{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example for open_FRED weather data download\n", "\n", "This example shows you how to download open_FRED weather data from the [OpenEnergy DataBase](https://openenergy-platform.org/dataedit/) and store it locally. Furthermore, it shows how to convert the weather data to the format needed by the `pvlib`and `windpowerlib` using the `feedinlib`.\n", "\n", "* [Download data for single coordinate](#single_loc)\n", "* [Download data for a region](#region)\n", "* [Convert data into pvlib and windpowerlib format](#convert)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from shapely.geometry import Point, Polygon\n", "\n", "from feedinlib.open_FRED import Weather\n", "from feedinlib.open_FRED import defaultdb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download data for single coordinate \n", "\n", "To download data for a single location you have to specify a shapely Point with longitude and latitude of the desired location. Data will be retrieved for the nearest weather data point to that location." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "location = Point(13.30, 52.47)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Besides a location you have to specify a time period for which you would like to download the data as well as the weather variables you need. The feedinlib provides predefined sets of variables that are needed to use the pvlib and windpowerlib. These can be applied by setting the `variables` parameter to \"pvlib\" or \"windpowerlib\", as shown below.\n", "\n", "Concerning the start and end date, keep in mind that all timestamps in the `feedinlib` are in UTC. So if you later on want to convert the data to a different time zone, the data may not cover the whole period you intended to download. To avoid this set your start date to one day before the start of your required period if you are East of the zero meridian or your end date to one day after your required period ends if you are West of the zero meridian." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# download data for July 2017 (end date will not be included in the \n", "# time period for which data is downloaded)\n", "start_date, end_date = '2017-03-01', '2017-04-01'\n", "# set variables set to download\n", "variables = \"windpowerlib\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the open_FRED weather dataset provides some variables at different heights, such as wind speed and air pressure, it is possible to define which heights you want to retrieve the data for." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "heights = [100, 140]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can retrieve the data:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "open_FRED_weather_windpowerlib_single_location = Weather(\n", " start=start_date, stop=end_date, locations=[location],\n", " heights=heights,\n", " variables=variables,\n", " **defaultdb())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Weather` object can be stored and later reloaded using the `to_csv` and `from_csv` functions:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "open_FRED_weather_windpowerlib_single_location.to_csv(\n", " 'open_FRED_weather_windpowerlib_single_location')\n", "open_FRED_weather_windpowerlib_single_location = Weather.from_csv(\n", " 'open_FRED_weather_windpowerlib_single_location')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download data for a region" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example we will retrieve weather data needed for pvlib calculations. We can do this by setting `variables` to \"pvlib\". In this case specifying the heights for which to retrieve the data is not necessary as irradiance data is only available at the surface and 10m wind speed is used per default.\n", "\n", "**The following code may take a while to execute!**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# read provided shape file\n", "import geopandas as gpd\n", "region_shape = gpd.read_file('berlin_shape.geojson')\n", "\n", "open_FRED_weather_pvlib_region = Weather(\n", " start='2017-07-01', stop='2017-08-01', \n", " locations=[], \n", " regions=[region_shape.geometry.values[0]],\n", " variables=\"pvlib\",\n", " **defaultdb())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convert data into pvlib and windpowerlib format\n", "\n", "In order to use the weather data for your feed-in calculations using the pvlib and windpowerlib it has to be converted into the required format. This is done using the `df` method of the `Weather` class. \n", "The dataframe can only be created for a single location, which is also how it is required by the pvlib and windpowerlib. You therefore always have to provide a shapely Point with longitude and latitude of the desired location." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first plot the downloaded weather data points for the region on a map." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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Vq1bZOopWiCxfvpwePXowePBgjEajreNodiC3BUCALUqp/Uqp4VkMHwpsyqJ/TSAaWKCUOqiUmquUcjENqyQikab3V4FKeQlenNWvX5+goCDGjh3L22+/jT3dzKdZTps2bfj++++Jj49n2rRpto6j2YHcFoC2ItIM6AqMUkq1vztAKTUOMABLspjOEWgGzBKRR4EEsjjUY3pedZZrMaXUcKVUqFIqNDo6OpdxC5cTJ04we/ZsRo4cSdu2benduzfBwcGkpaXle56NGzdm9+7drFu3joEDB3Lz5k0zJtbslaOjIz/99BMTJ07k6NGjto6jFXK5KgAictn0eg1YA7QAUEoNBroDAyXrzdAIIEJE9po+ryS9IABEKaWqmOZTBbiWzbJ/EJEAEQmwt0vbYmNjefXVV+nYsSP79u2jXr16fPHFF3To0IExY8bg4+PDm2++SXBwMFFRUXnekvf19eXw4cNUqFABf39/vv/+e5KSkiz0bTR74efnx6RJkxg4cKD+e9AeLqtWYjJ3gAvglun9LuBpUxcGeOYw/U6grun9p8Bk0/vJwPum9+8Dk3LKYk8tgkVEREjjxo1l6NChcvPmzSzH+eeff+Szzz6T1q1bS8WKFcXV1VXatWsnY8aMyXPrUocOHZLnnntOqlWrJn/88Yc5voJmSWlpIlevihiNFpm90WiU559/Xt5+++0H+ickJEhUVJRERUWJ0ULL1woXsmkRLDcFoBZw2NQdB8aZ+p8BLgGHTN1sU39vYGOm6ZsCocARYC1Q3tTfg/Srf04DfwAVcspiDwUgMTFR1qxZI9WqVZNvvvkmT//Bbty4IUFBQfL555+Ln5+fPP7447JixQpJSUnJ9TyCgoLEw8NDrly5kp/4mjWkpYm0by/i6Jj+mpZmkcVcv35dqlatKnXq1JEqVaqIm5ubODg4iLOzs3h6ekqFChWkTJky0qhRI3n55Zdl+vTpEhISIsnJyRbJo9lOdgVAPw3UDGJiYtiyZQtr1qxh8+bNNGnShLfffpuePfN/YZPBYGDVqlXMmjWLkydPEhAQQO3atfHz86NZs2a0bt0aBwcHYmNjcXR0zHjksdFopE6dOixbtoyAgAce/lf0GI0QHQ1eXmAvjz6IigIfHzAYwNERIiKgkmWugbhx4wbXr1/H1dUVV1dXXFxcKFGiRMbw2NhYTp06xf79+wkNDSUkJITw8HAaN25Mq1ataNOmDY8//jhVqlSxSD7NOvTjoM1k9+7dzJgxA4PBwO3btzl37hxXrlyhQ4cO9OjRgx49epj9Nvxz585x9OhRzpw5w5kzZ9i+fTvx8fF0796dX375hTt37uDk5IS3tzdubm6ICHv37i36z4IxGqFTJ9i1C9q0geBgsIfHQItAx47/P/effxaq4hUfH09oaCi7d+9m165d/P3333h6ejJixAiGDh2qHy9th3QBMJPRo0dz8uRJhg4diru7O76+vvj7+z+0TV1zExGOHj3Kpk2bcHV1ZeTIkdy6dYsrV65w5coV6tevT9WqVXM/Q3vcigarbkmbnR395kajkb179/Lf//6X33//nQEDBvB///d/1KlTx9bRtFzSBcBM2rdvT0pKCkuWLMHPz++eYQkJCWzfvp3Nmzdz9epVFi5cWOB2dC3OXreiodBvSRdFly9fZtasWfzvf//jhRdeYMKECfe0P60VTroAmMmRI0f43//+R1RUFMOGDePSpUtcunSJPXv2sGfPHpo1a8ZTTz3F3r178fPzY+rUqTbNmyN73ooGu9qSLkpiYmIYP348v/76K7/++ivNmjXLeSLNZnQBMKPbt2/Tq1cvHB0d8fX1pVq1ajRt2pROnTpltMAUExNDo0aNWLVqFa1bt7Zx4ofQW9FaAaxatYrXX3+dtWvX0qZNG1vH0bKhm4Q0o7Jly7Jt27aHjuPh4UGfPn0ICQkp3AVAqfTDPnorWsuH3r174+zsTO/evdmzZw/Vq1e3dSQtD3QB0NKP+dvTYR+tUOnWrRvvvPMOzz33HN9++y1eXl6EhYVhMBh48cUX77nsVCtcdAGwoAsXLtC0aVNbx9A0i3vrrbdwcHDg448/5tatWzRs2JCIiAi2bt3K6NGjadCgAaVLl7Z1TO0++hyAhYSEhPD8889z6tSpjJu0NK04iYmJYeDAgRw6dIhu3boxf/58W0cqtrI7B2An1/vZl5SUFN566y0+/fRTvfLXii0PDw9+//13jh49yqpVq0hOTrZ1JO0+ugBYwMiRI/Hw8GDIkCG2jqJpNufp6ckjjzzCnj17bB1Fu48uAGZ2/vx51q5dyy+//KJPfmmaSdeuXdm0Kas2ozRb0gXAzBYuXMiLL76Ii4tLziNrWjHh7+9PeHi4rWNo98lVAVBKnVdKHVVKHVJKhZr6TVZKnVRKHVFKrVFKZfmEqKymNfX/VCl12dT/kFKqm3m+km2FhYXRvHlzW8fQtELl8ccfZ8eOHezYscPWUbRM8rIH0ElEmmY6kxwENBSRxsAp4IM8THvXf0z9m4rIxjxksakVK1Zw8ODBLIe1b9+ev/76y8qJNK1w8/X1Zc6cOQwZMkSfDC5E8n0ISES2iIjB9HEP4GOeSIVbXFwcr732Gk899RRLly4lJSXlnuEeHh56V1fTsvDcc8/h6uqq2youRHJbAATYopTar5QansXwoUB2Z3geNu0bpkNI85VS5XOZxaYWLlxI586dWb16NTNmzKBcuXJUqVKFevXq8eSTTzJq1CjGjRtn65iaVuikpaVx8+ZNXF1dbR1FM8ntncBtReSyUsoLCFJKnRSRHQBKqXGAAViSx2lnAZ+TXiA+B74lvZDcw1Q0hkP6bqQtpaWl8f3337No0SLatGnDzp07SUhI4Pbt29y+fZvw8HAeffTRvD2LX9OKiQ0bNlC5cmXq1q1r6yiaSa4KgIhcNr1eU0qtAVoAO5RSg4HuQGfJ5pbi7KYVkai74yil5gDrs5n+B+AHSL8TOJffyyI2bNhAhQoV7nm4m4uLCy4uLnh7e+Pv72/DdJpWuC1btox9+/bxxBNP0KBBA+rXr5/xqtsUsI0cHwWhlHIBHEQkzvQ+CPjMNHgq0EFEovMyrYj8rpSqIiKRpvHeAlqKSP+HZbH1oyACAwN59dVXefHFF22WQdPslYhw+fJljh8/zvHjxzlx4gTHjx8nLCwMJyenjIJwt9OFwXzy3R6AUqoWsMb00RH4WUQmKqXOAKWBGNOwPSLymlLKG5grIt2ym9Y038VAU9IPAZ0HRtwtCNmxZQE4deoUHTt25MKFC5QsWdImGTStKMpcGMLCwjIKRFhYGKVKlaJ+/fr4+/vj6+tLxYoVqVixIp6enhmv5cuX1zdd5kA3CFNAc+bMYefOnSxatMgmy9e04kZEiIyM5MSJE5w4cYKIiAiuX7+e0UVHR3P9+nVu3LhBq1at2L17t60jF1q6QZgC+uuvvwp3wy6aVsQopfD29sbb25vOnTvfMyw8PJxLly5x7tw5xo4dy8iRI22U0r7pApALN27c4LfffuPLL7+0dRRNK/bi4uKoX78+rVq1wsPDg5UrV9KpUydbx7JLugDkwvvvv8/AgQP15Z2alpnRaJOmRCMiIqhRowbbt2+32jKLKl0AchAWFsbq1as5deqUraNoRZWNVqQFYjRCp06waxe0aZPerrSDdZ4tGRERgY9P+oMHRARlL79ZIaQLQA7Gjx/PRx99RIUKFWwdRSuKbLgiLZDo6PTMBkP6a3S01dqVjoqKYtu2bfj4+BAZGYmI4OjoiKOjIyVLlsTR0REXFxfc3NxwdXXFzc0to3v++efp2bOnVXLaA30VUA58fHz466+/qFGjhlWXq+WRPW5FA0RFgY9P+orU0REiIqy2Ii0QEejY8f8Xrj//tNrvHhcXx5EjR/Dx8cHb25sSJUpgMBhITU3NeE1ISCAuLi6ji4+PZ/fu3axbt46TJ08Wu70GfRloPogITk5O3L59GycnJ6stV8sje92KBpuuSAvMzoru2bNn8fPzY+vWrQQGBto6jlXpNoHzITY2llKlShWvlb/RmL5VakcbBlkejrAXSqUXrIgI+1r5Q3qRrVSpUGcWEYKCgujZsyePPfYYH3/8MS1btrR1rEJDF4CHuHjxYsbJpmLh7pa0j0/6VqnRaOtEuePllb717OiY/urlZetEeWMHK1J7Ex8fz3//+1/8/f0ZM2YMXbt25cKFC3z22We6tb5M9Engh9i9e/c9WwsiwvXr1zl79iznzp3j3LlzGe/Pnj1LbGwsX375JcOHD7e73WPApif2CuTuVrS9/d6a2RkMBmbNmsVnn31G+/btmTNnDm3bti12x/xzSxeAhwgNDWXjxo3UqFGD27dvExcXR9myZalZs2ZG17x5c/r06UOtWrVISUkhMDCQKZMmsTk1lRqXL6Mef9x+jknf3ZK+ezzanrak725Fa8XWgQMHeOWVVyhbtix//vknDRo0sHWkQk+fBH6Iq1evEhkZSdmyZSlXrhzu7u44Oj68ZhqNRo5v20b9p56ihNGIQSmWTZlC92HDKFu2rJWSF4A97rloxVpaWhpffvkl//3vf5k8eTKDBg3SW/z30VcBWZPpyg7ZtYuYunUZXqcO24KDeeaZZxg8eDCBgYH66YWaZgZpaWkMGDCAyMhIli5dire3t60jFUr6KiBrMh2TVhERVDx6lNVr1nDmzBlatWrFe++9R40aNdiyZYutU2qa3Zs0aRKRkZFs2bJFr/zzIVfnAJRS54E4IA0wiEiAUmoy8CyQAoQDQ0TkVm6mNfWvACwDapDeHkA/EblZsK9TiNx3TLpixYp069aN1atXU7JkSfz8/GwYTtPs3759+/jPf/7D/v37i9el2maUlz2ATiLSNNNuRBDQUEQaA6eAD/IwLcD7wFYRqQNsNX0uktLS0pg6dSotW7ake/fu7Nq1SxcATSsAEWHYsGH897//pVq1araOY7fyfRWQiGQ+hrEH6JPHWfQAOpre/wj8CbyX3zyF1bFjxxg2bBhlypRhz5491K5d29aRNM3u7d+/nzt37tCvXz9bR7Frud0DEGCLUmq/Ump4FsOHApvyOG2lTE1AXgWK1DV8qampfP7553Tq1IlXXnmFrVu36pW/ppnJTz/9xMCBA/XVPgWU2z2AtiJyWSnlBQQppU6KyA4ApdQ4wAAsyeu0d4mIKKWyvBzJVDSGA/j6+uYyrm0dO3aMl19+GU9PTw4cOKB3UTXNjAwGA0uXLmXnzp22jmL3crUHICKXTa/XSG/kvQWAUmow0B0YKNlcT5rdtECUUqqKaT5VgGvZTP+DiASISICnp2cuv5btLFiwgE6dOvH666+zadMmvfLXNDObN28e9evXp06dOraOYvdyLABKKRellNvd90AX4JhS6mngXeA5EbmTl2lNg9cBL5vevwz8WpAvYmvJycmMGDGCSZMmsWPHDl555RW9e6ppFjB16lQMBgP//ve/+eOPP2wdx67l5hBQJWCNaWXmCPwsIr8rpc4ApUk/rAOwR0ReU0p5A3NFpFt205rm+zWwXCk1DLgA2O3ZnIsXL9KnTx98fX0JCQnBzc3N1pE0rcj6448/+Pnnn3n//feJi4vjiSeesHUku6XvBC6grVu38tJLLzFmzBjGjBmjt/o1zcIOHz7Ms88+y4gRI/jwww/1/7lcyO5OYP0wuHwSESZNmsR3333Hzz//TKdOnWwdSdOKvLVr1/Lqq68yY8YMfQmoGegCkA+xsbEMHjyYy5cvExISok/0apqFiQhfffUVs2bNYtOmTQQEPLAxq+WDfhZQHoWFhdGiRQsqVarEjh079Mpf0ywsMTGRgQMHsnbtWvbu3atX/makC0AuiQjLly+nQ4cOvPfee8yaNYvSpUvbOpamFWnXr1+nQ4cOAGzfvl0/8M3M9CGghwgNDWXmzJmcO3eO8PBwnJyc2Lx5M82aNbN1NE0rFubMmcMjjzzC4sWLczzZe/v2bcaMGcO1a9fw9vbGw8ODmjVr0qVLF7u5idTa9B7AQ/zyyy8kJyczbtw4goODOXnypF75a5oVbdiwgZdeeumhK//U1FRmz55N7dq1cXR0ZPDgwTRu3BhnZ2eCg4Np1qwZDRs2ZOLEiSQlJd07sdEIUVHpbQ/w5egAACAASURBVHgUQ3oP4CHi4+Np166dvs5Y02wkMjKSd999l/r162dsxScnJ3Pp0iViYmL46quv2Lp1KwEBAWzbto1GjRo9MI+0tDRCQ0P55ptvaNy4MW+88Qb169fHo3x5fAYNouI//8Djj6PspelWMype3zYP0tLSOHjwoN511LTcsMCWdGxsLLVr18bX15fMj4GZOXMmzZo1Y8CAAXTu3JmIiAiCg4OzXPkDlChRgpYtW7J69Wpmz57NwYMH+fLLL3nrpZcof+IEKi2NtB072PzTT9jTfVHmoG8Ey0JaWhq9evUiMTGRTZs25dgOsKYVa0YjdOoEu3ZBmzZgpi3pLl26EBoaSuvWrdm+fTtNmjTh22+/Zf369ZQuXZqPP/64YAvI1HTrjXr1aGcw4F62LAMHDmTgwIFUqFChwN+hsNBNQuZSWloaU6ZM4cyZM2zcuFGv/DXrssdj0tHR6St/gyH9NTraLLOdOnUq77//Pm3btuXs2bP4+PjQt29f5s2bR7ly5Qq+gExNt3ocOcKRo0f55JNP2L17N48++iiHDx/OdtKYmBg6d+7MmDFjOH/+fMGz2IqI2E3XvHlzsbSPP/5YWrVqJceOHbP4sjQLSUsTuXpVxGi0dZK8SUsTad9exNEx/TUtzdaJcsdovDe3hX732NhYOXDggOzYsUNiY2Mtsoy7li1bJhUrVpTXXntNli1bJgcPHpRr166J0fTd7ty5I6S3dSIlS5aUl19+WU6cOGHRTAUBhEoW61S9B3CfqKgo+vTpQ4MGDWwdRcuPu4cjfHygY8f0z/bCQlvSFmfakiYiAv78M/2zBbi5ufHoo4/Srl07iz9wsV+/fuzevZs6deqwZMkSBg0aRL169XB2dqZy5cpMmDCBmzdvMnToUFxcXKhWrRrt27enb9++HDlyxKLZzEkXgPu4u7sTGxtr6xiFgz4cYV1eXunH0B0d01+9vGydKPccHKBSJYut/G2hdu3avP322/z6668cOXKEmJgYbt68ycaNG5kxYwaQ3jbBI488QqdOnTh79iytW7emS5cuODk5MWDAgEJ/UlkXgPu4urqyZs2aB68XLm7sdUvanleiVtqS1vLP2dk54+jA3XsTunTpwrZt23B1deXtt9/mypUrREdHc/r0aaZNm2bLuDnKVQFQSp1XSh1VSh1SSoWa+k1WSp1USh1RSq1RSmV7VkYpVUIpdVAptT5Tv4VKqXOmeR5SSjUt+NcpuE8++YRz585x506Wbdzkj96Sth57X4kWwS3poiY1NRWlVMbWvb+/P6dOncoY7uDggJubG8uWLWPixIn8/ffftoqao7zsAXQSkaby/y8lCgIaikhj4BTwwUOm/T/gRBb93zHNs6mIHMpDFouJiYmhRIkSlC9f3jwz1FvS1qdXopoFubq60rlzZ/r06cMHH3zAypUrqV69+gPj1apVix9//JGePXsyadIk0tLSbJD24fJ9CEhEtoiIwfRxD+CT1XhKKR/gGWBufpdlTfPmzaNVq1bma2RCb0lrWpHzww8/MGzYMFxcXPDx8eGdd97JcryuXbsSGhrK+vXreeKJJ7h48aKVkz5cbi9yF2CLUkqA/4nID/cNHwosy2ba70hvOzir0/YTlVKfAFuB90UkOZd5LCIkJIRPP/2UsLAw88307pb03Ztk7HFLWtO0e3h6evLiiy/matzq1asTHBzMpEmTCAgIoGfPnjg7OxMeHk7//v3p06cPTk5OFk6ctVzdCayUqioil5VSXqQf+hktIjtMw8YBAcDzct/MlFLdgW4iMlIp1REYKyLdTcOqAFeBUsAPQLiIfJbFsocDwwF8fX2bX7hwId9fNie3b9/mhRdewGAwsHTpUipWrGieGRuN6Vv+Xl56S1rTirGwsDCCg4OJj4/Hx8eHRYsWsX37djw8PPDy8qJy5cpUq1Yto3vuuefMckdydncC5/lREEqpT4F4EZmilBoMjAA6i8gDZ02VUl8B/wIMgBPgDqwWkZfuG68jmYpDdqzxKIi0tDQ+/PBDli9fzpw5c+jcubNuc1TTNItJTk4mOjqaa9euceXKFSIiIrh06RI7d+6kZMmSbN26tcDLyHcBUEq5AA4iEmd6HwTc3VKfCnQQkRwPbGe1ByAikSp97fofIElE3n/YPKzZKPyaNWsYN24c7u7uGf8QmqZp1rJx40Y++ugj5s+fT+3atXF1dc33vAryLKBKwF9KqcNACLBBRH4HppN+XD/IdBnnbNOCvJVSG3Mx3yVKqaPAUaAi8EUuv4tV9OrVi2PHjhEbG8u0adMK/Q0dmqYVDRcvXuTDDz9k4sSJHDx4kF69etG5c2eLLCvHk8AichZokkX/2tmMfwXolkX/P4E/M30OzENOm3BwcGDdunU89dRT7NmzhxUrVtg6kqZpRdS1a9f48ssvWbx4MYMHDyY2NpaJEydy8+ZNwsPDiY2Nxd3d3azL1HcCP0RkZCTLly8nLS3NPE8f1DRNy4KIEBAQgIgQFhbG+PHjOXPmDHFxcRw4cIA1a9awYMECsy9XP+s4Gxs2bGDIkCE8//zzLF68mLZt29o6kqZpRczly5c5f/48169fx8HBge+//x6AlJQUJk2axNmzZ6lQoQIdOnSgX79+Zl++LgD3MRqNfPHFF8yYMYN169bRqlUrW0fSNK2I6tevH7t27cLf35/Bgwdn9C9VqhSjR4+2+PJ1AbhPdHQ048eP59ixY/qR0JqmWdTQoUMJCQnhrbfe4pVXXrH68nUByCQhIYE5c+bg4OCAlz3dsatpml0aNmwYp06dYvjw4XTp0iXLZwpZUrE+CRwWFsbp06cB2LZtG/Xq1eP48eP8888/9zRCrWmaZm5RUVG0a9eOFStW4OPjg6+vr9UzFNs9gKVLl/J///d/KKVwc3MjKSmJqVOn0rdvX1tH0zStiAsPD+epp55i4MCB9O7dm0qVKtnkiQPFqgCkpqby999/s3r1apYuXcr69etp3rw5hw4domrVqlSuXNnWEc1KRO75o0pLS+POnTskJiaSmJhIcnIyycnJpKSk0LBhQ0qXLm3DtFpCQgJGo9HizR1qtnXq1CkCAwP56KOPeO2112yapdgUgI8//pgZM2bg5+fHs88+y/79+6lWrRoAzZs3t3E68zAYDOzZs4fNmzezadMmDh06hLu7O0ajkTt37mAwGChTpgzOzs44Ozvj5OREqVKlSEhI4Mknn+SHH+5/yKtmSXfu3CE4OJhNmzaxc+dOzpw5A4CPjw+PPfYY33zzDVWrVrVxSs2cRIQRI0YwePBgm6/8IR8Pg7OlgjwLqH///rRs2ZK33nrLzKlsJzU1lUOHDvHXX3+xc+dOgoODqVmzJk899RRPP/00LVq0ICEhgRIlSlCmTBlKlSqV5W5mdHQ0jzzyCGfOnMHDw8OsGSMiIqhUqZJ+lhLp//lPnDjBli1b2LRpE7t27SIgIICuXbvSsWNHmjRpQokSJTh58iTTpk0jKSmJRYsW2Tq2ZkbLli3jiy++IDg42HxPG86F7J4FhIjYTde8eXPJr8WLF0uPHj3yPb0tRUVFycyZM6VXr15Sv3598fHxkfLly0upUqWkUaNG8vrrr8uSJUskMjIy38vo16+fzJkzx2yZjx07Jr179xZAPv74Y7PN195cvHhRFixYIC+99JJUqVJFqlevLq+88oqsWrVKbt++ne10sbGxUrlyZTl48KAV0xZzaWkiV6+KGI0WW8TMmTPl6aeflrS0NIstIytAqGSxTi02ewDR0dHUrFmT27dvU6JECYKCgjh69CiPPPII3bt3Z8GCBezfv5/IyEhatmzJu+++a+b0eXP9+nVWr17N8uXLCQ0NpVu3bjz77LPUr1+f8uXL4+Ligqurq9mO2y9evJi1a9eyatWqAs0nIiKCjz/+mI0bNzJ27FiqVq3KhAkTCA0NNdux7bt/s4XtMd0Gg4Fjx45x+PBh9u7dy9atW4mJiSEwMJAnnniCzp07U6tWrVznvnsz4ubNmy2cXMtouvVuw03BwekNIplZcnIyXbp0oWHDhsyYMcPs889Osd8DMBqN0rlzZ6latap8/vnnUqZMGQFEKSWvv/66ADJu3Dh58803pWzZspKcnJzvZeVXTEyMzJ07V7p06SLu7u7Sr18/WbVqldy5c8fiy46IiBBPT898T3/nzh355JNPpEKFCvLBBx/IrVu3RCT9d3/99delZcuWcv369QJlvHTpkkycOFEAGTVqVIHmZQ5Go1HWrl0r7733nnTo0EFcXV3F399fBgwYIFOmTJGDBw8WaEsvJSVF6tSpI1u2bDFjaiuwwpa02V29KuLoKALpr1evWmxRt2/flkceeUReeeUV2bt3r8WWkxnZ7AHkasULnCf9sc2H7s4ImAycBI4Aa4ByD5m+BHAQWJ+pX01gL3CG9OYkS+WUoyAF4K79+/fLyJEjpVSpUjJjxgz5/fffZfz48XLu3DkhvelLef755yU2NrbAy8qNGzduyIIFC6Rr167i7u4uffr0keXLl0t8fLxVln9XcnKylChRQlJTU/M0ndFolDVr1kjNmjWlb9++cvHixSzHeffdd8Xf318uXbqU51yrVq2Srl27Svny5WX48OHy/PPPy5gxY/I0H0v466+/xNnZWSZMmCCbN2+Wmzdvmn0ZK1askKZNm4rBYDD7vC0iLU2kffv0lWj79umf7YHReG9uCxeviIgI+fLLL8XNzU3OnTtn0WWJmKcAVLyvXxfA0fT+G+Cbh0z/NvDzfQVgOdDf9H428HpOOcxRAB5m0KBB4u/vb/GV/61bt2TRokXSvXt3cXd3l169eskvv/wicXFxFl3uw6SkpIibm5ssXrxYhg0bJp06dZJ27dpJv379ZO7cuXLt2rV7xo+Li5PffvtNAgMDpX79+rnaSp00aZJUr15dTp48meO4x48fl7Fjx0qlSpWkffv28uOPP0pCQoKIiKxfv148PDxk8uTJkpKSkr8vbAa//fabtG/f3qLLMBqN0r59e5k5c6ZFl2M2VtySNjsr77l8++23AsiHH35o8WWZvQDcN7wXsCSbYT6kN/oeeLcAAAq4nqmAtAY255TD0gUgOTlZXnjhBenWrZuEhISI0Yx/CHFxcbJkyRLp0aOHuLu7y3PPPSc//fTTQ08EWtugQYOkQ4cOMm3aNAkKCpLg4GD58ccfpU+fPuLu7i6+vr7i7+8vVatWFWdnZ2nfvr3MnTs3T3sN8+bNE29vbzlx4sQDwy5fvixTpkyRRx99VLy9veXdd9+Vf/75J8v5nDp1Sp5++mnx9/eXrVu35vs7F0RiYqJUqlRJwsLCLLqcI0eOiKen5wNFuFCy8pa0vUpMTJTSpUtb7SR/QQvAOeAAsB8YnsXw34CXspl2JdAc6JipAFQEzmQapxpwLKccli4AIiIJCQkyceJEqVWrlvj5+ZntypihQ4dKmzZt5Mcff7TIoQJLMxgMEh4eLseOHZPz58/n+VBRZj/++KN4e3vLyZMnJTY2VubPny+dO3eW8uXLy5AhQ2Tr1q25OuRx9/BT9erVpW/fvnL69OkHR7LwVt348eNl+PDhFpl3ZqNGjZKxY8fmebq0tDSJiIiQP//8U+bNmyfffvutTJkyRSZPnizHjx/PdroCnQOzx3MAVmQ0GmXhwoVSt25dqy0zuwKQq6uAlFJVReSyUsqL9DaBR4vIDtOwcUAA8LzcNzOlVHegm4iMzNwmsFKqIrBHTK2KKaWqAZtEpGEWyx4ODAfw9fVtfuHChRzzmoPRaOTAgQO8+OKLdO3alW+++QZnZ+eM4bt27eLAgQP06NEj44ayh3nhhRd47rnnGDhwoCVj242FCxfy0Ucf4eDgwKOPPsq//vUvnnnmmXt+49y6c+cOU6dO5bvvvqNfv358/PHHVKlSxSpXdkRFRVGvXj1Onz5t0eu6w8PDadWqFVevXqVEiRL3DEtOTubs2bOcP3+e8+fPc+7cOc6cOcOZM2cIDw/Hzc0NPz8//Pz88PDwQClFamoqy5Yto2fPngwdOpSqVasSFhbGpk2bMp5Jn5t1g/agxMTEjNYDK1WqRHR0NLdu3WLdunWcOXMGR0dHSpcuzcyZM2nXrp1VMuW7UfgsZvQpEC8iU5RSg4ERQGcRuZPFuF8B/wIMgBPgDqw29YsGKouIQSnVGvhURJ562LKt2Sj8XTdv3uS1115j3759TJgwAQcHBxYvXsyRI0eIjIwEyLjZ6uTJkzRp8kDrmdy6dYvy5cuzYMECSpcuzZUrV7h69SonTpygadOmfPFFoWoO2WpWrVqFq6srTz310H/2XLt+/TpfffUVc+fOpWPHjgx95hmeGzUKZTCAoyNEREClSmZZVmbDhg2jZs2afPTRR2afd2b169fn888/Jz4+nmPHjnHixAn++ecfLl26RLVq1ahZsyY1a9akRo0a1K5dm9q1a+Pn55dtM4I3btxg2rRprFy5kps3b1KrVi2efvppli5dmlFItdwTERYvXsw777xDo0aNSExMBMDLy4vU1FRGjBhB3bp1iY+Pp3Hjxjg6Wu9BDPkuAEopF8BBROJM74OAz0yDpwIdRCQ6FwE6YtoDMH1eAawSkaWmBuWPiMjMh83DFgXgrs2bNzNr1iwA+vTpQ58+fVizZg0DBgygcePGJCYmcunSJXx9fXn00Ufx8vLCy8uLatWqERcXx+jRo6lXrx6urq64uLgQExPDsWPHqFu3LidPnrTJdyqqYmNjWb16NUt++onxf/5Ja6OR2w0bUvbAAUpY4D/dsWPHePLJJzl//rxFn6c0btw45s+fT4cOHWjSpAn+/v7UrVsXPz8/SpUqZZZlXLhwgWbNmhEeHm7RZlCTkpJIS0vDxcXFYsuwluvXr/Pll1+yZ88e7ty5w/z582nWrJmtY90j3/cBALWAw6buODDO1P8McIn0S0MPAbNN/b2BjVnMpyP3XgVUCwgxzWcFUDqnLNY4B5Bbt2/flpdeeinj0tGVK1dKWlqa7N27V5YsWSLfffedfPjhhzJgwABp1qyZuLu7S4UKFaR69erSuHFj6du3r0yfPl2ioqJs/VWKtCsREfK/zz6TR+rUkZEjR1psOU899ZTMmzfPYvO/y5wXJmTliy++kDfeeMPs801LS5Pw8HBZsWKFDBw4UABp3Lhxgc4l2VJkZKTExcXJ8uXLpVy5cvLyyy/Lb7/9ZtOr0h6G4n4nsDlERkZSt25dAOLi4gBo2bIlK1euxMfHx2a5tJy9+OKLBAYG8uqrr1pk/lu3buWNN97g+PHjOFjgDlJrGTJkCC1atOD111/P9zzi4uI4evQoR44c4fDhwxw5coSjR49StmxZGjduTLdu3ejduzfNmzdn586d1KpVy4zfwPJSUlIoXbo0derU4caNGyxfvpzAwEBbx3qo7PYAis3TQM3h6tWrxMfHM2/ePIYOHQqknwy25//wxYHBYGDDhg24uLgQERFBqVKlSE1NJTk5maSkJBISEhgwYAAdO3bM9zICAwNxdnZmw4YNPPvss+YLb2WBgYGMHTuWRYsWUbp06Xs6JyenjPd3/+ZLlSqFk5MTACdOnODw4cNcvXqVBg0a0LhxYxo3bkz//v1p1KgRFSpUuGdZnp6eREZG2lUBOHLkCCNGjMDHx4e+ffvy73//264bj9J7AHkgImzevJlx48Zx4MABnnzySbZs2WKzPFruiAhz587lxo0bJCUlkZycTMmSJSldujRlypRh3759uLu7Z5zjya+FCxeyYsUKNmzYYKbk1iciHD16lISEhIz2Iu7+Zpk/3z2EkJqaSmJiIkajkXr16tGkSRNq1679wJVKWZk0aRJr165l5MiRdO3a1exPojWXiIgIDhw4QFRUFB9++CFff/01gwcPztV3LCzMdhWQLdm6AGR296Fyrq6uto6iFdD69euZOXMmGzduLNB8Bg0ahJeXF1OmTDFTsqLNYDDwv//9j23btrF9+3a++OILRowYUege8le9enUuXrxIw4YN+fnnn2nUqJGtI+VZdgVAH7vIp7Jly+qVfxFRo0YNzp07V6B5rFu3jl27djFhwgQzpSr6HB0dGTVqFKtWreKvv/7i+++/5/PPP8/x/oOoqCh++OEHtm/fbpWcffv2xcnJiYiICKZNm8bWrVtZuHAh//zzj1WWb0m6AGjF3t0tvPzuDcfExPDaa6+xYMGCInFZoy3Uq1ePP/74g2XLlvHdd989MPzuyrdDhw7UrVuXrVu30q9fP3799VeLZ5syZQqJiYmcOnUKHx8fxo0bx8iRIwkJCbH4si1NnwTWij03NzdcXFxo3bo1bm5uuLm54eHhQcWKFfHw8Mjol1VXpkwZ3njjDfr372+1uzqLqqpVq9K3b9+MLeuzZ8+yatUqVq1axenTp3n22WcZO3YsTz75JE5OToSGhvLMM8+QmpqKv78/ERERXLp0idOnT/Piiy/StGlTs+bz9PRk/PjxvPzyyxk3/tWuXZvWrVubdTnWpAuApgEhISFcvnyZhIQEYmNjuXHjBtHR0Vy5coW4uDji4+OJi4t7oEtMTKR27drMmzfP1l+hSOjevTuPPfYYu3bt4urVq/Tq1YvPPvuMTp06PdCsaEBAAOvXr6dPnz44OztTrVo1fHx8WLhwIY8//rjZC8BdXl5erFixgr59+5KammqRZViLPgmsaVqhMmPGDBo0aEC7du3yfKXNjRs3qFGjBjdv3rTYVTqxsbEMGTKEyMhItm3blnEZbGGmTwJrmmYXRo0aRceOHfO1Aj937hxxcXHMnz+f4OBgs2e7cuUKjz/+OBUrViQ4ONguVv4PowuApmlFhr+/P5MmTWLPnj0EBgYSExOT62lTU1PZunUr/fv3x8/Pj7p16zJ69GgiIiKA9OckPfnkk7zwwgvMnj3bos99shZdADRNKzLKlCnDO++8w9y5c6lTpw4XL17McZrExERGjBhB+fLlGTt2LB07dmTjxo2sXLkSZ2dnGjZsiJeXF02aNGHw4MF89NFHhe5ehfzSJ4E1TSsy0tLS+OWXX5g8eTJeXl40aNDgoePHx8fzzDPPUKVKFS5evPjA4yomTZrEl19+SXR0NJ6enlZ9hLM1FK1vo2lasXXnzh169uxJfHw833zzDV26dMnxOV0vv/wyfn5+zJ07N9txHR0d0xsYKoJ0AdA0rUj45JNPKFu2LJs2bcrVCeQTJ04QEhJCeHh4sX2gY66+tVLqvFLqqFLqkFIq1NRvslLqpFLqiFJqjVLqgdYjlFJOSqkQpdRhpdRxpdSETMMWKqXOmeZ5SCllmYt2NU0rFnbv3s3w4cNztfIPCQmhd+/etGjRwmyN6dijvJS9TiLSNNO1pEFAQxFpDJwCPshimmQgUESaAE2Bp5VSrTINf8c0z6Yicig/X0DTNA3SH9XcvHnzXI07ZMgQRo8ezc8//2zhVIVbvvd7RGSLiBhMH/cAD7SIYmqMJt70saSps587zzRNsxtJSUm4ubk9dJx//vmHli1b4uDgwODBg4vEpZwFkdsCIMAWpdR+pdTwLIYPBTZlNaFSqoRS6hBwDQgSkb2ZBk80HUL6j1KqeP9LaJqWb0ajEYPB8NCrdIKCgnjsscfo1asXhw4dwtnZ2YoJC6fcFoC2ItIM6AqMUkq1vztAKTUOMABLsppQRNJEpCnpewgtlFINTYM+AOoBjwEVgPeyml4pNVwpFaqUCo2OzrHteU3TiqG7N2s97Pr8lStX8sEHH/D+++/bVWMulpSrAiAil02v14A1QAsApdRgoDswUHJ4qJCI3AKCgadNnyNNh4iSgQV355nFdD+ISICIBNhz02uaplnOJ598wtNPP53t8NWrV7NixQr69+9vxVSFX44FQCnlopRyu/se6AIcU0o9DbwLPCcid7KZ1vPu1UFKKWfgSeCk6XMV06sCegLHCv51NE0rjho0aEDJkiUxGAwPDAsODmb06NFs3ryZmjVr2iBd4ZWbPYBKwF9KqcNACLBBRH4HpgNuQJDpMs7ZAEopb6XU3bb1qgDBSqkjwD7SzwGsNw1bopQ6ChwFKgJfmO1baZpWrLz55pukpKTQqlUrTp8+fc+wIUOGMGvWLB577DEbpSu8crwRTETOAk2y6F87m/GvAN1M748Aj2YzXmCekmqapmWjdOnSbNq0ienTp9O+fXsGDhzIhAkTcHZ2Jj4+nlq1atk6YqFUPG9/0zStyFFKMXr0aJYsWcLZs2fx9vamcuXKeHp6os8fZk0/CkLTtCIlMDCQwMBAoqOjSUxMxNfX19aRCi1dADRNK5L0Vn/O9CEgTdO0YkoXAE3TtGJKFwBN07RiShcATdO0YkoXAE3TtGJK5fAIn0JFKRUNXDDjLCsC1804P2uxx9w6s/XYY26d2bKqi8gDl0XZVQEwN6VUaKYGbuyGPebWma3HHnPrzLahDwFpmqYVU7oAaJqmFVPFvQD8YOsA+WSPuXVm67HH3DqzDRTrcwCapmnFWXHfA9A0TSu2imQBUErNV0pdU0ody9Tvc1MD9IeUUluUUt7ZTPu7UuqWUmp9VsMtKb+5lVJNlVK7lVLHTeO+YAeZqyulDpjGOa6Ueq2wZ840rrtSKkIpNd06iTOWW5C/6zTTOIeUUuvsJLOvafgJpVSYUqpGYc6slOqU6Tc+pJRKUkr1tEbmfBORItcB7YFmwLFM/dwzvX8TmJ3NtJ2BZ4H19pIbeASoY3rvDUQC5Qp55lJAadN7V+A84F2YM2ca/j3wMzDdHv4+TMPirZnVTJn/BJ7M9DdSprBnzjROBeCGtTLntyuSewAisoP0Hz9zv9hMH12ALE9+iMhWIM5y6bKX39wickpETpveXwGuAVZ5Fm4BMqeISLLpY2msuDdakL8PpVRz0ptJ3WKxgNkoSG5byW9mpVR9wFFEgkzTxEs2bY+bm5l+5z7AJmtlzq9i1R6AUmoiMAi4DXSycZxcy0tupVQL0reuw60QJk0P0QAAAlBJREFU7WE5csyslKoGbABqA++YipfN5JRZKeUAfAu8BDxh3XTZy+Xfh5NSKhQwAF+LyFpr5ctKLjI/AtxSSq0GagJ/AO+LSJr1Ut4rj+uP/sBUi4cqoCK5B5AdERknItWAJcAbts6TW7nNrZSqAiwGhoiI0Vr5spKbzCJySUQak14AXlZKVbJmxizy5JR5JLBRRCKsm+zhcvn3UV3S71odAHynlPKzWsAs5CKzI9AOGAs8BtQCBlstYBby+P+wEbDZWtnyq1gVgEyWAL1tHSIfss2tlHInfWt6nIjssWqqh8vxtzZt+R8j/T98YZBd5tbAG0qp88AUYJBS6mtrBstBtr+1iFw2vZ4l/dj6o9aL9VDZZY4ADonIWRExAGtJPy5fGOT0N90PWCMiqVbKk2/FpgAopepk+tgDOGmrLHmRm9xKqVLAGmCRiKy0Vrbs5DKzj1LK2fS+PNAW+Mc6CR+Um8wiMlBEfEWkBulbpotE5H0rRcxSLn/r8kqp0qb3FYHHgTDrJHxQLv8v7gPKKaXunssKpPBnvutF4BfLJjITW5+FtkRH+o8fCaSSviUxDFhF+lbmEeA3oKpp3ABgbqZpdwLRQKJp2qcKe27Sj0mnAocydU0LeeYnTcMPm16HF/bf+b55DMb6VwHl97duAxw1/dZHgWGFPfN9fyNHgYVAKTvIXAO4DDhY828jv52+E1jTNK2YKjaHgDRN07R76QKgaZpWTOkCoGmaVkzpAqBpmlZM6QKgaZpWTOkCoGmaVkzpAqBpmlZM6QKgaZpWTP0/A9RsYbTrZCAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# get all downloaded weather data points\n", "from geoalchemy2.shape import to_shape\n", "\n", "points = [loc\n", " for locations in open_FRED_weather_pvlib_region.regions.values()\n", " for loc in locations\n", "]\n", "points_df = gpd.GeoDataFrame({'geometry': points})\n", "\n", "# plot weather data points on map\n", "base = region_shape.plot(color='white', edgecolor='black')\n", "points_df.plot(ax=base, marker='o', color='red', markersize=5);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/birgit/virtualenvs/feedinlib_openmod/lib/python3.6/site-packages/pandas/core/arrays/datetimes.py:1269: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", " UserWarning,\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# convert to windpowerlib dataframe\n", "windpowerlib_df = open_FRED_weather_windpowerlib_single_location.df(\n", " location=location,\n", " lib=\"windpowerlib\")\n", "windpowerlib_df.wind_speed.plot()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# convert to pvlib dataframe\n", "pvlib_df = open_FRED_weather_pvlib_region.df(\n", " location=location,\n", " lib=\"pvlib\")\n", "pvlib_df.ghi.plot()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# export to csv\n", "pvlib_df.to_csv('pvlib_df_open_FRED.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following shows you in short how to use the weather data for feed-in calculations and mainly serves as a test wether the conversion works correctly. More detailed explanation on feed-in calculations using the feedinlib can be found in the notebooks `run_pvlib_model.ipynb` and `run_windpowerlib_turbine_model.ipynb`." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/birgit/virtualenvs/feedinlib_openmod/lib/python3.6/site-packages/pvlib/pvsystem.py:1685: RuntimeWarning: effective_irradiance inputs appear to be in suns. Units changed in v0.7 from suns to W/m2\n", " RuntimeWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from feedinlib import Photovoltaic\n", "system_data = {\n", " 'module_name': 'Advent_Solar_Ventura_210___2008_', \n", " 'inverter_name': 'ABB__MICRO_0_25_I_OUTD_US_208__208V_',\n", " 'azimuth': 180,\n", " 'tilt': 30,\n", " 'albedo': 0.2}\n", "pv_system = Photovoltaic(**system_data)\n", "feedin = pv_system.feedin(\n", " weather=pvlib_df,\n", " location=(52.4, 13.2))\n", "feedin.plot()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from feedinlib import WindPowerPlant\n", "turbine_data = {\n", " 'turbine_type': 'E-101/3050',\n", " 'hub_height': 135\n", " }\n", "wind_turbine = WindPowerPlant(**turbine_data)\n", "feedin = wind_turbine.feedin(\n", " weather=windpowerlib_df)\n", "feedin.plot()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }