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Mooi-Kickstart/v1/2020-12-17_presentation.ipynb

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{
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{
"cell_type": "markdown",
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"source": [
"# __Presentation Flexible Heatpumps__\n",
"\n",
"ENCORE meeting: 17-12-2020\n",
"Mark Kremer\n",
"\n",
" \n",
" \n",
" \n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### __Central question:__\n",
"#### *Can Smurfit Kappi shorten the Payback Period of an investment in a Heatpump by operating it in a flexible manner?*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### __Flexible operations on imbalance market__\n",
"\n",
"Benefiting from fluctuations in electricity market prices by ramping the asset up- and down (increasing and decreasing the electricity consumption)."
]
},
{
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"execution_count": 256,
"metadata": {},
"outputs": [
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"Imbalance prices are very volatile, with prices below -100 and above 200 €/MWh on a daily basis."
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},
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"metadata": {},
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" Plotly.newPlot(\n",
" '7df509de-965d-4401-a99c-f8d7ea6b8d48',\n",
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"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
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" });\n",
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"s.hpcase.data[['DAM', 'POS']].rename(columns={'POS':'IMB'}).iloc[:60*24].iplot(\n",
" title='Imbalance Prices on arbitrary day in €/MWh',\n",
" colors=[recoygreen, recoydarkblue], \n",
" yTitle='Price in €/MWh',\n",
" xTitle='Time of Day',\n",
" dimensions=(800, 400)\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is possible to benefit from these fluctiations, if you have __flexibility__\n",
"* Storage options\n",
"* Hybrid installations (e.g. with gas-powered assets)\n",
"\n",
"In this case we are looking at a __hybrid set-up of a Steamboiler and a Heatpump__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### __Simulations & mathematical modelling__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* To answer the central question, we have build a simulation model\n",
"* The model simulates the operations of a hybrid set-up of a Heatpump and a Steamboiler over the timespan of 1 years (on a 1 minute basis)\n",
"* The goal of the model is to minimize the operating costs, in order to reach the shortest Payback Period\n",
"* We are taking into account all major investment and operating costs, including:\n",
" * Asset CAPEX\n",
" * Commodity costs for gas and electricity\n",
" * Energy taxes\n",
" * Grid transport costs\n",
" * SDE++ subsidies\n",
" * Maintenance costs\n",
" * CO2 allowances\n",
"* The output of the model is a Payback Period for an investment in an heatpump, in different scenario's"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### __Casestudies__\n",
"5 main scenario's"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"1. Steamboiler only (baseline, baseload)\n",
"2. Heatpump only (stand-alone, baseload, without SDE++)\n",
"3. Heatpump + SDE\n",
"4. Heatpump + SDE + Steam boiler (hybrid set-up) on Imbalance market\n",
"5. Heatpump + SDE + Steam boiler (hybrid set-up) on aFRR (secondary reserve market)\n",
"\n",
"Besides that, we modelled 11 sensitivities:\n",
"* Heatpump CAPEX\n",
"* Gas & CO2 prices\n",
"* Electricity prices & volatility\n",
"* Energy taxes\n",
"* Bidding strategies\n",
"* Source temperatures (affecting COP)\n",
"* Sink temperatures (affecting COP)\n",
"* Time period (2018, 2019, 2020)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### __Smurfit Kappa case__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The model is based on the context of Smurfit Kappa (paper factory)\n",
"* Currently a Steamboiler is providing the 20-30 MW of average heat demand for drying processes\n",
"* We add a 31 MW heatpump (to make sure it can cover entire demand)\n",
"* The steam demand must be fulfilled at all times, by either the heatpump or the gasboiler\n",
"* The heatpump and steam boiler can both respond very quickly (within minutes) within a flexible range (30%-100% for heatpump)"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
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"source": [
"#### __Heat pump__"
]
},
{
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"metadata": {},
"source": [
"COP roughly between 4 and 1.5, depending on load, Tsource and Tsink"
]
},
{
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"execution_count": 263,
"metadata": {},
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"source": [
"def cop_curve(Tsink, Tsource):\n",
" Tsink += 273\n",
" Tsource += 273\n",
"\n",
" c1 = 0.267 * Tsink / (Tsink - Tsource)\n",
" c2 = 0.333 * Tsink / (Tsink - Tsource)\n",
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"text/latex": [
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"source": [
"sourceT = 63\n",
"sinkT = 140\n",
"cop_curve(sourceT, sinkT)"
]
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"#### __Optimisation__"
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"source": [
"* At each moment in time, we calculate the cheapest option to produce the required heat. \n",
"* Taking into account the COP fluctuations, due to changing Tsource and Tsink\n",
"* Taking into account fluctuating market prices (electricity, gas, CO2)\n",
"* We are predicting real-time electricity prices using our forecasting models"
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},
{
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"metadata": {},
"source": [
"__Some example days:__"
]
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{
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"metadata": {},
"source": [
"Steamboiler only is following demand pattern"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
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" <div id=\"84312019-27d5-4d25-8137-eff571340a15\" class=\"plotly-graph-div\" style=\"height:400px; width:800px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"84312019-27d5-4d25-8137-eff571340a15\")) {\n",
" Plotly.newPlot(\n",
" '84312019-27d5-4d25-8137-eff571340a15',\n",
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{
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"source": [
"Hybrid set-up is responding to price fluctuactions, steam boiler taking over at high prices"
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},
{
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"execution_count": 118,
"metadata": {},
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",
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"d3231335-8660-4ca1-b66e-21bd773be905\" class=\"plotly-graph-div\" style=\"height:600px; width:800px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"d3231335-8660-4ca1-b66e-21bd773be905\")) {\n",
" Plotly.newPlot(\n",
" 'd3231335-8660-4ca1-b66e-21bd773be905',\n",
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",
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" \n",
" \n",
" <div id=\"eed78245-cb89-42cc-b935-70f1936cddcd\" class=\"plotly-graph-div\" style=\"height:400px; width:600px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"eed78245-cb89-42cc-b935-70f1936cddcd\")) {\n",
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",
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"b3c073c1-8206-46c3-be05-316ad041b3da\" class=\"plotly-graph-div\" style=\"height:400px; width:600px;\"></div>\n",
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"<div>\n",
" \n",
" \n",
" <div id=\"6c668978-8495-4d63-b72d-32b68a59c8c7\" class=\"plotly-graph-div\" style=\"height:400px; width:600px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"6c668978-8495-4d63-b72d-32b68a59c8c7\")) {\n",
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"* The heatpump is filling in 95-98 % of the demand. \n",
"* Because of its high COP, it is almost always cheaper to run than the steam boiler\n",
"* Switch price is on average around 90€/MWh (excluding subsidies)"
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},
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"#### __Sensitivities__"
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},
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"source": [
"If CAPEX is 200%, subsidy is needed to keep a good Payback Time"
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},
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kKcaYHIwxcYwxcYwxORhj4hhj3jW0t+Fi+T1sz8/CzFPbMDQlBoOTF2NoSmDLs/e3aYpEWmOMkaYYY3IwxsQxxsQxxuRgjIljjD1VZ21DzqMCbLp+AtOyNndH1bCUJZh/did2f38aeZUP0Gzr8LuAh6wFK4jIO8YYaYoxJgdjTBxjTBxjTA7GmLj+HGOmliacKb2FuGvpmJr1VXdIjUhdioU5e5B4Owf55lK02dw/Yw3Wdsw4tcVriPW3pe2J9MAYI00xxuRgjIljjIljjMnBGBPXn2LscWMtMktuYM3Vo5iYsb47nkalrkD0t/tx5N4FFNSUo93eGdDjNVjbsf/2ue4l3UcfW4F1eX1r02ciI2OMkaYYY3IwxsQxxsQxxuRgjInryzFWXG/G8QfXsPzyEYw//nSBjTHHYhFz4QBS7l3CXUsFbI6fhJ+rpq4VHfYfdX/NRP0JY4w0xRiTgzEmjjEmjjEmB2NMXF+JMZvjJxTWVSGt8AqWXjyEcekrn650eHw1ll8+gvQHeSiuN8PeKR5faowxIu0xxkhTjDE5GGPiGGPiGGNyMMbEhWqMtds7UVBTjiP3LiA6NxGjUld0x9fEjPVYc/UoMktuoKxRmyW6GWNE2mOMPaHeOdyZ847g6t3RKTiMMTkYY+IYY+IYY3IwxsSFSoxZ7Q7km0uReDsHC3P2YETq0u74mpr1FeKupeNM6S2YWpp0GR9jzElbOew1WV1aivQfD/VZ/T7GCu4WdYeWpxiLT0h0CbCY2DjEJyTqPu5QxRiTgzEmjjEmjjEmB2NMnFFjrNVmx3VTCfb+cBZRObsw/OiX3fE1PXsL4m+cRG7ZHdRZjfF7xBj7GY6OWtjLNsF2f6ar0lVwtJVLeY7IudFISnXdTDspNVPqP/jruemylpRjeE8nTSLnRrt9Xb0RtPMJF2davnf9PsYU3s6MRc6NRsHdp/8iUnC3yOsZNPKPMSYHY0wcY0wcY0wOxpg4o8RYs60DVyoKsTM/G3PO7MDQlCVPNliOwcxT27DtZhYult9DU4f+Y/Wk38eYrQ224iXuIaZ48AkcNvH/5jHG5L1G9fuojjHn9+Bcbp5baMXExrk9htYYY04/IHVkmapr3Sra020UOMaYHIwxcYwxcYwxORhj4vSKsYb2Nlwsv4ft+VmYeWobhqbEeN1gWe/3KBD9PcbsNZneQ0xRJT47KtAYS0rN9HpWRwkLT7O74hMSPZ4tUp7X+WvOJxw8xYvz44aFR7g8dlJqpsuf1Y/l67l8CQuP8Ps9gRyPewpS5X1T/swYM5Cexlhzq42CUNfYjtqGNt3HEepMlhbdxxDqauutqGu06j6OUNbY0gFzbavu4wh11XVtaGhq130coayhqR3Vdb3/d8vj+jpkF+VjY146Psrc1D3lcPjRpYg6uxtff38GVx8/QF1zaP49Z65tQWNLh+7jcCbjGK+z3YJOa7Vf9ofL/MdYYVRAj9VprfY6nkBiLCk10+W4VH2cqr5kJnJutMttnkIkcm60y2MoseTtPt5iTPmaEmTKeNRnpXw9ly+Bfl/k3GifZxO9nR10DkPGmIH0NMYamjsoCJaGNtTUtek+jlBnsrToPoZQV1PfBksDP4si6pvaYeZnUVh1XSvqGq26jyOU1TVaUV3XKv1xS2osOH7/GlZdOopJJzc4bbC8HJ+d24v9t87j2uMSWBr7xn9LzJYW1De16z4OZzKO8WyF8/1HVi9wODzHpKdrmTxd76Q+k+Tr7JI65rzFmPo258cMJMaU71UfD6u/199z+RJojCnf6+1aL28x5nw7rxkzEF4zpg1OU5SD0xTFcZqiOE5TlIPTFMXJmqb4uLEWmSU3sObqUUzMWN+rGywbUV+dpij1zNiDBZqcGfMUCJ6mAvqKuVCJMeWxAnnNvihn67y9Hk/j4JkxA/EWY1xNUS7GmByMMXGMMXGMMTkYY+J6EmP2zp9QXG/G8QfXsPzyEYw/vlrTDZaNqK/GWMCfCQNdM+YvQtSP0V/PjHl6X5Tn5TVjIcJ5aXvnCxKdv4f7jMnDGJODMSaOMSaOMSYHY0xcIDFmc/yEu5YKpNy7hJgLBzDmWKyuGywbUX+Psa7VFGN8nBWL0mw1xfiERLeTBPEJid3xow6bmNg4vycP1HGifg71fdTXfYnEmKfX400gMVZwt8jtmFwdWuoxKMf8XE2R+jXGmByMMXGMMXGMMTkYY+I8xVi7vRMFNeU4cu8ConMTMSp1haE2WDaifh9jnT8/2WfsKw/7jK3UfJ8x9WqE6gU91FMUne/vfLLBeTVFb4/n6HSfLqheRCTYGPP1XL4EembM0/Ve6vdZ/XXuM0b9HmNMDsaYOMaYOMaYHIwxcdZ2B0z1Lcg3lyLxdg4W5uzBiNSlht5g2YgYY07aymGvyezS8kD/8Uig5d5j/WGfM1kYY6QpxpgcjDFxjDFxjDE5GGM902qzI6+qCLu/P425Z3aG3AbLRsQY69sYY8bEGCNNMcbkYIyJY4yJY4zJwRgLTFNHO65UFGJnfjbmnNnRHV/DUpZg7pmd2PpdVkhtsGxEjDEi7THGSFOMMTkYY+IYY+IYY3Iwxjyrs7Yht+wOttzIwPTsLd1TDkekLsXCnD1IvJ2DfHMp2mwOaUvb93eMMSLtMcZIU4wxORhj4hhj4hhjcjDGutS0teBM6S3EXUvH1KyvnDZYXoHob/fjyL0LKKgpR7u90+2+jDFJPwPGGJHmGGOkKcaYHIwxcYwxcYwxOfprjFU0NSD7YT7W56VhcuZGoQ2WGWNyMMaItMcYI00xxuRgjIljjIljjMnRX2KstLEGJ4uvY+WVZEw4sVbqBsuMMTkYY0TaY4yRphhjcjDGxDHGxDHG5OiLMWbv/AmFdVVIK7yCpRcPYVz6yl7dYJkxJgdjjEh7jDHSFGNMDsaYOMaYOMaYHH0hxmyOH3HXUoGUe5cQc+EAxhyL1XSDZcaYHIwxIu0xxkhTjDE5GGPiGGPiGGNyhGKMWe0O3DKX4eCdb7Ho/F6EpS3XdYNlxpgcjLGn8m8XYWX811gZ/zW+zcvXfTyBOJebh7DwCM3up/dj9xWMMdIUY0wOxpg4xpg4xpgcoRBjbTYHrptKsPeHs4jK2YXhR7801AbLjDE5GGM/o+RxFYZOmoNfPPOyi7+NnoL820XSnsdUXYuw8AgXBXeDe3z1xspGiDFZY+pPGGOkKcaYHIwxcYwxcYwxOYwYY822DuRVFWH396cx/+xODHPaYHn+2Z3Y/f1pQ22wzBiTo7/HmKW+Gb8fOM4txBS/eXEILPXNws9TcLcIYeERLtHi6TZ/1OFjBEYck9ExxkhTjDE5GGPiGGPiGGNyGCHGmjracbH8HrbnZ2HmqW0YmhLjdYNlvd8vTxhjcvT3GIuN3+M1xBQRi1YKP09MbBySUjPdbj+Xm4fIudHdf46cG42k1EyPZ8/iExJdbo+JjesOOuX+YeERLt+XlJrp8mflsdT3U85mKZzH5OtrgYxJef2e7q+8ZvVzmKrlLPRjVIwx0hRjTA7GmDjGmDjGmBx6xFidtQ25ZXew5UYGpmdvCWqDZSNijMnRV2Os6GEFCkse+/WnYe/7jbFf/3lQQI9VWPLY63i8TUlUpi4q8RE5N9olVpQwU/6sPgvlLcYcnU8jSonA+IRExMTGud3PWzwpY1Iez3kMzrf5G5Pz8yp/Vgeor+/vixhjpCnGmByMMXGMMXGMMTm0iDFTSxPOlN5C3LV0TM36SmiDZSNijMnRV2Psn/70lt/I8uTvfjcAf/e74O+naGpx/0yqg0vNOdQ8Tfnz9XVPMaZ8r/p5nc/CeYqxQK9fS0rNdImlYMbkaVyerjlTnz3raxhjpCnGmByMMXGMMXGMMTl6I8YeN9Yis+QG1lw9iokZ66VusGxEjDE5+mqMyTwz9s8vvK3pmTGtY8zR+bPb1EhPZ8PU0xGdv+ZtTN5C1NdrYowRScYYk4MxJo4xJo4xJoeMGCttrMHJ4utYeSUZE06s7dUNlo2IMSZHX42xQBnxmjE9YsyZcj/leZTr2JSv88yYOMYYaYoxJgdjTBxjTBxjTI5gY8zm+AmFdVVIK7yCpRcPYVz6Sk03WDYixpgc/T3GLPXNeHbgWK8h9i9/GazpaorqMFFfXxUTG+dy1kpGjJ3LzXMLRefHUcdUTGycS4z5G1Mg14wxxoh6EWNMDsaYOMaYOMaYHP5izOb4EQU15Thy7wKicxMxKnWFrhssGxFjTI7+HmOOzq59xoZMnO0WYi+N0n6fMfV0QHWUKKHjazXFYGPM07g87Rvm/LzOceVvTI7OwFZTdH4+xhiRRIwxORhj4hhj4hhjcqhjzGp34Ja5DAfvfItF5/ciLG25oTZYNiLGmByMsafybxchNn4PYuP34PzVm7qMgXt29Q+MMdIUY0wOxpg4xpg4xpgcVfUtuFr+AHt/OIuonF0YfvRLQ2+wbESMMTkYY8bCGOsfGGOkKcaYHIwxcYwxcYyxnmm2deBKRSF25mdjzpkdGJqyJKQ2WDYixpgcjDEi7THGSFOMMTkYY+IYY+IYY4FpaG/DxfJ72J6fhZmntmFoSozLBst7v8/B91WlIbPBshExxuRgjBFpjzFGmmKMycEYE8cYE8cY86ymrQU5jwqw6foJTMva7HeDZS02fe7rGGNyMMaItMcYI00xxuRgjIljjIljjHUxtTQh+2E+1uelYXLmxqA3WGaMiWOMycEYI9IeY4w0xRiTgzEmjjEmrr/G2OPGWmSW3MCaq0cxMWO98AbLjDFxjDE5GGNE2mOMkaYYY3IwxsQxxsT1hxizd/6E4nozjj+4huWXj2D88dXSN1hmjIljjMnBGCPSHmOMNMUYk4MxJo4xJq4vxpjN8RPuWiqQcu8SYi4cwJhjsb2+wTJjTBxjTA7GGJH2GGMBUO+Arvd4QhljTA7GmDjGmLi+EGPt9k4U1JTjyL0LiM5NxKjUFZpvsMwYE8cYk4Mx9lR7YREa9n2Nhn1foy0/X/fxBOJcbl6PjlN7ej+9H7uvYIz5ERMbh/iExO4/xyckIiY2TvdxhSrGmByMMXGMMXGhGGNtNgfyzaVIvJ2DhTl7MCJ1qe4bLDPGxDHG5GCM/YyOyipUR81B+VsvuzBNn4L2wiJpz2OqrnX5h/6w8AgU3A3u8dWbQhshxmSNSU8xsXFuPxvl2F99giZybrTb6w/2+Rhjfnj6UPXkjaYujDE5GGPiGGPiQiHGWm125FUVYff3pzH/7E4MM+AGy4wxcYwxOfp7jNkam1H1/ji3EFNUjhwCW2Oz8PMU3C1CWHiEy/Glp9v8UR+jGoERxxSsmNg4JKVmBvT61CdpQi7G4hMSXQbtXJum6sBXoupNSamZCAuP6P6h+PoBkX8tbXY0tTDGRJlrW3UfQ6hrarGhhTEmpMP+Iyz1xoqxpo52XKkoxM78bMw5swNDn8SXssHykXsXUFBTbqgNluuaGGOirO0O1DUxxkRZ6vt3jDXs2+M1xBSWtSuFn8fbsaT6H/wj50Z3H4eqz57FJyS6nblRgk65f1h4hMv3JaVmuvxZeSz1/ZSzWZ7O/vj6WiBjUl6/rzNL6ucItAkCPQPn6zX4+vk4j8/XzyzYz4OuMRY5N7r7g+D8Ys7l5hlmKqByGtk5FF2+bmmhIFRZWlBVo/84Ql1VTbPuYwh1VTVdn0e9xxHq9P59Lqqqwcm7N7D+8jF8lPl0g+XRaSvw2bm92HszB5cfFqHSwL8zer+HfQXfx775Hso4lut4XIGOssd+maa+7zfGKkcMCuixOsoe+4wGT1MSlWNOJT4i50a7HNwrYeYtDLzFmHJs7XxywfmMjvP9vMWTMibnS3eUMTjf5m9M6jNJ3k7MePt+XwKNMX+vIZgYU39vyMWYuvCVN8LTB8EIY3R0uv8iUHA4TVEOWX9B9WecpihOj2mKNW0tOFN6C3HX0jE166ugN1g2Ik5TFMdpinL01WmKFcPf8htZHg0cgMc9uVAcJNwAACAASURBVN8T9lb3z6Q6uNScjzs9Tfnz9XVPMaZ8r/p5nU+CeIqxQK9fS0rNdJumF+iYPI1L5PKgnh6fq1+Dp2vGnMfnfLs62kIuxmJi47rfcOd5ska5LsvTL4y/XyLyjTEmB2NMHGNMnBYxVtHUgOyH+Vifl4bJmRuFN1g2IsaYOMaYHH01xuSeGXtb0zNjWseYo/Nnt6mRns4keVrcwt+YvB1D+3pNvprA0yIogS6I4us1BHpmzNNZu5CLMec30fnFePrB60U9lqTUTEOEYqhijMnBGBPHGBPXGzFW2liDk8XXsfJKMiacWCt9g2UjYoyJY4zJ0VdjLFBGvGZMjxhzptxPeR7lOjbl66F4ZszfawhmmqL6sUIuxkKFr4v8KDiMMTkYY+IYY+JEY8ze+ROK6804/uAall8+gvHHV/f6BstGxBgTxxiTo7/HmK2xGVUTxvpYTXGwpqspelq5z/k4VL39kowYO5eb5xYizo+jjqmY2Di3kPE1pkCuGevtGAvkNQQaY8r76hzIwX4eDHPNGPUPjDE5GGPiGGPigo0xm+NH3LVUIOXeJcRcOIAxx2I132DZiBhj4hhjcvT3GHN0PtlnbMFs933GIrXfZ8zfnlZK6HhbubAnMeZpXJ72DXN+XueQ8TcmR2dgqyk6P5/sGPP3GoKJMefHK7hbxBgj42OMycEYE8cYE+cvxtrtnbhlLsPBO99i0fm9CEtbrvsGy0bEGBPHGJODMfZUe2ERGvbtQcO+PWjLv6nLGPrCnl3kn2EW8KD+gTEmB2NMHGNMnDrG2mwO5JtLkXg7Bwtz9mBE6lLDbbBsRIwxcYwxORhjxsIY6x90X8CD12D1L4wxORhj4hhj4hrarThbdBu7vz+N+Wd3YlgIbLBsRIwxcYwxORhjRNrTfZqiL3q/OSQfY0wOxpg4xljwmjracbH8HrbnZ2HmqW0YmhKDwcmLMS59JZZePITU+1dQWFcFmyN09vgyAsaYOMaYHIwxIu1xNUXSFGNMDsaYOMaYf3XWNuSW3cGWGxmYnr3FbYPltMKruFn2SPdxhjrGmDjGmByMMSLtMcZIU4wxORhj4hhj7kwtTThTegtx19IxNesrvxssa7Hpc3/AGBPHGJODMUakPd2vGeM0xf6FMSYHY0wcY+xnPG6sRWbJDay5ehQTM9YHvcEyY0wOxpg4xpgcjDEi7ekaY8qu1ep1+bnKYt/FGJODMSauP8ZYaWMNThZfx8oryZhwYq3wBsuMMTkYY+IYY3Iwxoi0p/sCHgV3i9xWVezppmlkfIwxORhj4owcY9klN7H04iEszNmDhTl7kFp4BQ3W4A40bY6fUFhXhbTCK1h68RDGpa+UvsEyY0wOxpg4xpgcjDEi7RkixpT/r9zuabdu6hsYY3IwxsQZNca+vHiw+4yVsxmnt+JBrcnr/WyOH1FQU44j9y4gOjcRo1JX9PoGy4wxORhj4hhjcjDGiLSn+6bPSamZbv8/KTWTZ8b6KMaYHIwxcUaMsW03Mz2GmHOQKd9rtTtwy1yGg3e+xaLzexGWtlzzDZYZY3IwxsQxxuRgjBFpz1CrKTov3mGqrtV9PCQfY0wOxpg4o8VYg7XdZ4gpVlw+gqicXRh+9EvdN1hmjMnBGBPHGJODMUakPUPFGPV9jDE5GGPijBZjN00P3cIrLHWZ220jUpcaZoNlxpgcjDFxjDE5GGNE2mOMkaYYY3IwxsQZLcYuld9zC69BSe5nxrbdzNR9rArGmByMMXGMMTkYY0Ta0z3GYmLjuqcmOi/mEZ+QqPubQ/IxxuRgjInTO8Zq2lqQ86gAm66fwLSszRicHB3QNMWj96/o/t4pGGNyMMbEMcbkYIwRaU/3BTyU6IqcG90dY+dy87iARx/FGJODMSZO6xgztTQh+2E+1uelYXLmRo8bLM89u9NniI0+tiLoJe57E2NMDsaYOMaYHIwxIu3pvrS9slCHc4xxafu+izEmB2NMXG/H2OPGWmSW3MCaq0cxMWN9QBssVzbXY/SxFV5jLLvkpu7vmzPGmByMMXGMMTkYY0Ta0zXGIudGe4wxnhnruxhjcjDGxMmOseJ6M44/uIbll49g/PHVPd5gubK5Huvy0lwi7JOcPbhpeqj7e6bGGJODMSaOMSYHY4xIe7rGmPN+YkqMmaprERYe0b3nGPUtjDE5GGPiRGLM5vgJhXVVSCu8gqUXD2Fc+spe2WDZ1ybPRsAYk4MxJo4xJgdjjEh7ui/goUxJdHYuN0/3N4Z6B2NMDsaYuGBirN3eiYKachy5dwHRuYkYlbpC8w2WjYgxJgdjTBxjTA7GGJH2dI8x6l8YY3IwxsT5ijGr3YF8cykSb+dgYc4ejEhdqvsGy0bEGJODMSaOMSYHY4xIe4wx0hRjTA7GmDjnGGu12XHdVIK9P5xFVM4uDD/6JQYnL8a49JWG2WDZiBhjcjDGxDHG5GCMEWlP99UUeW1Y/8IYk4MxJqapox3nS+5g6/VMzDmzA0NTlmBw8mKMP74ayy8fQfqDPBTXm3Ufp9ExxuRgjIljjMnBGCPSnq4xdi43z+VaMW703PcxxuRgjAWnob0NuWV3sOVGBqZnb+lepfCDk+uw5upRZJbcQFljre7jDDWMMTkYY+IYY3Iwxoi0Z6hpigyzvo8xJgdjzLeathbkPCrApusnMC1rs8cNlktqLJpu+twXMcbkYIyJY4zJwRgj0p5hYkxZ0t6TmNg43cdHcjDG5GCMuapoakD2w3ysz0vD5MyNAW2w3NubPvcHjDE5GGPiGGNyMMaItKdrjMUnJAZ0NiwsPEL3N4rkYIzJ0d9jrLSxBieLr2PllWRMOLG2RxssM8bEMcbkYIyJY4zJwRgj0h4X8AhirNwHTRxjTI7+FGP2zp9QXG/G8QfXsPzyEYw/vlrKBsuMMXGMMTkYY+IYY3Iwxoi0Z5hpikalTJ9kgMnBGJOjL8eYzfEj7loqkHLvEmIuHMCYY7G9ssEyY0wcY0wOxpg4xpgcjDEi7THG/IhPSAyZs3ehgDEmR1+KsXZ7J26Zy3DwzrdYdH4vwtKWa7LBMmNMHGNMDsaYOMaYHIwxIu0xxvwIC49A5Nxol2mKpmougd1TjDE5QjnG2mwO5JtLkXg7Bwtz9mBE6lJdNlhmjIljjMnBGBPHGJODMUakPcaYD8oUxYK7Rd23JaVmuiwoUtfUTkGoqW9DdV2r7uMIdVWWZt3HEKiK+ibkPLyDrd9lYfapHRj2ZIPld9NXY0nuQRy5fRHfVz7WfFzVdW2oqW/T/f0JZbWNVpgsLbqPI9SZa1tR28DPoojahjaYa/l3iyiTpQW1jVbdx+FM72NBot7GGPNBiTH1mTDnQGuzOigIDc0dqG9s130coc5sadV9DN5YmltxvvQ2tlzPwMfZWzE0JebJBsvrsepyCk4UXkOxpVr3cdY3tqOhmZ9FES1tdtTUtek+jlBnabCiucWm+zhCWXOLDZYGq+7jCHU1da1oabPrPg5neh8LEvU2xpgf6jNj3m6jwHCaohxGmqZYZ21DbtkdbLmRgenZWzxusGxqadJ9nGqcpiiO0xTl4DRFcZymKAenKRJpjzHmR3xCIiLnRnf/OSk10+XPFBzGmBx6xpippQlnSm8h7lo6pmZ9FdAGy0bEGBPHGJODMSaOMSYHY4xIe7rHmHpxDGd6j03hvDk1Q0wMY0wOLWPscWMtMktuYM3Vo5iYsb5HGywbEWNMHGNMDsaYOMaYHIwxIu3pGmMxsXGIT0jU/U0g7TDG5OjNGCttrMHJ4utYeSUZE06slbLBshExxsQxxuRgjIljjMnBGCPSnq4xxmuv+h/GmByyYszm+AmFdVVIK7yCpRcPYVz6yl7ZYNmIGGPiGGNyMMbEMcbkYIwRaY8xRppijPVcg7UdiQVde3MNTl7cFUsFOWiwBn4AYnP8iIKachy5dwHRuYkYlbpCkw2WjYgxJo4xJgdjTBxjTA7GGJH2dJ+meC43T/c3gbTDGOuZBms7Zpze2r1YhrMZp7d6DTKr3YFb5jIcvPMtFp3fi7C05bpssGxEjDFxjDE5GGPiGGNyMMaItKdrjBXcLeKCGP0MY6xnPnlyNsybhTl74Oj8GW02B66bSrD3h7OIytmF4Ue/xODkxRh/fDWWXz6C9Ad5KK436/56jIAxJo4xJgdjTBxjTA7GGJH2dJ+m6Ivebw7JxxgL3oNak88Q6z5Dlr0Fw1KWYHDyYkzMWI81V48is+QGyhprdX8NRsQYE8cYk4MxJo4xJgdjjEh7ui9tT/0LYyx4+2+fcwuvkU+mGzqbeXqrYTdYNiLGmDjGmByMMXGMMTkYY0TaY4yRphhjwamztmH55cNu4TUqbYXbbftvn9N9vKGEMSaOMSYHY0wcY0wOxhiR9nSJsbDwCJzLzeM0xX6IMeabqaUJZ0pvIe5aOqZmfYXByYsxJMX/FMXByYtxsfye7uMPJYwxcYwxORhj4hhjcjDGiLTHM2OkKcaYq8eNtcgsuYE1V49iYsZ6rxssT8zY4DPEJmZs0P21hBrGmDjGmByMMXGMMTkYY0TaY4yRpvp7jBXXm3H8wTUsv3wE44+vDniD5Qe1Jow+5j41cXDyYow+tgIPak26v7ZQwxgTxxiTgzEmjjEmB2OMSHuMMdJUf4oxm+MnFNZVIa3wCpZePIRx6SuFNliubK7Hury07igbfWwF1uWlobK5XvfXGooYY+IYY3IwxsQxxuRgjBFpjzFGmurLMdZu70RBTTmO3LuA6NxEjEpd0WsbLJssLbq/3lDHGBPHGJODMSaOMSYHY4xIe4wx0lRfijGr3YF8cykSb+dgYc4ejEhdqtkGy4wxcYwxcYwxORhj4hhjcjDGiLTHGCNNhXKMtdrsuG4qwd4fziIqZxeGH/1Stw2WGWPiGGPiGGNyMMbEMcbkYIwRaU+3GItPSOxewj4+IVH3N4K0EUox1tTRjisVhdiZn405Z3ZgaMoSDE5ejKlZXyHuWrquGywzxsQxxsQxxuRgjIljjMnBGCPSni4xlpSaici50d1/jomNY5D1E0aOsYb2NuSW3cGWGxmYnr2le7XC6dlbEH/jJHLL7qDOaowDT8aYOMaYOMaYHIwxcYwxORhjRNrTJcYi50bjXG5e959N1bXc5LmfMFKM1bS1IOdRATZdP4FpWZsxOHkxhqbEYOapbdh2MwsXy++hqcOYf7kzxsQxxsQxxuRgjIljjMnBGCPSni4xFhYegYK7RX5vo75HzxiraGpA9sN8rM9Lw+TMjV43WNb7PQoEY0wcY0wcY0wOxpg4xpgcjDEi7THGSFNaxlhpYw1OFl/HyivJmHBibcAbLIcCxpg4xpg4xpgcjDFxjDE5GGNE2mOMkaZ6K8bsnT+huN6M4w+uYfnlIxh/fLXQBstGxxgTxxgTxxiTgzEmjjEmB2OMSHu6xVgg9H5zSD5ZMWZz/Ii7lgqk3LuEmAsHMOZYbK9tsGxEjDFxjDFxjDE5GGPiGGNyMMaItMd9xkhTPY2xdnsnbpnLcPDOt1h0fi/C0pZrtsGyETHGxDHGxDHG5GCMiWOMycEYI9Ie9xkjTQUaY202B/LNpUi8nYOFOXswInWpbhssGxFjTBxjTBxjTA7GmDjGmByMMSLtcZ8x0pS3GGu12ZFXVYTd35/G/LM7McxAGywbEWNMHGNMHGNMDsaYOMaYHIwxIu1xnzHSlBJjTR3tuFJRiJ352ZhzZgeGPokvI26wbESMMXGMMXGMMTkYY+IYY3Iwxoi0x9UUSRN11jbklt3BV9dOICLENlg2IsaYOMaYOMaYHIwxcYwxORhjRNpjjFGvqGlrwZnSW4i7lo6pWV91b7A85/QObL+eFVIbLBsRY0wcY0wcY0wOxpg4xpgcjDEi7THGgnAuNy8kxqmHiqYGZD/Mx/q8NEzO3Oh1g2UtN33uyxhj4hhj4hhjcjDGxDHG5GCMEWmP+4wF6FxuHiLnRjPGnihtrMHJ4utYeSUZE06sDXiDZcaYHIwxcYwxcYwxORhj4hhjcjDGiLTHfcYCoISYozM0zuDJZu/8CYV1VUgrvIKlFw9hXPrKHm+wzBiTgzEmjjEmjjEmB2NMHGNMTOLBeAwZPwq/f20ghowfhdi1n8NiqdZ9XET9AWPMD+cQc3T2jxizOX7EXUsFUu5dQsyFAxhzLFbaBsuMMTkYY+IYY+IYY3IwxsQxxnrGYqnGkPGj8ItnXnbzmz+/hvz8i7qPkaiv022fMXXUKNdjhYVHICk1U/c3RhmTc4g5Ot1jzNrRqbuy+losuXAQo59E08SM9dh76ywsza0B3b/J2oEblQ+RWHAen+V8jbDU5RicvBgfnFyPVVdScOLBdyiuq5Yy1saWDtQ3tev+noU6s6VF9zGEuvqmDjS2dOg+jlDWarWjpq5N93GEOkuDFc2tNt3HEcqaW22wNFh1H0eoiYqe5THEFL9/baDuY9T7WJCot+kSY+pNnpV9xpTIiYmNc9mHTC/xCYler2dTxlfbYNXVjcePMDptBQYnL3YT+U08ymoa3O5jqmvBtyV3sf36N5h3eifeSfkSg5MXY3JGHNZcSsXxu9/hgbm6V8ZbXdeG6tpW3d+3UFdladF9DKGuurYV1XX8LIqwNFhh4mdRmLm2FZb6Nt3HEcos9W0w8++WoDx8VOYzxBS79n6l6zj1PhYk6m2G2PRZfQbqXG4eYmLjdH9zPDHSNMUGa3v3FEJvll48hGZbB/KqirD7+9OYf3Ynhum4wTKnKcrBaYriOE1RHKcpysFpiuI4TTF4J7OS3MLrP1563e222LWLdB8rUV9miKXt4xMSXc6UFdwtMtxqit7Grqfskps+Q0wxNMU4GywzxuRgjIljjIljjMnBGBPHGPsZjc1tKHpUhavXr+Bk1jHsPbgD6zbFYuGS+ZgyayqGv/8uXho2DL/925v4xTMv4+9+N8Alun73+wGYOPBNvPniqy63f7J4lu6vjagvM0SMxcTGuVwnxhgLzLabmW7hFX5ijdttSfcuGmaDZcaYHIwxcYwxcYwxORhj4vpijLV3dKKssgY3b9/HqfPncOjoQWzaHofo2MWIjPoYo6e8j1dHhuGZ197Gr553DahfPf8Knn31TbwWNhSjJ41G5LxJiF46G5u2LMHhw5tx6vRhZH5zAL945mX85bkBSH1lAMrfernbnTcGYOT/dMVa/PaVur8XRH2ZbteMOU9T9DdtkTzzFGMfn9rqdttN00Pdx6pgjMnBGBPHGBPHGJODMSYuFGLMZv8RppoGFBQ+RM6V60g+cQLbv07AsnUrMWtRFMZHfoiB48bhj28Nxa9fcJ0u+Pd/eBn/729v4G/D3sKICcMxdeZ4fBr9EdZvWIB9e2OReXIHrl05huLCK2iqK0OnI7BrrSJGD8edN1xDzFnkS69wiXuiXqZLjDlfE+bpLFhMbJxhrxkzkkCnKTZYjfMXFGNMDsaYOMaYOMaYHIwxcXrFmKW+GfdLHuPSdwVIP/UtEg4exspNX2F+TDQmzpqJIe+9jxeGjMC/vTgQv3z2aVz98tmX8e8vvo4/DxqIoeOGYGLESCxY+D5Wrv4YCTsXIf3oOlzK2YfCH7JQa/oejnYTOu2t0sdf8eEHXkNM0VFZpfvPl6gv022fMeeVCj0tcW+E1RSNrsHajokZG3yG2Lq8NN3H6YwxJgdjTBxjTBxjTA7GmDhZMdbYbEVxWRXy8u8i49wl7D16Eut37MKny2Px4fwojJg0FX8bMQb/7+XB+Ps/vOJy9upfXngNf3zzTQwcNQjhU4Zh9ryxWLZ0MrbFz0HSoRic+2YTbl8/DPOj87A13YPDWgmHvQWOzp90ec/aC4v8hlj5Wy+j8WiK7j9for6Mmz6HuAe1Jow+5nlp+xmnthjqrJijkzEmC2NMHGNMHGNMDsaYOG8xplx3deN2IU5duIZDx09h057DiF4bh8hPv8CYj2bgtdHhePaNYfjV8695uO7qDbw24m2M+WAoImcNxxfR72LThg9x6OsFOHV8Ba5f2oay+6lot1yFo/kuHNZyOGxN0Cuw1OytVnRUmWG9fx9t1/LQcuY0mo6moH53AiyLP3ULr4rJ77ndZlnLa8aIehNjrA+obK7Hury07rNkM05twf7b53QflyeMMTkYY+IYY+IYY3IwxgLnet3VTSRnnMW2/UexZOMORH62FOEfz8PAdyfhj2+H4dcvDHSJq3947hX854A3MGDYWxgRPhhTp7+DTz8bifWr38PXOyKQkbIQeWfXoPj7XWgsPwl7wxU4mm/D0VYGR0cDHJ0/6v/6a2rRXlyMtps30ZqTg+bjx9CQuBe1m+NgWfElqhfOgylyCirHj/R4lqvy3TCYpk2CecEcVC+Y5R5jw992u61h3x7dXzdRX8YYI00xxuRgjIljjIljjMnR32NMue7q4rUfkH4qFwmHj2Pl1r2Yv2wjPpi7CEM+iMALw8bh3/46yP26q7++iT8PfhtDxw3GpGnDsCBqJFYuH4uEze8j7eAMXMj6HPeurkdN0T7YLVmw11+CvekHOFofwdFRD4ejU5/X7fgJ9oYmdJQ9RlvBbbReuoTmrEw0HjmIuu1bUbsmFjXRn8I8KwKVE99FRdhg10h6+xVUjB6KqskTYJ47AzVLPkft+tWoT9iBpuQjaD6VjdarV2G9excdFVWwN7tfb2ZrbEblyMF+pym2XLyg+2eEqC9jjJGmGGNyMMbEMcbEMcbk6Gsxpux39fS6q0ys23kAn67ajA8/WYYRU+bgpbD38duXh+Hvn3Ndkv1f/vwGnh84CG+NGdp13dXcMCxbMgZbN45H0p6JOHdsNn7IXQzT7U2wVR6EvToDjrqLaK+/iUbLPXS2W+BwaP9edk8HvOc+HbB241rUfBkN8/yZqPrwA1SOfQflg151jZ7hb6Pqg3Ewz5yG6kWfwLJqOeq2bUbjoQNozjiJlgu5sN76AR2lj2Cvb4TDLucsXcO+PT5DrHrBbN0/T0R9HWOMNMUYk4MxJo4xJo4xJofRY8za7ui+7io7N+/JdVdHEL1uGyIXxWJ05Cd4bexUPPvmSPzqedcl2f+//3kdz742CK+NHIYxE4dj+qwRWPzFaGxa+y4O7ZyAU0lTcOP0XDy6vhRtpVthrzwAe/VJOOq+haPxJhwtxei0Vvtdql3qaoq2zq7pgCUlaMvPR+v5HDQfT++aDhgfB0vsUlQvnA/T9KmoDB+FiqFvukbMkNdROX4kTNMmozpqDmqWL0Htpo1o2LsHzcfS0HLuLNpuXEd7UTFs1RY4OvT92ddv2eQxxEyRU2BrbNb980fU1zHGSFOMMTkYY+IYY+IYY3JoHWM2+4+oqq7HD/dLXK67WhqXgNkxaxE+63MMfG86/jhoHP75hbdU1129iv98+W0MGP4Owt4fiakfj8Knn43C+lXjsG/re8g4+AHyTk5F8aV5aC6Mha1sC2yVibCb0+GozYGj4TocrQ/gaDdLXarda4wFMh3wi4W9Oh0wFLQXFqF+yyZUzvkYNWti0fxNlu5jIuovGGOkKcaYHIwxcYwxcYwxOWTEmPN1V8eyv0XCofSn113Ni8HgibPwwjsf4N9eGoZfPvuKy3VX//HS2/jzkOEYGj4akyLHYsHCsVi1YiwSNo/Hsf3v42L6ZNw/Pw01+VGwPYyFrWwzbBV7YTOlwVF7Fo7G7+BoKdRkqXZv0wEtCTtQtWaVYacDhoqaulZ09LPXTKQ3xhhpijEmB2NMHGNMHGNMDk8xplx3dVV13dXCVZvx4SfLMWLqfLw0cgp++0oY/v6511TXXb2F598ejrfGjcV7H4Vj9oIJWPble9i6MRzJu99HTuok/HDmI1Rdi0R74ULYSpbD9ugr2Cq+hs2cCnvtaTgarvX+Uu0SpwOaF8xG5ZJoQ08HDAWMMSLtMcZIU4wxORhj4hhj4hhjgVNfd3UwPRtf7TmM6HXbMOWTZRgZEYVXx07DswPH4Ff//aZLXP3T/7yBP7w5HK+NHosxUyZg+ryJWBwzGZs3TMShne/jVNIk3PjmQ5RdiUDbnY/RURiFjpKlsJVthK1iD2ymZNgt2U5LtT+Wv1S7ejrgxYuaTgeUes1YP8YYI9IeY4w0xRiTgzEmjjEmrj/HmPN1V+cu33C57mrW4jUYP3NR13VXg8fjn18Y5Hrd1R9fw3++OgwDwsZi5KQPMGX2ZCyM/hDr103Dvu1TkXlwEvIypqD4wjQ0F8yA7f5MdDxYgI6SJeh4tAG28gTYTEeclmovkL5Ue6itDsgYk4MxRqQ9xhhpijEmB2NMHGNMXF+LMUt9k/t1V1u+drnu6k/D3se/vTTMJa7+9+9fxX/8bQj+Mmwshk6YiEkzP8SCzyOxas3H2LVtBo4diMDF9Km4f/4jWG5Oh+3+zC6Fc2ErjkFb8Rp0lG2Hvepw91Ltjqbv4Wh9KGep9kCnA0ZOCdnVARljcjDGiLTHGCNNMcbkYIyJY4yJM3qMOV93dfKs63VXU6OWYfjUed3XXf2fP7hed/WbFwfj+UFj8Vb4JLw3PRJzPpuFZbFzsXXLPCTvn4uc9I9RcGYaqq5FouPeTKfAmgNb8Rewla6B7fF2H0u1Pw2HoBbw0Hk6oFExxuRgjBFpjzFGmmKMycEYE8cYE6d1jFnbHXhUUe123dUXa5/ud/Xq2Gl45k1P110NxB8Gjsbr4yZh3LTpmPHJXCxeHoXN8Z/i8L5PcSrtE9w4PQ9lV2fAevfjp3F1fyZs92fDVrQItoer3Zdqb7whtFS7vdUKS3EZmgvuhMR0QKNijMnBGCPSHmOMNMUYk4MxJo4xJk40xtTXXSWdPON23dWb4ZFerrt6Hf/1+kgMGPUBRk6djo8WzMeiZZ9hw1fR2P/1YmSmLkbeqc9RciUKzbdnq+JqJmz3Z8H24DMPS7Wf6/lS7R6nAx7rU9MBjYoxJgdjjEh7jDHSFGNMDsaYOCPHWMnjKmzZl4KV8V9jwZ/stwAAH2RJREFUZfzXyL9dpPuYPPEUY5b6JtwrLsOFa7dcrruat2yDy3VX//rXoe7XXQ14B38Z/j6GTZqByXOiELXkC6yOW4rde1bgeMoKXPxmGe5fXgLLrUVd11u5BdZMdDxQlmrf5GOp9mb4DSwNpwNaHpSira5J959nKGOMycEYI9IeY4w0xRiTgzEmzqgxFr8vxSVSFOGzPoelvlnz8TSorrv6OiWj+7qrKVFLMWTibPw1bLKX666G4r+HTMDbE6ZjwsxPMHdxDFasW4Edu9YgJWk9zn+zFgWX1sB0awU6ihZ7D6zCKHSULBNaqj2Y1QErxmg7HVDGps/9HWNMDsYYkfYYY6QpxpgcjDFxRoyxxNQsjyHmHGSiz6Fcd3W94D6yv3W97iriM9frrv7xedV1V396C394axxeHx+BcTM+wYzPv8Sny2MRvzMOR47E43TWFty8sBmPb8XBWrIGtuIY2ArneTmD5Wmp9m8CW6q9j00HZIyJY4zJwRgj0h5jjDTFGJODMSbOiDH2L38Z7DPGfvHMy25TFm32H1FZXedy3dXWfSn4cuNOl+uunhv0rtt1V//3j2/gv14fhZdHf4iRHy3AR58uxecr12Hj9ngkHt6BrIxdyMvdjZLvd6Ll4TbYHq3zGVjKUu220rWwl+8IbKl2rg7IGJOAMSYHY4xIe4wx0hRjTA7GmDijxdj5qze7I2ninwZg74ABSH2ly8d/HoBfPzsAv3jmZbww7H0MnjgL/zN0gtt1V7945mX8+9/ewZ+HT8SwyXMwacESRC3fgFXx27ErcQ/ST+7HpdwDKLx5AJYHe2EvT+gKrJIlsBXO9xJYc2Arjva4VLut4QbqzXdclmq3t1rRUWnyMB1wp+7TAY2KMSaOMSYHY4xIe4wx0hRjTA7GmDitY6zVakNRaSUu37iN9FO5SDiUjhWbdmN2zFqMn7kIfxoWjl888zL2DRjgGidPXH19AP7y3AD8Zfi7WLEpATv2JyL1eBLOn0/B7ZtpMBcfRUfl4a4pf4/Wd00BfLDAc2AFulR7e5PP6YA1K75Exfw5ITMd0KgYY+IYY3Iwxoi0xxgjTTHG5GCMiZMRY9Z2Bx6Wm5H3ZHGL3UknsHLrXsxbtgHvzY7GwAkz8Nygd/FPL7ztcvbq138ejP8eMgGDJs7ExPlLELUiDvOXLMGqFz2HmOL0qwOwYulYL4E1E7YHn8JW8nSpdrv5OBy1Z7uWam++B3t1ITpK73ucDmjpwXRAy7pVqIqPD5npgEbFGBPHGJODMUakPcYYaYoxJgdjTJy3GOuwdaKssgbf/XAfWeevYO/RTKzdkYioFXGYOH8JBk2cieeHvIdf/9n1+q5/euFtPDfoXQycMAPvzY7GvGUbsGrbXuw+fAQnv0lH3pWTKLmfhTZTFmym5K5VAcs2oqNkKToKo9B+M9JniCkebvsQ9trTsJsvoqPkAqw/5KLt6nm0nDml+XRArTd97qsYY+IYY3Iwxoi0xxgjTTHG5GCMBcdm/xEV5lrk3ylCdm4eDhzLxqqt+7FgeRymRC3F0Elz8MI7H7hdg/WPz7+J3w8ci9fHR2D8zEWYs2QdVmzahYQDR5CemYbLl0+i6HYWWkxZsJlTu/a1evQVbCXLu/a78nIGy9NS7W3nN7iF19033M+UVbzzpsdIq3w3DKZpk2BeMAc1y2JQu2kDGvbuQVNaKlrOnkHb9etof1AEm7lG2vvKGJODMSaOMSYHY4xIe4wx0hRjTA7G2M+wO36C2dKIH+6X4Ozl6zh8/DS+2nMYn6/Zig8XLsOIqfPx4ohJ+I8B7+CXz77SHVj/8MfX8bs3RuPl0R9iVMQn+Dh6NZbG7cT2/YeQeiIVFy9moLAgE/VlWbCZ0mCr2Ns17e9hLGwPPoPt/qyglmpvL8pA280MtF08ieYTSWg8sA+1m+NQsywG5gWzUDU5HOUjBqH8LffwKnhzAErfdL29ZuFstF65Auudu7CVV8LerN9ngTEmB2NMHGNMDsYYkfYYY6QpxpgcfTnGLPVNuFv0COev5iPp5Bls2ZeCxeu2I3JRLEZNi8KA0VPx21fC8L9//2p3YP2fP7yG374ShgGjp2LUtChELorF4nXbsWXvQSQfT8X53BO4+30GLKWZsJvTYatMhPXhZrSXrOpayOL+bC8rCc7rWqr90bqnS7WbTsJWnIn2Wxlou5iO5qyjaDyciLptm2GJXQrzgjldUwNHDXU9ozX0TVS9PxbmWRGoiVmEurh1aNi7G83H09Gam4uWb78NaJpi49EU3X9GCsaYHIwxcYwxORhjRNpjjJGmGGPizl+9ieNnLuPbvHzdxxKousYWFJY8xoVrt5CalYPtialYGpeAj6NXY0zkQrw6dhr+6/VR+Ic/vt4dWL989hX8x4B38OKISRgxdT4++nQ5Pl+zFZv2HMCR1BSczTmOH25mwFySBZv5BOyVB2B7vL1rCfbiL7qWZPexVHt7ySpYH23tWqrdfAK20iy0F2Sg7fIJtH6TgqbkA10LW6xc1rWB8LRJqBz7DsrffsV1tcD3RsP88TTURH/atb/V7gQ0paWi9XxO1zVXZY8DXsyiesFsnyFWOXIwbI3Nuv88FYwxORhj4hhjcjDGiLTHGPMjPiERYeER3WJi43QfUyhjjPXc8dMX8JsXh7hc0/SbF4fg+OkLuozH31Ltr4+PwO8HjsU/Pv+my5j/9a9D8cI7H2DY5DmYErUUn67ajA0JiTh4NAXZZ9KRfz0DlUVZ6DCd7DoTVb4DttK1TzYbnhvEUu3HYX+UiY47mWjLO4GWU0fRlHIQ9Tu3o3ZNLKoWzkdl5BRUvhuG8kGvPY2eQa91XX81fSqqF0Whdk0s6nduR9PRlK6l2PPzuxa1aGiS/p52VFahcuRgrzHW/E2W7p9Dl/EyxqRgjIljjMnBGCPSHmPMj8i50W5/TkrN1H1coYox1jOJqVlum/s6S0yVc5DuvFT7iTMXvS/V/qe3/C7Vvnb7fuxLSkbWqXR8dy0Djwoz0W7OgM10BLbyBHQ82uBnL6xZXddoPVSWat8HmykN9sdZ6LiXCeu1k2g9k4am1ENdKwiuX42a6E9h/ngaKsNHoXzI6y7LsleOfQemaZNQvXA+LKuWwxy/GbWHD6LlzOmuva5KSmCra4TD8ZOuP2tbYzMsa1e6RFj1gtloy7+p++dQjTEmB2NMHGNMDsYYkfYYY0FKSs3k2TEBjLHgWeqb3c6Iqf3mxSGw1Huevqb9Uu3L0FEY5X0lwQcLYStZDtujTV2rD5pTYTNnwXY/C23XM9B6Lg3Nx46gYe8u1MWtQ03MIphnRaDq/bFumwpXjB6Kqg8/QHXUHFhil3YtzX7kIJpPZaPt2rWu1QMtdR6XZdd60+eeMNKURI+fLcaYFIwxcYwxORhjRNpjjAUpJjaOZ8YEMMaC53xW7C/PDcCivwxA/Etd//uX5wZ0f+2DeTFYuGqzz6Xaf/XfXUu1vxEe6X2p9jvfSFiqPQV2cxbai76B9cZJtJ5PR9PxI2hI/Bq1mzZ07YE1dwYqJ76L8uFvuwZW2OCujYXnz0TN8iWojY9D46FENGdldq0ieP9+1/Ls9k6h9zUUYszoGGNyMMbEMcbkYIwRaY8xFoSk1EyEhUe43FZd20pBMNe2wGRp0X0cRmS2tOBecSUufHcbx05dRMKhE1i5ZR9eGzsVv3jmZcT/zfN1RPEvdQXZb18ejhEfRuHDhSvw2eot2LBjLxKTD+PUqTTcvJaG8gfpaHyUhObS3WgtiYO1aDnaCz/1vlR74XxYH8SgtXgdWh5uR/OjA2gqS0dDwTFYLqehJjsZ5pQDMO3ehYr1a1Gx+AtUzJ6B8onKUu1O43znLZRPGIeKmZGoiP4MlWvXoCphF6qSUmA6dRamvBsw33+I6upGmGtbNWGytMBsadHs+fqmrt9n/ccR2rreQ76Pzvh3iz6U32e9x+FM72M/ot7GGAvQudw8hIVHwFRd63J7h/1HCkJjiw0NTe26j0NL5tquvbDOXb6BwydOY/PeZHyxdhsiFsVi5LQFeGnUZK9Ltf9t9BT8z+DRWPWi+x5Uzla9OACbN05Dx8OVT5Zq93wGy1Y4Fx3Fi9FRuh4dj7fDVnkQtqoTaC/OQNv3J9F64RiaMpPRcPgAarduQs2KL52Wah/iegZr2JuofH8sTLMiUb34M9RuXIv6r3ehMf0YmnO/ResPP6C9vAIdbe2w2X80nIamDjS2dug+jlBm7ehEdW2r7uMIdZYGK1rb7LqPw0iC/e9sa5sdlgar7v+9D3XVtS2wdjh0H4czvY//iHobYywAns6IUc/0lWmKUpZqX7gEn69ai007t+BwcgLOnN6LW98lour+AXSU74Xt8VbYSteh+OS0gPafKs74GLbH22GvPPhkqfZvpC3V3nwsrUdLtRsZpymK67BzmqIMnKYojtMU5eA0RSLtMcb8iImN44IdEhk5xtRLte88dCyIpdonYNik6Zgy7xN8uiwGG+JXIvHgemSf3IgbuXEov7UR7Q/XoaPkS3QUfuL9zNWT669sJUtgK10H2+OtaNg1I6AYq5o0GqbIKagcN8J9f6pxI2CKnILqRVGwKEu1pySj5ewZWL/PR0dpaa8s1W5kjDFxjDE5GGPiGGNyMMaItMcY88FUXeuyx5izgrtFuo8vFGkdYz1fqv1t/PfgcRg0YQomzpqFqMULsHbD59i3JxpZqTH47uxilOZ9Duv9T7xec9W1NPvCrtUFH22ArXwHbJUHYDMfg60yE+3FWbDeykDbpRNoOZ2K5rTDaNi/B7XxcbDELkP1p/NhmvERKke87RZXjwe6T1s0z45AU/IRtJxVlmp/aIil2o2KMSaOMSYHY0wcY0wOxhiR9hhjpCkZMeZrqfYP5sV4X6r9TwPx3FthGPjuBEyInIp5i6Zj5ZrZ2LVjNk4cmo2rGR+j5GIkWm9/7H1T4ZIVsJXFwVaeAHvVoa6NhR9noaPwG1jzM9B28ThavzmKpqMHUb8nAbVfrUfN8iWojpoDU8QUVI4f6bY8e/mg11A59h1UTX0f5vkfo2bJ513TA3duR2PSYdSuXx3QmTGjbQhsdIwxcYwxORhj4hhjcjDGiLTHGOtj8vMv6j4GX7zFmM3+IyrMtci/U4Ts3DwcOJaNDbsOqpZqfx//+lfXwPrV86/j968Pw+tjxuLdj97D7KiJWL5sEnZsnoy0fZNwKX0yHnw7Dc0FM5wWsZgHW/EXsD1cCVvZpidLsR+B3XwS9kdPNhS+noHW3GNozuy61qo+YQdqN6zpWpJ9/kxUfTgRlWOHo3zwa65RNPQNVI4fCdO0STAvmIOaZYtRF7cO9bsTuqYFnj6F1qtXYb1zF7byStib/O8jZWtsRuXIwT5DrHLkYMPvSWU0jDFxjDE5GGPiGGNyMMaItMcY6wPOf3sCf3vHdT+pyHkfouThXV3HZXf8BLOlayXBM5eu4/Dx01i38wA+id2MDxcuxYgps/Hi8Pfw7y8NwS+ffaV77P/w3Kv43auD8MqIERgzaTRmzB2LL2PGYuvG8UjZMwG5aZNxL+cj1OZPR0fhAtiKY2ArXQNb2RbYKvZ27XFVnQFbaRY67mTA+l0GWs4fQ/OJZDQe3o+67VtRu3YlahYvgnnOdFRNnoCK0UNdF7J462VUvDMQVRPG/P/t3e1vneV9wPG/YNKmaW8mddKkSuuE2qoaVUUgtOW5zQyMBhfBoGntQtp6oLIwXANlbgtFc4PTMVkNRGZlLnVGIYGtNOuSdFoES6ApaVm6IdY0Dzgh5IkQEqmvfnthTji+c56c6zr3bdefFx8pOfY55/Yv1jnnm/s614k9n/9M7Lv91pj627tj/8q/i4OPrI5DayfjyI+ejWPPPRdv/uIX8dbuvXHySPdelB5+5mlnxTITY+nEWB5iLJ0Yy0OMQfnE2Dw3/o+jpyPmog8uio9/YFG875zpz516z7kXdiXIpl4/FC/99yvx4//cFhNPPRur1nwvvnL/t6L/rwfjqmU3x3k918Z7z78ifvecdwPr9865IN573kVx3icviyuv+0T0LV8SX7nz6hh94Nr4p+9cFxu+f2Ns3/CF2PvinXHilfvjxP/9fZzYtSZO7J2Mt/esj7f+55k4/tP1cWzLU3H0R2vj0BMT8caja+LAtx+Mqa/fG6/9zZdj7/K++PUNS2NXT4OzSH9+aey+YWnsXf652HfHl2Pqa1+NA6tWxsFH18ThHzwRR3/8b3Fs69Y4vvOXcWLfVJw8/nbl/7ZFRzZvit3XXTNz047rrokjmzdVfmzzkRhLJ8byEGPpxFgeYgzKJ8bmsampffGecy+MKz+0KF762MwNHSYvWBQffv+iuPzaqzq6rXe3at8Wk+uejoceeTjuvv8bccuK2+PqZZ+NxVd9Kv5k8WXx++9fXLdV+/nxxx/5aHzk8otjSe/lsezmJXHHHVfFt+5fGt8d+0z8cO1AvLDxrtjzs5Xx1q7xOLH3iTj26lNxeMeT8eYL01uuv7txxcOx/8GRmBq+Z3rjis8vi93X/UXsWnLxzKi65ILYddUVsfumT8feL/XHa4MrYv99w3HgoVXxxmOPxuF1T8WRTRvjzRdejOP/+0qc2P96nDxxqvJ/q5yObdsauzf+JI5t21r5scxnYiydGMtDjKUTY3mIMSifGJvHRh/6Wiw/t/nStZc+Nh1ka5/8bjyx7vH4h0dWxb3fvDu+sOJLsfSzfxkXXn11/OlHL40/+MDiuiWOi+KPPnxh/NklF8Unll4WN/YtidtXLI0H7l8W46v/Kv7liXti66YHY9fPH4u3Xl03vXHF1nVxdNOT0xtXPD69ccWBkQfita8OTW9c8bkbW29csez62HvrLTF1152nN6449L3H4vAzT8fR//hJHNv+s+nPtjp4KE56koiTp34Te6aOVH4M850YSyfG8hBj6cRYHmIMyifG5rHbb7mh7Q57P1y8KH7nfYviDz+0OD748YvikmuuiOv7ronbVtwY931zIB5efVf861Mr47+e/U68uvmxOPb8ujj672vj8PrH4/DE+PTGFQ98I6buuvOdjSuun9644tJmG1fc+M7GFUNxYOSB6Y0rvv/49MYVW7bEwRe3x8Gdr8Tbh8VECjGWToylE2N5iLF0YiwPMQblE2Pz2Nrl7WPsVxefHz+9+9Z447FHpzeuuG84XhtcMb1xxU2fbrxxxZKL39m4Ytn0xhXD98T+B0fi4COr4/A/r53euOL55+P4yy/HW7v3xttH3+z4mOfyhz7PJ2IsnRhLJ8byEGPpxFgeYgzKJ8bmseduvv6M8Nq8+MwPA/7Vpz4Ze5f3TW9c8fV748C3H4yDj66JQ0/+YHrjim3b4vgvy9m4QozlIcbSibF0YiwPMZZOjOUhxqB8YmweO7hm9Rnh9fOPnRljc2mjBzGWhxhLJ8bSibE8xFg6MZaHGIPyibF57MjmTW2XKP76yssqP856YiwPMZZOjKUTY3mIsXRiLA8xBuUTY/Pcvtu+2DLGDq5ZXfkx1hNjeYixdGIsnRjLQ4ylE2N5iDEonxib5068cTj29N/UMMReX7Wy8uMrEmN5iLF0YiydGMtDjKUTY3mIMSifGPstcWTzpnh91crYd9sX4+Ca1XH85Z2VH1MjYiwPMZZOjKUTY3mIsXRiLA8xBuUTY5RKjOUhxtKJsXRiLA8xlk6M5SHGoHxijFKJsTzEWDoxlk6M5SHG0omxPMQYlE+MUSoxlocYSyfG0omxPMRYOjGWhxiD8okxSiXG8hBj6cRYOjGWhxhLJ8byEGNQPjFGqcRYHmIsnRhLJ8byEGPpxFgeYgzKJ8YolRjLQ4ylE2PpxFgeYiydGMtDjEH5xBilEmN5iLF0YiydGMtDjKUTY3mIMSifGKNUYiwPMZZOjKUTY3mIsXRiLA8xBuUTY5RKjOUhxtKJsXRiLA8xlk6M5SHGoHxijFKJsTzEWDoxlk6M5SHG0omxPMQYlE+MUSoxlocYSyfG0omxPMRYOjGWhxiD8okxSiXG8hBj6cRYOjGWhxhLJ8byEGNQPjFGqcRYHmIsnRhLJ8byEGPpxFgeYgzKJ8YolRjLQ4ylE2PpxFg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},
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}
},
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"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"font": {
"color": "#4D5663"
},
"text": "Sensitivity: Tsource"
},
"width": 600,
"xaxis": {
"autorange": true,
"gridcolor": "#E1E5ED",
"range": [
-28.960817717206133,
28.960817717206133
],
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"font": {
"color": "#4D5663"
},
"text": "Tsource delta"
},
"type": "linear",
"zerolinecolor": "#E1E5ED"
},
"yaxis": {
"gridcolor": "#E1E5ED",
"range": [
0,
8.36
],
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"font": {
"color": "#4D5663"
},
"text": "Payback Period in years"
},
"type": "linear",
"zerolinecolor": "#E1E5ED"
}
}
},
"image/png": 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",
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" <div id=\"3c9963f5-4638-434a-b0ec-604eca893d76\" class=\"plotly-graph-div\" style=\"height:400px; width:600px;\"></div>\n",
" <script type=\"text/javascript\">\n",
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" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"3c9963f5-4638-434a-b0ec-604eca893d76\")) {\n",
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",
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"colorway": [
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"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
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"font": {
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},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
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},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
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"linecolor": "white",
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},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
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},
"scene": {
"xaxis": {
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"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
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"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
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"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
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}
},
"shapedefaults": {
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},
"ternary": {
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},
"baxis": {
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},
"bgcolor": "#E5ECF6",
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},
"title": {
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},
"xaxis": {
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"title": {
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},
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},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"font": {
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},
"text": "Sensitivity: Electricity prices"
},
"width": 600,
"xaxis": {
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"gridcolor": "#E1E5ED",
"range": [
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"showgrid": true,
"tickfont": {
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"title": {
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"text": "Electricity price factor in %"
},
"type": "linear",
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},
"yaxis": {
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"range": [
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"showgrid": true,
"tickfont": {
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"title": {
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"text": "Payback Period in years"
},
"type": "linear",
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}
}
},
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"#### __Conclusions__"
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"* The business case for a Heat Pump seems favourable\n",
"* Flexible operation, using aFRR, can improve the operational results by 30-40%\n",
"* However, this only results in a marginal improvement of the business case\n",
"* SDE++ has a very favourable effect on the business case, but is not critical\n",
"* The business case is notably sensitive to the temperature lift required, and is therefore strongly dependent on the specific use case."
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}
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