47rvvcPz4cfm++/fvx7Zt2+RF7xYvXoxx48ZhxIgRGDRoEGbOnCkHydnDre+++25MmzYNXbp0QbNmzfD000/Lgx4OHDiA7OxsfPjhh8jJycHevXsxYsQIAMDPP/+MWbNmoV27dtiwYQMyMzPxxhtvVNqP5cuXY+TIkRg+fDgGDhyIbt26we12Q6/Xw+/nKT9YHWZrpHQJGACo+XrG6rpgDRIRfvvtN7zxxht48MEH8fjjj+Pnn38GEGoRNWnSRL6vy+UCAFitVgQCAUydOhXPPPMMZsyYAQB4+umn5W46URTlKXt27tyJjz76CP/73//Qtm1bfPDBB9BoNPLot0cffRTp6enYvHkzEhISUFpaiv37Q3N4BYNB+Hw+/P3vf8czzzyD//73v9i1a1el/aiqFeT1emEymeD1ev90hTEWc7iFFBs4kKrtgjVYUVGBq6++GpMmTQo9QKuVD+AajSailSMIoakzTCYTvvnmG5SVleHRRx+Vbz/znJHf70diYiKA0BDwa665Bj///DNuvfVWlJWVYfr06Rg3bhzKy8vxxRdfYNGiRUhISJBfx2o9fSI3LS0NU6dOBQAMGTIE1113XaX9aNWqFYYNGwZRFOH3+1FeXo5AIACLxQK32/0nq4uxGFQfln6oD3RGpUtQ510wkMrLy3HnnXfKI+IEQZBbG0lJSXKrCEDEqLkDBw6gZcuWcoiczePxoEGD0DUUf/zxBzZv3ozff/8djz32GCZOnAibzQYAcDqdkCQJl112mfzY5ORkFBUVyb8bjUY5GNVqNZKTK39jzM3NRW5ubqXtZrOZW0isbuMJVmOD1qR0Ceq8C55DcrlcEd1yycnJOHHiBACgSZMmOHr09HTz4S62cIAcOnQIJ0+elG/Pz8+Hz+cDEAokg8EAAGjZsiVSUlKQl5eHxx57DDabDX6/H4899hhUKhW0Wm1EN1xKSkrE61ZnFKBOp0MgwLP0sjpMb1G6BAwANMqPGq7rLthCslgscogAQFZWFgoLC+Hz+dCzZ0/Mnj0bffv2BQDs2LEDQOh8zZAhQ9C0aVN07doVt9xyCwoKCrBs2TIsX74cI0aMgN/vh9EYauKOGTMGr7zyCtq3b48hQ4ZAkiR888030Ov1+Pvf/47x48fjySefxNGjR+F0OvH+++/D6/XK55GqE0h6vZ4DidVtOv5mHhP4i0G1XbCFNHHiRHTp0kX+PScnBz169AAQGhL+wQcfIDk5GZmZmZg+fTpat24NvV4PnU6HzZs3Y+zYsdi2bRvcbjdWrVqF4cOHAwD++te/YuTIkQBC55y2bduGadOmQRRFiKKIadOmIS8vDykpKXjjjTfw3HPPYceOHfB6vfj2229x99134/jx42jVqhX69+9/yRUQDiS+OJbVWXxhbGww8N+hulQU50fimTNnYvr06QgEArxQH6ubdiwDVk9UuhSszQjg1gVKl6JOi/tLi8ODJxwOh8IlYewScVdRbDAmKl2COi/uAyk1NRVAaDQhY3USB1Js4NV7qy3uAyk8RLysrEzhkjB2iQw2pUvAAMDIgVRdcR9I4YtzKyoqFC4JY5eIW0ixga8Hq7a4DySLJfRh5tkaWJ2l5RkCYoIpRekS1HlxP/kSt5BYnVfn5lBThVoTpqTQirfWBoA5NdTlpTOH/jUlh370VkBrCF10qtGF/tUaQ61CrTH0u1obWhzvzJWfJQkgEZAEQAwAohD6vxQExCAQ9ALecsDvBAIuwFcBBD2hf30OQPABgh8IukO/B1yA1w54y4CAO/ScZ2vQprYqsN6qa+/kqAsPaigpKVG4JIxdIlsjYOrx0AHTZwf8LsDvCB10A+5TB9mK0MHXWxa6X9Adul3wnzpAe8743X/q4C0CIACq0AFffSoQNFpAZwldd3NmOBisofNZOkvoX4MtdJslDbBkANaMUPAYbDW/uqpaDUAdCrGauHBYFEJ16SkDhFP11rBd9F8nzsR9ICUmJsJoNKKgoEDpojB2aTRaQHMqANBU6dLEB402FLDWDKVLUq/E/TkklUqFRo0aRSwqyBhjrPbFfSABoaHfdrtd6WIwxlhc40ACkJCQwIMaGGNMYRxICAVSeNl1xhhjyuBAQmikXXFxsdLFYIyxuMaBBKBhw4YoLi7mJSgYY0xBHEgAGjRoAFEUUVpaqnRRGGMsbnEgIRRIACKWW2eMMVa7OJAAWK2hlR5dLpfCJWGMsfjFgYTQKDuAF+ljjDElcSCBA4kxxmIBBxIAszm0jgkvQcEYY8rhQMLpFhJfHMsYY8qJ+9m+AcBmCy0BzYFU/3gCAoodfhQ7/Tjp9OOk04dyTxBOnwBvUIQ3IMATEOENivAHJXiDIjxnbPMFRQRFgkSE8GVqalVoUl6NSgW9Vg2DVg2tRgWdRg2dJvR7gkmHBKMWNqMOyWY9ksw6JJl1SDTpYNJpkGrVI91qRLrNAJO+hpdiYKyO4EACYDKF1kvxeDwKl6R+Ol7ugV+QYDVoYdCq5QO3Vq2CWh1aVI2IIEqEoEgIShICggS/IEEUCT5BhNsvwO0X4Q4I8AQEuHwCXH4xMlQCIuzeIIocPtg9Qdg9AbgDYtT3RyIARBBBCIgSXP7qPZ9Fr0GKVY9UiwFpVgPSbXpYDVpYDTpYjVrYDFokmELhZtJroFOrYdCpYdJpYNCqYdBqYNSroVOroToVlgAgSaEglQgQJYIgSXId+wURAUFCUCT4giI8AVGuZ48/9H9fUIQvKMETEOHyB+U6dgdELPpr1+pXJGNn4UACoFarYTQa+RxSDdl9woF7F29Tuhgxyx0Q4S7zIr/Mq3RR/pSGCbxkOqsZfA7pFLPZDK+3bhwQ6hqnT1C6CCyKPAH+e7KawYF0itVq5Qtja4jLF1S6CCyKvMHod4MyBnAgySwWCwdSDXFwC6leCZ+DYizaOJBO0el0CAb5m3xNcHi5XusbF3/JYDWAA+kUvV6PQCCgdDHqJTefc6h3+Lwgqwn1LpCWLVt2SVMAcQup5lRwC6ne4b8pqwn1KpDcbjduu+02bNq06aIfq9FoIIrcL14T+OBV/3Crl9WEehVI1WnhqNVqXjG2hnD3Tv3jFySli8DqoXoZSDqd7qIfK0mSfIU7iy6XnwOpvvHWwAwYjCk6U8OOHTvw4osvwmq1YsyYMejbt6982/Hjx7F48WLodDrcc889SExMlG/z+XxYtmwZ8vLy0KJFC4wfPx4Wi+W8gbR3717s27cParUaBoMBSUlJMJvNaNq0KZKTkyGKIgwGQ83vdBxycyDVO6VuHgDEok+xQPrxxx/Rr18/9OnTB8FgEP3798emTZtwzTXXYMWKFRg3bpw8e8Kbb76JHTt2ICEhAYcPH0a/fv1QUVGB6667Dv/5z3+wZs0afPnll/I5ILW6csNv+fLlmDFjRqXtJpMJHo8HgiBAq+WZlKKNiFDu5nNI9U2FhwOJRZ8iXXZEhMmTJ2P06NH44osvsGrVKuzduxcdO3aEx+PBAw88gJtvvhknTpxAXl4ejh07huXLlwMAJkyYAJPJhD179uCTTz5BTk4O0tPTAUAOpKqC5VwDFsKtIr/fzy2kGuDwCQiIfL6hvvFwlx2rAYo0CbZs2YJdu3bh008/lbddddVVAICvv/4aJ0+exEsvvQSj0YiWLVuif//+2L59Ow4dOoTvv/8ea9euRYMGDQCERtZddtllAEKhApyevftMrVq1wrBhwyCKIvx+P8rLy+FyueRrj3w+H4xGnjQy2sq5a6de4m5YVhMUCaRff/0VLVq0QNOmTSvdduLECRiNRmRlZcnbbDYbJElCfn4+AKB9+/bybQkJCdBoQuvJhCdHrSpYcnNzkZube84yeTweeeVYFj085Lt+Kvfw35VFnyJddgkJCSgqKopYf0gQBBARrrjiCvh8Pvz2228AQiGzZcsWZGdno2HDhgAgBxMAZGZmoqioCMDp9YwupeuNA6lm8ESc9VOpu5qLQDFWBUVaSMOHD8ejjz6KgQMHYsKECSguLsarr76K1157DTfffDOuuuoqDB06FGPHjsVnn32GQCCAsWPHwmw2o3Xr1nj44YcxZcoUHD9+HEuXLgUQ6nLz+XwALi2QAoEA9Hp9VPeTAaUu7rKrj+zcQmI1QJEWktlsxsaNG5GSkoJHHnkEb775JiZOnIibbroJGo0G69atw5VXXonXX38dNpsN33zzDaxWK9RqNVasWIGsrCw89NBDWLVqFebMmYPU1FTs3r0bWVlZ6NOnjzzI4WLwoIaaUc6jseolHtTAaoKK6sH0BERUrYtaBUGATqfDc889h+nTp0exZGz+hkN48fN9SheDRVnjJBM2PdVH6WKweqZezNRQ3RkWwkuXWyyWaBSHnYG/SddPPHUQqwn1IpCqq6ysDACQnJyscEnqH57Hrn7iBfpYTeBAwulASktLU7gk9Q8P+66fgnyxM6sBHEiAvH5SQkKCwiWpf3i12PpJlOr8qWcWgziQAFRUVABAxASuLDrsHEj1EgcSqwk8myiA8vJyAHwOqSbUxRaSSgWYdBokmnTIsBmQbjMg2ayHzaiDWa+BzahFklmHRJMeVoMWeq0aOo0KOo0aeq0aRq0GJr0GRp0aOo0aWrUKGrUqYvCNJBFEIogSISBKEESCIJ36VyR4gyLsngBcfgHugAiHNwhvQITDF4TTJ8AviPAHJXgCIpz+IFz+0H3KPQF4/GKNzx/Y9YqUGn1+Fp84kAC4XC4AgNVqVbgk9c+Xf+sJQZTgEyRUeIOo8AThDghw+oLwBSW4/QIcPgEObxAuv4ByTwAObxCegAhvUERAkBAUJXiDIrwBCX4htE08dUAnCgWIRqWC9lQo6DRqmHQaWA1aGHXqU+GggcWghc2ghUmvgc2ghdWohVmvRapFjzSbAelWA5ItoZDRqGt2bSy1WgU1VNBpAKNOE/XnF0QJ5Z6gHGoV3iBKXQGUewLwBUU4fafq3ReEyyfAfSr4gqIEX1CELyhBPBWQQUmCRKdDlAj4W7+ro15mxjiQcHoOvKomZWXVp9WoYdWoYTVo0TiJ67g2aDVqpJ9q3TFWV/A5JITOIWk0Gp7LjjHGFMSBBMDpdMJms/ES5owxpiAOJIRaSElJSUoXgzHG4lq9mMsuGkRRlNdVqmuICBUVFSgtLUVFRQXcbjcqKipQXl6O0tJSOJ1O+P1+BAIBBAIBBINBeDweuN1ueL1eBAIBCIJQaVVdlUoFjUYDrVYLvV4PnU4HrVYLnU4HnU4Hs9mMlJQUJCQkwGazITExERaLBUlJSUhMTITRaITRaITFYkFiYiJ0Op1CNVSzBEGA3W6Hy+WC2+2Gw+GQ69br9cLn88HlcsHpdMLj8cg/gUAAfr8fPp8PwWAQgiDIP5IkQZIkhD+e4dZ7uN7PrFuDwQCdTger1YrExEQkJiYiISEBCQkJ8v8zMjKQmJhYZ3sBnE4nysrK4Ha75R+PxwOn0wmn0ynXb/j/4Tr1+Xzw+/0IBoMIBAIR73GVSiW/t/V6PUwmE2w2m/xzZv0lJSUhKSlJ/n9ycnK9eD/7/X6cOHEC5eXlKCsrQ1FRkfz+9fl88nvV7/fL7+nwe1UURUiShOzsbLz88stRKQ8PagDw8MMPY9euXTCZTEhKSkJKSop8gDWZTLBarUhOTpbfnCkpKUhJSYHFYqlyufRLIUkSvF4vnE4nHA4HPB4PHA4HHA4HXC4XioqKUFRUhMLCQpSWlsq3lZeXo6CgQF5641xUKpX8wQt/+CwWC0wmEwwGAzQaDTQaDVSq0PBkIpJX1xUEQQ4yQRAQDAblULPb7ZCkPzfE2Gg0IikpCampqbBarbBYLEhJSUFaWpr8Qc/IyEBqaiosFot8QAgfCEwmU9QPqIFAACdPnkRZWZl8MCstLUVpaal8YHO5XCgvL4fD4UBFRQWcTqd8UHS5XCgpKfnTdQCEBs+YTCbo9XoYDAYYjUY57MM/arVa/gFCXzrC75GioiI56Dwej3zwDa9+fC56vR4ZGRlIT09HRkYGGjVqhAYNGqBBgwYwm81ISkpCWloakpOTkZaWhqSkJHmW/WggIvj9fvnLUDhUwl+mCgoKUFhYKP9bWFiIsrIy+W/xZxgMBlitVphMJmi1WhiNRjmw9Xq9/B4HQl9CfT6f/EXN5/PJn7/wQKfzMZvNsFqtsNlscp2mpqYiJSUFZrMZ6enpSEtLk9/riYmJSE5OlsMtGvVKRAgEAvB4PHC5XHA4HDh58qS8IrbD4ZD3KfwltaCgACdPnkRxcTFOnjx53ucPn1s3GAzy8eLM96pGo4lY1666uIWEUCD973//g8/nQ1lZGex2O5xOZ6UWQ1V0Oh0MBgP0ej3MZrP87dVgMMh/MLVaDUmSIIqifOAIBoPyAS18ULkQjUaDjIwMZGRkyIGZlJSEhg0bolGjRkhLS5NbKYmJiUhJSUFycjISEhKg1Wpr5NuxJEnyN1W73Q632w273Y6Kigp5japwiy38LbesrExuTZSWlqKsrAwOh0Negv58+2+xWORADR90wi02tVotB2v4wy6KIkRRlEM1XKZAIACXy/WnDnThg3W49WGz2WA2m2GxWGCz2eS/icVikbeFP7zhn/CBy2g0Ru0Af7ZgMAiHwwG73S4fiCoqKlBRUYGioiIUFxejuLgYJSUl8kG/uLgYweC5rxVTqVTyl4HwQV2n08nv8fABXq1WQ6VSyS27QCAAr9crHyjD364vdLhRq9XIyMhAZmYmGjZsiLS0NKSkpCAzMxOpqalyvVssFpjNZrl1brVaYbVao9ZqEUUx4guI3W6X69Vut6O8vFw+TjidTrleT548CbvdfsGDdLheLRaLXK/h40j4gB/usTnzPez3++H3++H1euVW+Z85hGu1Wvl40aBBA7luGzdujMaNG8tfRBo0aIDExET5OKbT6Wq1VR33gXR2l8iZ2z0eD7xer/wNuaKiAg6HAyUlJSgvL5e/4YW7w8LN23A3QbhZG14eQ6PRRHyowx+icGvFbDbL3QXhFkJCQgKsVivS09ORmppao2+OYDAoL1Ko0WggCLU7MarH40FxcbFct+GD6ZkHWJfLJR/swi2D8E849MN1DkAOqXDXTLirS6/Xw2q1IiUlRf4mGz6wJScnIz09HRaLpUYDJBZIkiR30YS7bcItxDPrP9xVE/4yFX6Ph+s6/BMOJ4PBEBHG4fd3+L0e/j38Pk9NTZWDPZbrW5IkrF69Wu4x6dSp0znvV1JSIrfuzuxGt9vt8hdft9stv3/DX5TCPRHhVveZ72GDwQCDwSB/SbJarTAajfKxI1yXKSkpsFqtcmDXRO9CuNWu0Wjgcrmich1n3AdSeXk5UlJSYDAY0LhxYxw6dEjpIikmXBdAaCmOP9tNUh+5XC6MGjUKXq8XkiRh/fr1ShdJMYIg4Pfff5d7Axo1aqR0kRTDn5HTwnWh0WiQmpqKoqKiaj9n3J9Dys/PBxA6uRfvS5iH6wIAmjZtqmBJlHf48GF88cUXAICWLVsqXBpl7dmzB+3btwcQqou9e/cqXCLl8GfktHBdiKIoh3R1xW7buJac2dcb71MHcV2cxnVxGtfFaVwXp9VEXcR9INntdvn/8T65KtfFaVwXp3FdnMZ1cVpN1EXcB9KZI7sMhvie94vr4jSui9O4Lk7jujitJuoi7gPpzOtH6uqFsdHCdXEa18VpXBencV2cVhN1EfeDGlq2bInnnnsOoijG/clrrovTuC5O47o4jevitJqoi7gf9s0YYyw2xH2XHWOMsdjAgcQYYywmxPU5JCLCihUr8Oabb8Lv92PMmDG477776v0Fsl9++SUWLlwIrVYrT/+iUqmQmpqKefPmyffbtm0bZs6cifz8fPTs2RNPP/000tPTFSx59LhcLvztb39DmzZt8Mgjj8jbg8Eg5s2bh//85z/Q6XS4//77MXr06IjpbA4ePIgZM2Zg7969yM7OxvTp03HFFVcosRtRUVFRgcmTJ6N79+647777AABbtmzB3LlzodPp5Nmyw3MELlmyRK6Pffv2YcaMGfjtt9/QsWNHTJ8+vc5eMFpUVIS3334bu3fvRvPmzfHAAw9E7Isoinj33XexcOFCqNVqTJw4EbfffnvECf0jR47g2Wefxa5du9C6dWs8++yzuPLKK5XYnWo5ceIE3nrrLezfvx8tWrTApEmTkJmZCSB0XJgzZ4783hAEARqNBqIoYunSpfJ8ggcPHsSzzz6Lffv2ITs7G88++ywuv/zy875uXLeQ7rnnHuTm5uKKK67ANddcg2nTpmHEiBF/arLCusxut2Pp0qUoLy+X5x3T6XTo1q2bfJ/FixejS5cucDqd6N+/Pz799FN06NABJSUlCpY8Oo4ePYoePXrgvffei5jtOBgM4sYbb8QTTzyBzp074+qrr8add96Jxx57TL7P+vXr0aZNG+zduxcDBgzAr7/+iuzsbOzbt0+JXam2gwcPIicnB4sXL0Zpaam8PRAIYOnSpfjjjz8AhGZq12g06Natmzwn2ldffYV27drh999/x4ABA/DTTz8hOzsbhw8fVmRfqmPjxo1o27YtPvjgA2i1WixcuBDZ2dkoKCgAEAqjIUOG4KGHHsJf/vIXtGnTBhMnTsQDDzwgP8fWrVvRqlUrbN++HQMGDMCBAweQnZ2NX3/9VanduiTffvst2rRpg48++gharRbz589H+/bt5c9+OHiOHTsGIDTkW61WIycnR1794IcffkCbNm2wb98+DBgwADt27EC7du2wf//+8784xanvv/+eANCnn34qb9u2bRsBoPXr1ytYspq3dOlSUqvVFAgEqrzdbrdTYmIiPfrooyRJEhERuVwuyszMpGeffbYWS1ozHn/8cerSpQtlZmbSE088IW9/5513yGAw0K+//ipv++ijj0ij0dCxY8dIFEW66qqraOTIkRQMBomISBAE6tKlC40dO7bW9yMaJk2aRN27d6f09PSIv+369esJAB0/frzKxwWDQWratCndfvvtJAgCEREFAgFq164dTZw4sTaKHlXDhg2jv/71r+TxeIiIqLi4mDQaDb3++utERLRw4ULSarX0888/y4/55JNPSKVS0W+//UaSJFG7du1o0KBB8udKFEW67rrraOTIkbW/Q9Vwww030KRJk8jn8xER0fHjxwkAzZ8/n4iI/u///o8A0IEDB6p8vCiKdOWVV9LNN98c8Tnp3LkzjRs37ryvHbeBNGnSJMrJyam0/S9/+Qs98MADCpSo9sydO5caNWpEH3zwAd1yyy3Uu3dvmj17tvxhXLFiBRmNRiorK4t43KOPPkqtWrVSoshRJUkSSZJEV111FT355JPy9r59+9Idd9wRcd9AIEAJCQk0d+5c+uWXXwgA7dy5M+I+b775JhmNRhJFsTaKH1WiKJIkSZSZmUnPPfecvH3FihWk1Wpp2bJlNHr0aOrduzc988wzZLfbiYho48aNBIAOHjwY8Xwvv/wyJSUl1eo+1IRDhw4RAFq8eDEREQ0ZMoRGjRoVcR9BECg9PZ1mz55N+/btIwD0f//3fxH3ef/990mtVpPf76+1skfbzp07CQCtXLmSiIjWrl1LAGjZsmWUm5tLvXr1oieffJJKS0uJiOTPya5duyKe51//+tcFPydx22W3ceNG9OrVq9L2Zs2a4ciRI7VfoFpUUFCAgoIC3HvvvdDpdLjqqqswa9Ys3HvvvQCATZs2oV27dpWmAwnXDdXxLs3wIoRlZWXypJBEVOV7QqfToWnTpjhy5Ag2bdqElJQUtG3bNuI+zZo1g8/ni8psx7UtvI7RmbNYA6H3iCAIyM3NhSAIaNmyJebNm4dbbrkFQOg90qRJEzRv3jzi+Zo1ayavHVRXlZaWYty4cUhLS8OQIUMAhPa3Z8+eEffTaDS4/PLLceTIEWzcuBEmkwmdO3eOuE+zZs0gSRKOHz9ea+WPpuLiYtx5551o1KgR+vfvDwAoLCwEANx2223wer1o3bo1Fi5ciJtuukn+HKWmpqJNmzYRzxX+nBQXF5/z9eJ2UIPL5UJiYmKl7WazGRUVFQqUqPacPHkSJpMJX3/9NXr06AEA6Nu3L8aMGYOXX34ZTqcTSUlJlR5nNpv/1EKCdYEkSSgvL0eDBg0AQF787FzvifDKseeqFwB1tm7CS62H6wIIvUc0Gg1WrVqFoUOHAgByc3PRq1cv7Ny587zvEQAXXGwxVv3www8YO3YsRFHE559/Lu/j+f724fdGVUvE1+X3xldffYU77rgDOp0OX375JSwWC4DQe0OlUmHp0qUYNWoUAOCuu+5C165d8b///a9an5O4bSGlpaWhvLy80vaysjKkpqYqUKLa8+ijj2LTpk1yGAFAnz59IEkS9u/ff8G6qc0VJGtKRUUFJEmSD8I6nQ6JiYnn3e/U1NRz3g4galPw17Zw+c8MpLvvvhsbNmyQwwgArr32Wmi1WuzZs+e87xGNRlNlsMcyIsKsWbPQp08fXHvttdi1axe6dOki336+v31qaqpcH2f3HoTrti4dU4gIzzzzDAYMGID+/ftj586dyM7Olm8fN24c1q9fL4cRAHTu3BlWqxW7d++u1uckbgMpKyur0ogPIkJeXl6lZnd906pVK3To0CFim8PhABCqg6ysLBw8eLDS0tb1qW68Xi+AyGnzq3pP2O12HD58GJ07d0ZWVhbKy8srdc3l5eXhqquuqnMH4bDwMgJn1sVll12G7t27V7qfIAjye6SwsLBS11xeXh7atm0Lo9FY4+WOpo8//hjPPPMM3n77bSxdurRSgGRlZVUaSenxeLBv3z75veH3++WRZ2F5eXlo0qRJRNjHukWLFmHWrFlYtGgRFi5cWKm107hxY1x33XUR28Ir3obfG2VlZVV+Tq6++mokJCSc87XjNpAGDx6MdevWRQx1/e6771BQUBAx/Lk+KiwsrPQNZsmSJbBarejSpQsGDRoEu92Or7/+Wr69tLQUa9eurTd1E+5+OHNNl8GDB+Pjjz+OCOKPPvoIANC1a1f07NkTFosFy5Ytk28PD4+uy/USDqIz66KqA8qyZcugVqvRu3dv9O3bFxqNBitXrpRv93q9WLFiRZ2si0WLFuHGG2+Uz6OebfDgwVi9enVEV+SyZcsQDAaRk5ODnJwcJCcnY+nSpfLtwWAQS5YsqXP1sWjRIowYMQLjxo2r8na73S4Phw/7+OOPIQgCrr/+evTq1QsWiwXLly+Xbw8EAli2bNmF6yLaIzLqCofDQU2bNqX27dvTypUr6e233yar1Urdu3eXhzrXV2PGjKHWrVvTli1baP/+/fTSSy+RVqulxx57TL7PiBEjKC0tjd5++21auXIlXX311ZScnEwnTpxQsOTRsXPnTpo9ezYBoFtvvZXWrVtHRESHDx8ms9lM/fr1o7Vr19LMmTNJo9HQXXfdJT/28ccfJ7PZTLNnz6a1a9dSt27dSKfTUV5enkJ7Uz15eXn0/PPPEwAaM2YMff/990RE9Nhjj1GTJk3ou+++o4MHD9Kbb75JJpOJxowZIz920qRJZLPZ6JVXXqH//ve/1KlTJzIajbRnzx6F9ubStW3blrp27Ur33nsv3XrrrTR48GC6/fbb5RGV+fn5ZLPZqFevXvTpp5/S7NmzSafT0ejRo+XnmD59OhmNRnrhhRfos88+o169epFGo6EtW7YotVuX5IorrqAePXrQxIkT5boYN24c7du3j4iIpk2bRg0bNqSvv/6aDh06RPPmzSOr1UrDhw+Xn+Ncn5Pt27ef97XjNpCIiI4ePUpDhw4lAKTVaunee++l4uJipYtV444dO0YDBgwgAASAbDYbPfHEExHXJbndbpoyZQrpdDoCQP369bvgm6mumDNnDnXs2JE6dOhAHTp0oJkzZ8q37dixg7p160YAyGKx0N///ndyu93y7cFgkF555RWyWq0EgDp16kTfffedErsRFS+88EJEXbz88stERFRaWkq33HKL/B4xGo00ceLEiLrw+/304osvktlsJgCUk5NDGzduVGpXqmX69OnUsWNHGjhwIN1666101113Uf/+/WnRokXyfXbv3k09e/YkAGQymWjKlCnkcDjk2wVBoLlz51JiYiIBoPbt29NXX32lxO5Uy5QpU+S6GDVqFN111110ww030PLly4mIqKKignJzc0mlUhEA0uv1dNddd0XURTAYpDlz5lz054Rn+0ZoRJBGo5GvMo4Xhw8fRllZGVq0aAGbzVblfURRRDAYrHPnBKrL6/XKV6BXRZIk+P1+mEymWi5Z7Tp27BiKiopw5ZVXnnNV0HipizCfzwedTnfONYCICF6vVx5VVl8dP34cBQUFaN68+TkHKlzse4MDiTHGWEyI20ENjDHGYgsHEmOMsZjAgcQYYywmcCAxxhiLCRxIjDHGYgIHEosbgUAAhw8fxr59+1BcXFznZy2/FEVFRZX2e+PGjRHzGl7Inj17ol2sCxIE4bwziNvt9jo5gSmLxIHEat2xY8dw2223IRAI/Kn7b9y4EQsWLMA///lPbN68udLtmzZtwowZMzB16lR89NFHlaZFGjFiBNq1awer1YrmzZujVatWaNCgAZo1a4Zdu3ZV+Zq//vorXnzxxYvfuVMkScKHH36IMWPG4O6778ZXX31V6T7btm3D8OHD0alTJzzyyCMRq9cCoetZPvnkE4wfPx533HEHVq1aVSlM8vPzMWjQoIhpns5l9erVyMrKwvbt2yO2FxUVYf/+/di5c+cF/yZfffUVevToEVGOHTt24J133om4n9vtxuTJkyOmH/J6vXj00UcrrTosSRI+/fTTSq/tdDrxxBNPwOFw4J133jnvtDNPPfUUrrnmGnkCT1ZHRfkiX8Yu6IsvviAAF5wVo7CwkIYNGybPFgCA7r77bvn2goICGj58OAGgjIwMatiwoTyrQPiqciKi9u3bU8uWLem1116jzz//nL799ltatGgRPf744+dcEXX48OGkVqvl1VAvRkVFBd1www2k1+tp+PDhlJOTQwDonXfeke+zaNEiUqlU1KdPH5o6dSo1b96cGjduTCdPniQiIq/XS6NGjSKNRkODBg2i66+/ngBELKK3ceNGysjIiFg87VwOHTpENpstYkFCQRBo1qxZlJKSItdvYmIirV279pzPc8MNN9D9998fsa1Pnz6kVqvlshMRLViwgABEzIJRXl5OWq2WXnjhhYjHf/TRRwSAPv7444jtr776KqnVaiooKKAFCxaQ0Wg8Z7kKCwvp6quvpptvvrneT/1Vn3EgsVoXXnEyvMJkVRwOB7Vt25YaNmxIn332GXk8HurXrx/dc889RBQ6YHfo0IEyMjJo6dKl8kHoxIkTdOONN1JiYqK8BPP1119P48ePv6gyBoPB85bvfJYtW0Zt27aV50GTJImGDh1KHTp0IKI/t0T8t99+S1deeSVt3rxZft4JEyZQZmam/Pv1118vB/LSpUvPW6bhw4dTt27dIlbrnDBhAlksFho/fjw1bNiQDh8+TJ9++uk5Q3rPnj0EIGKJd7fbLU8vdWaQ3XPPPQQgYn4zIqIBAwbI9RDWoUMHAkBPPfVUxPZ+/frRDTfcQEShJcRNJtN59/Hnn38mlUpFX3zxxXnvx2IXBxKrdWvWrCEA8nLYVfnrX/9KNpuN9u7dK2/zer3k9XqJiOjFF18krVZL27Ztq/TY/fv3EwD69NNPiYioR48eNGHChIsqY1lZmbyEu9/vp8mTJ5PdbqejR4/SSy+9RJs2bfrTzyVJEl177bXUr18/Irr0JeJvvvlmateunfy7KIrkcDgIQESL8GxFRUWkUqkiWiDFxcUEgF5//XVauXJlRNCdy3333Uc9evSI2LZ161a5dRVuDUmSRM2aNSMA1Lp164j7v/vuuwRADr2DBw/K8wbecsst8v3Ky8vJYDDQ22+/TURE8+bNo9TUVCIiKikpoa1bt0bMnRbWr18/uvnmmy+4Lyw2xdfkbSwmCIIAAOecO/Dw4cP44IMPMG/ePLRs2VLeHp5Pj4iwYMECjB8/Hh07dqz0+ObNm0On0+HQoUMAQms9GY1GHD16FAUFBSgsLERhYSGuuOIKeVnms02ePBkA8OGHH6K8vBxvvPEGjEYj3n77bUiSBK/Xiz179kSUrypEhH/84x/YuHGjvJTFn1ki/uxFEN977z2sXLkSr732mrxNrVb/qUXPvvjiC2i1WgwePFjeZjAYkJiYiCVLlqB79+4QBAEej+ec86+dOHECCxYsiFheAYB8PqpDhw7Ytm0bAODAgQM4fPgwbrrpJnz55ZcQBEH+Ww8dOhQqlQrff/89xo4di9WrVwMA7rjjjojzg8uXL4dGo0Fubq5cj3q9Hv/+978xefJk+P1+NG3aFLt27YpYX2fEiBF46qmnEAgEoNfrz1knLEYpm4csHn344YcE4JznZ6ZMmUINGjQgv99f5e27d+8mAOfsmgkGg6RWq+Vv18nJyRHnocI/Z3cnnSm8/ABRqLUUfsxzzz1Hfr+fUlNT6a233jrvfp48eZKGDh1KKpWKZs6cKXfPTZgwQe6KOtP7779PKpUq4hyIw+Gg8ePHEwB6+OGHI7rciIi2bdtGAOTuwar87W9/o7/85S+Vtn/33XfUrVs30uv1BEBeTuHMc0FhDz74IGVnZ1d6/bFjx1KrVq3oiSeeoKZNmxJRaDZ1s9lMGzZsIAC0f//+iMdcc801ctdrTk4Ode3alVauXElGo5GCwSAREXXr1i2iVfv222+TRqMhrVZLs2fPpvXr15NarabPP/884rl/+uknAiAvlcDqFh5lx2qdx+OB0Wg852zJq1evxu23337Ob7i//fYbAFRa9TZsy5YtkCRJXt1WEASMHz8en3/+ObZt24bjx4/D7/fL386rUlFRIa8AG1647rrrrsO0adOg1+uRmZkZsbjj2X7++We0b98eu3btwg8//IBnnnlGbvVcaDns8P327duHjh074uuvv8batWvx+uuvV5p9vKrlx8924sQJNGrUqNL266+/Hps3b8aSJUuQlpaGOXPmYNWqVbjnnnsi7pefn4/58+dj1qxZEa9PRPj666/Rq1cv5OTkID8/H7///juWLVuGIUOGoFOnTlCpVHLLKaxfv37YunUrjh07hq1bt+LOO+9Eu3bt4PP5sG/fPuzfvx9btmzB/fffH/Faoihi6tSpePLJJ9GzZ0+kp6dXWkQwvJ8nTpw4Z32w2MVddqzWud3u807NX1JSgoYNG57z9vBU9mVlZVUeiJctW4bMzEy5O8/j8aBnz54YOHDgny6j1+uVXyccHg8++KAcFuHlmqvidrsxcOBAdOzYEatWrYpYGhxAxBLxOp1O3n7mEvGiKGLw4MFITU3F1q1bKy2pHVbV8uNn0+l0lboAz6bX6/HQQw/B5/Nh2rRpEEVR/sLw4osvolOnThFdfgCwc+dOFBUVoVevXujZsycAYN68efj5558xZcoUmM1mtGzZEps2bZK73gCgW7duePHFFzF37lyYTCbk5uYiISEBFosFP/30E/bt24euXbtGdMcSEQwGA5566il5WzAYhMvlOuc+s7qHW0is1jmdznOurQMAHTt2xOeffw5JkuRt33//PTp16oTdu3fL345feeWVSo/dsmUL5s+fj0mTJsnf5lUqVcRz/RlqtVp+TEVFhVyuMKPRKG8/2xdffIHS0lIsXLiwyqAILxG/bt06edvZS8Rv3rwZhw8fxrvvvnvOMAKqXn78bGlpaSguLo7YZrfb4Xa7K9336NGjSExMlOvu6NGjeO+99/D8889XCrUNGzYACLUc09LS0L59e7zyyiswGo1y+Hfu3Fm+X1hOTg6ICP/85z8xZswYJCUlQa1WIzs7G+vXr8eCBQtw3333RTxGFEVYLJaILzIJCQmV9it8LVdaWto564PFLg4kVusqKiqQkpICj8eDgwcPYsmSJbjnnnvQrVs3lJaWYsqUKVi/fj1uvPFGzJo1C8OGDUOfPn1gNpuRmZkJo9GI559/Hu+99x4GDRqEVatWYcuWLZg2bRp69+6Nrl274vHHH5dfLysrC/n5+RFlEARBHlxRFZ1OJ1+oGW4JGQwG+fbMzEwcPny4ysf+/vvvMJvN+Mc//oGxY8di2LBhGDZsGN5//30AwOWXX44RI0bgzjvvxDvvvINVq1ahe/fuUKvVcnfZ77//DgD44IMPMG7cOAwfPhw33XRTxKCGb7/9Vu52fP755895kW+bNm2Ql5cXcdHo008/jTZt2mDp0qXIz8+Hz+fDgw8+iLfeegsPP/ywHD5vvPEG2rRpg759+1Z63u3btyMtLQ2NGzcGAPTt2xeCIGDAgAGwWCwAgK5du2Lnzp0RXWipqalo0aIFBEHA2LFj5e3t27fHRx99BL/fj1GjRkW8ltfrlZ8zLCsrC0eOHInY9s0338BisSArK6vKumAxTskTWCw+Pf3005UGGGRkZNCkSZPka4fWrl1LXbt2pcTEROrRowctXbpUPuEd9p///Ieys7Pl5zCbzfTcc89FLLNNRPTQQw/JF30mJSWR2WwmtVpNY8aMOWcZn3zySZo/fz4RER0+fJhUKhUdPnxYvn3y5MnUq1evKh+7adMm6tKlC/Xu3ZtGjhxJ48aNo9zcXBo9erR8H7fbTU8++aQ8oODsJeJ37dpFOTk5dN1119Hw4cNp7NixNHbsWOrfv788sGDChAkRy4+ffWFpWElJCel0Olq8eLG87eDBg3TrrbdG/A2ysrJo7ty58vMHAgFKTEyMeNyZbr31Vho8eLD8+9atW0mr1dL3338vbwsPQFm9enXEY++//35Sq9URQ98/+eQTAkAPPfRQpdeaO3cujR07NmLbI488Qtdee23Eth49esiDUVjdwyvGslpXXl6OFStWAACaNm2KVq1a4bLLLrvgeY5zOXLkCOx2O6644gp5IMKZJEnC+vXrsX//ftjtdmg0GlgsFvTu3RutW7f+02U+s5uxtLQUdrsdzZs3v6Qyh9XWEvFDhw7F8ePHsWXLloiWnsPhwIcffoiZM2fixIkTEX8DIsLq1asxdOjQKofoFxUVQaPRRHSP+Xy+Svvy7bffIicnJ6KF4/f7UVxcjKZNm8rbgsEgFi5ciJEjR553GHuY2+1GRUUFMjMzAYS6EHv37o21a9di0KBBf6JWWKzhQGIsDhw5cgQ5OTlo3749Vq1aFREOq1atwuTJk/HHH38oWMLq2bBhA0aMGIGhQ4fi/fffv+QvN0xZfA6JsThw+eWXY/369UhISEBBQUHEbT169MA//vEPhUoWHXl5eXjwwQcxf/58DqM6jFtIjDHGYgK3kBhjjMUEDiTGGGMxgQOJMcZYTOBAYowxFhM4kBhjjMUEDiTGGGMxgQOJMcZYTPj/LmAwH1KyqxMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bars(\n",
" costs,\n",
" keys=[\"coal\", \"nuclear\", \"wind\", \"solar\"],\n",
" label=\"LCOE in 2021 ($/MWh)\",\n",
" xlim=(0, 250),\n",
" png=\"solar-all.png\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "a900be2a-55d7-48b2-8aea-5f507719a983",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bars(\n",
" year_costs,\n",
" keys=[\"coal\", \"solar\"],\n",
" label=\"Cost for 8760 GWh (million USD)\",\n",
" xlim=(0, 1400),\n",
" png=\"solar-scenario.png\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "415f16ad-3715-4d56-b465-f99a61b35d13",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'coal': [569.4, 1331.52],\n",
" 'nuclear': [1147.56, 1787.04],\n",
" 'wind': [227.76, 438.0],\n",
" 'solar': [245.28, 359.16],\n",
" 'batteries 6 hours': [240.0, 451.0],\n",
" 'batteries 32 hours': [1280.0, 2405.3333333333335],\n",
" 'batteries 32 hours fair': [960.0, 1920.0]}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"year_costs"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "415b9cf5-1d8c-4dde-a9fb-a7fe93b6998e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bars(\n",
" year_costs,\n",
" keys=[\"coal\"],\n",
" label=\"Cost for 8760 GWh (million USD)\",\n",
" xlim=(0, 2500),\n",
" comb=[\n",
" [\"solar\", \"batteries 6 hours\"],\n",
" [\"solar\", \"batteries 32 hours\"],\n",
" [\"solar\", \"batteries 32 hours fair\"],\n",
" ],\n",
" png=\"solar-batteries.png\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "2b3efe02-cd63-4f14-a3e5-e79c07e8659d",
"metadata": {},
"source": [
"## NREL projections"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "5cd4701f-353d-48cf-867a-4124fadd4f7a",
"metadata": {},
"outputs": [],
"source": [
"# from https://www.nrel.gov/docs/fy21osti/79236.pdf\n",
"x = range(2020, 2055, 5)\n",
"two = [410, 290, 250, 230, 220, 205, 195]\n",
"four = [350, 245, 200, 185, 170, 155, 140]\n",
"six = [325, 225, 180, 165, 150, 135, 120]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "076fa135-8508-471d-b848-f5a04a6cb047",
"metadata": {},
"outputs": [],
"source": [
"def battery_forecast():\n",
" with plt.xkcd():\n",
" fig, ax = plt.subplots()\n",
" ax.spines.right.set_color(\"none\")\n",
" ax.spines.top.set_color(\"none\")\n",
" ax.set_yticks([100, 200, 300, 400, 500])\n",
" ax.set_ylim((0, 500))\n",
" ax.set_ylabel(\"Cost projection (USD/kWh installed)\")\n",
" plt.plot(x, two, color=\"#1f77b4\")\n",
" plt.plot(x, four, color=\"#ff7f0e\")\n",
" plt.plot(x, six, color=\"#2ca02c\")\n",
" ax.text(2051, 200, \"two hour\", color=\"#1f77b4\")\n",
" ax.text(2051, 140, \"four hour\", color=\"#ff7f0e\")\n",
" ax.text(2051, 100, \"six hour\", color=\"#2ca02c\")\n",
" plt.savefig(\"batteries.png\", transparent=True, bbox_inches=\"tight\", dpi=300)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "a3f3b8bc-a692-4f09-89ce-7396ad798679",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"battery_forecast()"
]
},
{
"cell_type": "markdown",
"id": "d8847dd1-add8-4406-9332-4556c2865deb",
"metadata": {},
"source": [
"## Generation per capita"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "80eee7bd-b6c4-4414-88a1-7711dca0c0b1",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>United Kingdom</th>\n",
" <th>India</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1971</th>\n",
" <td>4.254652</td>\n",
" <td>0.097773</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1972</th>\n",
" <td>4.372637</td>\n",
" <td>0.100305</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" United Kingdom India\n",
"Year \n",
"1971 4.254652 0.097773\n",
"1972 4.372637 0.100305"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# csv from https://data.worldbank.org/indicator/EG.USE.ELEC.KH.PC?locations=IN\n",
"elec = pd.read_csv(\"elec.csv\", index_col=0)\n",
"elec = elec / 1e3\n",
"elec.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "a2af969d-14b4-4f40-835e-5e5bd2cbec65",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.xkcd():\n",
" fig, ax = plt.subplots()\n",
" ax.spines.right.set_color(\"none\")\n",
" ax.spines.top.set_color(\"none\")\n",
" ax.set_yticks([0, 2, 4, 6])\n",
" ax.set_ylabel(\"MWh/capita\")\n",
" elec.plot(ax=ax)\n",
" plt.legend(loc=\"center right\")\n",
" plt.savefig(\"elec.png\", transparent=True, bbox_inches=\"tight\", dpi=300)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ee47cd4e-50f9-4907-abaf-b63cd579052e",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Year United Kingdom India
1971 4254.65241184543 97.7727182140443
1972 4372.63694645007 100.305073805138
1973 4671.71829740644 100.632154133576
1974 4534.25427513091 103.992657915658
1975 4492.42162850506 114.558927586439
1976 4587.68851501517 124.123691560131
1977 4668.42316900327 126.256733956882
1978 4729.84938707219 135.917640666312
1979 4922.91573280123 135.741773749241
1980 4683.93273911511 141.707701516919
1981 4572.95384625817 151.87905876645
1982 4480.33541287092 158.099911731339
1983 4549.17528756934 165.687486017854
1984 4597.73969307614 183.301872328043
1985 4826.71452591524 193.534853482561
1986 4953.65357621044 207.976493040153
1987 5082.43980630981 220.22074301867
1988 5232.73764921987 240.025618717336
1989 5295.22452686526 257.039737106414
1990 5356.57521000099 272.063483432263
1991 5451.67717061817 290.899579857445
1992 5452.3933334123 304.431830526134
1993 5491.98911810322 320.550744825125
1994 5380.26426515376 341.231362340387
1995 5575.8084890423 358.762212881689
1996 5815.82840427425 359.816270699348
1997 5831.95754702826 375.485052938774
1998 5908.87149023065 385.863985847439
1999 6007.48441621387 392.039692990071
2000 6114.52925918564 393.646247811898
2001 6141.98255122284 393.810198122643
2002 6142.74983363365 410.644783909356
2003 6174.55089583941 430.483163325867
2004 6138.75413718816 451.611546107878
2005 6270.98405949047 468.025754019185
2006 6200.5541127704 509.214054753734
2007 6102.39676772278 541.73839519579
2008 6015.72686068947 561.247581414481
2009 5643.1285945674 598.498241908181
2010 5700.85586444268 640.394606751363
2011 5471.93347456267 696.842681452116
2012 5449.25947267211 723.236916567989
2013 5409.62642171886 764.201134144621
2014 5130.39025330028 804.5163492833
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