{ "cells": [ { "cell_type": "code", "execution_count": 4, "id": "abc85460", "metadata": {}, "outputs": [], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import earthpy as et\n", "import numpy as np\n", "import feather\n", "from besser_tanken.config import stations_dir\n", "from besser_tanken.data_loader import load_prices_from, load_stations\n", "from besser_tanken.data_tools import group_prices" ] }, { "cell_type": "code", "execution_count": 3, "id": "1b7ebdd6", "metadata": {}, "outputs": [], "source": [ "# Handle date time conversions between pandas and matplotlib\n", "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters()\n", "\n", "# Use white grid plot background from seaborn\n", "sns.set(font_scale=1.5, style=\"whitegrid\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "c1384e22", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'feather' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_277834/1413196281.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfeather\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_dataframe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"{stations_dir}/2021/01/2021-01-01-stations.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'feather' is not defined" ] } ], "source": [ "df = feather.read_dataframe(f\"{stations_dir}/2021/01/2021-01-01-stations.csv\")" ] }, { "cell_type": "code", "execution_count": null, "id": "4d1b7811", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:54:15.450 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-02-prices.csv\n", "2021-08-12 14:54:15.450 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-06-prices.csv\n", "2021-08-12 14:54:15.450 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-07-prices.csv\n", "2021-08-12 14:54:15.451 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-05-prices.csv\n", "2021-08-12 14:54:15.451 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-01-prices.csv\n", "2021-08-12 14:54:15.451 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-03-prices.csv\n", "2021-08-12 14:54:15.452 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-04-prices.csv\n", "2021-08-12 14:54:15.664 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-08-prices.csv\n", "2021-08-12 14:54:15.671 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-09-prices.csv\n", "2021-08-12 14:54:15.769 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-11-prices.csv\n", "2021-08-12 14:54:15.917 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-15-prices.csv\n", "2021-08-12 14:54:15.929 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-10-prices.csv\n", "2021-08-12 14:54:15.936 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-13-prices.csv\n", "2021-08-12 14:54:15.964 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-14-prices.csv\n", "2021-08-12 14:54:16.341 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-12-prices.csv\n", "2021-08-12 14:54:16.405 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-16-prices.csv\n", "2021-08-12 14:54:30.998 | INFO | besser_tanken.data_loader:load_prices:70 - got 267833 prices\n", "2021-08-12 14:54:31.918 | INFO | besser_tanken.data_loader:load_prices:70 - got 256623 prices\n", "2021-08-12 14:54:31.952 | INFO | besser_tanken.data_loader:load_prices:70 - got 267574 prices\n", "2021-08-12 14:54:32.854 | INFO | besser_tanken.data_loader:load_prices:70 - got 287410 prices\n", "2021-08-12 14:54:33.028 | INFO | besser_tanken.data_loader:load_prices:70 - got 297538 prices\n", "2021-08-12 14:54:33.040 | INFO | besser_tanken.data_loader:load_prices:70 - got 290865 prices\n", "2021-08-12 14:54:33.231 | INFO | besser_tanken.data_loader:load_prices:70 - got 280439 prices\n", "2021-08-12 14:54:33.661 | INFO | besser_tanken.data_loader:load_prices:70 - got 273987 prices\n", "2021-08-12 14:54:33.953 | INFO | besser_tanken.data_loader:load_prices:70 - got 285397 prices\n", "2021-08-12 14:54:34.125 | INFO | besser_tanken.data_loader:load_prices:70 - got 291143 prices\n", "2021-08-12 14:54:34.326 | INFO | besser_tanken.data_loader:load_prices:70 - got 283593 prices\n", "2021-08-12 14:54:34.506 | INFO | besser_tanken.data_loader:load_prices:70 - got 283024 prices\n", "2021-08-12 14:54:34.567 | INFO | besser_tanken.data_loader:load_prices:70 - got 294324 prices\n", "2021-08-12 14:54:34.613 | INFO | besser_tanken.data_loader:load_prices:70 - got 297991 prices\n", "2021-08-12 14:54:34.672 | INFO | besser_tanken.data_loader:load_prices:70 - got 299993 prices\n", "2021-08-12 14:54:34.965 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-17-prices.csv\n", "2021-08-12 14:54:35.315 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-18-prices.csv\n", "2021-08-12 14:54:35.322 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-19-prices.csv\n", "2021-08-12 14:54:35.537 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-20-prices.csv\n", "2021-08-12 14:54:35.551 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-21-prices.csv\n", "2021-08-12 14:54:35.828 | INFO | besser_tanken.data_loader:load_prices:70 - got 295394 prices\n", "2021-08-12 14:54:35.902 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-22-prices.csv\n", "2021-08-12 14:54:36.065 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-23-prices.csv\n", "2021-08-12 14:54:36.394 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-24-prices.csv\n", "2021-08-12 14:54:36.574 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-26-prices.csv\n", "2021-08-12 14:54:36.956 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-25-prices.csv\n", "2021-08-12 14:54:37.181 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-27-prices.csv\n", "2021-08-12 14:54:37.269 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-28-prices.csv\n", "2021-08-12 14:54:37.825 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-01-prices.csv\n", "2021-08-12 14:54:38.064 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-29-prices.csv\n", "2021-08-12 14:54:38.189 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/11/2020-11-30-prices.csv\n", "2021-08-12 14:54:40.552 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-02-prices.csv\n", "2021-08-12 14:54:48.819 | INFO | besser_tanken.data_loader:load_prices:70 - got 254847 prices\n", "2021-08-12 14:54:49.651 | INFO | besser_tanken.data_loader:load_prices:70 - got 259956 prices\n", "2021-08-12 14:54:50.729 | INFO | besser_tanken.data_loader:load_prices:70 - got 304068 prices\n", "2021-08-12 14:54:51.511 | INFO | besser_tanken.data_loader:load_prices:70 - got 302116 prices\n", "2021-08-12 14:54:52.112 | INFO | besser_tanken.data_loader:load_prices:70 - got 274800 prices\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:54:52.657 | INFO | besser_tanken.data_loader:load_prices:70 - got 268463 prices\n", "2021-08-12 14:54:52.745 | INFO | besser_tanken.data_loader:load_prices:70 - got 300758 prices\n", "2021-08-12 14:54:52.782 | INFO | besser_tanken.data_loader:load_prices:70 - got 279674 prices\n", "2021-08-12 14:54:52.811 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-03-prices.csv\n", "2021-08-12 14:54:53.726 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-05-prices.csv\n", "2021-08-12 14:54:54.025 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-04-prices.csv\n", "2021-08-12 14:54:54.126 | INFO | besser_tanken.data_loader:load_prices:70 - got 295627 prices\n", "2021-08-12 14:54:54.546 | INFO | besser_tanken.data_loader:load_prices:70 - got 281698 prices\n", "2021-08-12 14:54:54.772 | INFO | besser_tanken.data_loader:load_prices:70 - got 295088 prices\n", "2021-08-12 14:54:55.054 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-06-prices.csv\n", "2021-08-12 14:54:55.235 | INFO | besser_tanken.data_loader:load_prices:70 - got 272618 prices\n", "2021-08-12 14:54:55.821 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-07-prices.csv\n", "2021-08-12 14:54:55.924 | INFO | besser_tanken.data_loader:load_prices:70 - got 291122 prices\n", "2021-08-12 14:54:55.974 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-08-prices.csv\n", "2021-08-12 14:54:56.432 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-09-prices.csv\n", "2021-08-12 14:54:56.479 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-10-prices.csv\n", "2021-08-12 14:54:56.743 | INFO | besser_tanken.data_loader:load_prices:70 - got 293853 prices\n", "2021-08-12 14:54:57.040 | INFO | besser_tanken.data_loader:load_prices:70 - got 294534 prices\n", "2021-08-12 14:54:57.117 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-11-prices.csv\n", "2021-08-12 14:54:57.742 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-12-prices.csv\n", "2021-08-12 14:54:57.894 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-13-prices.csv\n", "2021-08-12 14:54:57.959 | INFO | besser_tanken.data_loader:load_prices:70 - got 304781 prices\n", "2021-08-12 14:54:58.335 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-14-prices.csv\n", "2021-08-12 14:54:58.351 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-15-prices.csv\n", "2021-08-12 14:55:01.215 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-16-prices.csv\n", "2021-08-12 14:55:01.553 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-17-prices.csv\n", "2021-08-12 14:55:02.137 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-18-prices.csv\n", "2021-08-12 14:55:06.184 | INFO | besser_tanken.data_loader:load_prices:70 - got 266473 prices\n", "2021-08-12 14:55:06.439 | INFO | besser_tanken.data_loader:load_prices:70 - got 296438 prices\n", "2021-08-12 14:55:09.035 | INFO | besser_tanken.data_loader:load_prices:70 - got 295515 prices\n", "2021-08-12 14:55:09.500 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-19-prices.csv\n", "2021-08-12 14:55:10.830 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-20-prices.csv\n", "2021-08-12 14:55:11.346 | INFO | besser_tanken.data_loader:load_prices:70 - got 268331 prices\n", "2021-08-12 14:55:11.614 | INFO | besser_tanken.data_loader:load_prices:70 - got 295646 prices\n", "2021-08-12 14:55:12.213 | INFO | besser_tanken.data_loader:load_prices:70 - got 295127 prices\n", "2021-08-12 14:55:13.951 | INFO | besser_tanken.data_loader:load_prices:70 - got 295290 prices\n", "2021-08-12 14:55:14.032 | INFO | besser_tanken.data_loader:load_prices:70 - got 291843 prices\n", "2021-08-12 14:55:14.208 | INFO | besser_tanken.data_loader:load_prices:70 - got 283770 prices\n", "2021-08-12 14:55:14.241 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-21-prices.csv\n", "2021-08-12 14:55:14.549 | INFO | besser_tanken.data_loader:load_prices:70 - got 291819 prices\n", "2021-08-12 14:55:15.975 | INFO | besser_tanken.data_loader:load_prices:70 - got 296929 prices\n", "2021-08-12 14:55:16.400 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-22-prices.csv\n", "2021-08-12 14:55:16.414 | INFO | besser_tanken.data_loader:load_prices:70 - got 274498 prices\n", "2021-08-12 14:55:16.442 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-23-prices.csv\n", "2021-08-12 14:55:16.458 | INFO | besser_tanken.data_loader:load_prices:70 - got 295861 prices\n", "2021-08-12 14:55:16.458 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-25-prices.csv\n", "2021-08-12 14:55:16.569 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-24-prices.csv\n", "2021-08-12 14:55:16.752 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-26-prices.csv\n", "2021-08-12 14:55:16.937 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-27-prices.csv\n", "2021-08-12 14:55:17.835 | INFO | besser_tanken.data_loader:load_prices:70 - got 285905 prices\n", "2021-08-12 14:55:17.961 | INFO | besser_tanken.data_loader:load_prices:70 - got 267248 prices\n", "2021-08-12 14:55:18.088 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-28-prices.csv\n", "2021-08-12 14:55:18.588 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-29-prices.csv\n", "2021-08-12 14:55:18.915 | INFO | besser_tanken.data_loader:load_prices:70 - got 298455 prices\n", "2021-08-12 14:55:19.720 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-31-prices.csv\n", "2021-08-12 14:55:20.110 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2020/12/2020-12-30-prices.csv\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:55:21.651 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-02-prices.csv\n", "2021-08-12 14:55:21.961 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-01-prices.csv\n", "2021-08-12 14:55:23.426 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-03-prices.csv\n", "2021-08-12 14:55:24.026 | INFO | besser_tanken.data_loader:load_prices:70 - got 282465 prices\n", "2021-08-12 14:55:24.126 | INFO | besser_tanken.data_loader:load_prices:70 - got 272819 prices\n", "2021-08-12 14:55:28.195 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-04-prices.csv\n", "2021-08-12 14:55:28.421 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-05-prices.csv\n", "2021-08-12 14:55:30.258 | INFO | besser_tanken.data_loader:load_prices:70 - got 297022 prices\n", "2021-08-12 14:55:30.904 | INFO | besser_tanken.data_loader:load_prices:70 - got 270551 prices\n", "2021-08-12 14:55:31.102 | INFO | besser_tanken.data_loader:load_prices:70 - got 299097 prices\n", "2021-08-12 14:55:31.142 | INFO | besser_tanken.data_loader:load_prices:70 - got 265410 prices\n", "2021-08-12 14:55:31.820 | INFO | besser_tanken.data_loader:load_prices:70 - got 271525 prices\n", "2021-08-12 14:55:32.881 | INFO | besser_tanken.data_loader:load_prices:70 - got 305490 prices\n", "2021-08-12 14:55:33.143 | INFO | besser_tanken.data_loader:load_prices:70 - got 257397 prices\n", "2021-08-12 14:55:34.151 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-07-prices.csv\n", "2021-08-12 14:55:34.214 | INFO | besser_tanken.data_loader:load_prices:70 - got 278182 prices\n", "2021-08-12 14:55:34.437 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-06-prices.csv\n", "2021-08-12 14:55:34.438 | INFO | besser_tanken.data_loader:load_prices:70 - got 285401 prices\n", "2021-08-12 14:55:34.879 | INFO | besser_tanken.data_loader:load_prices:70 - got 274174 prices\n", "2021-08-12 14:55:34.918 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-08-prices.csv\n", "2021-08-12 14:55:35.307 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-09-prices.csv\n", "2021-08-12 14:55:35.578 | INFO | besser_tanken.data_loader:load_prices:70 - got 244857 prices\n", "2021-08-12 14:55:35.640 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-10-prices.csv\n", "2021-08-12 14:55:36.181 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-12-prices.csv\n", "2021-08-12 14:55:36.321 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-11-prices.csv\n", "2021-08-12 14:55:36.518 | INFO | besser_tanken.data_loader:load_prices:70 - got 260542 prices\n", "2021-08-12 14:55:36.796 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-13-prices.csv\n", "2021-08-12 14:55:36.820 | INFO | besser_tanken.data_loader:load_prices:70 - got 279312 prices\n", "2021-08-12 14:55:37.396 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-14-prices.csv\n", "2021-08-12 14:55:37.540 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-15-prices.csv\n", "2021-08-12 14:55:38.592 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-16-prices.csv\n", "2021-08-12 14:55:39.974 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-17-prices.csv\n", "2021-08-12 14:55:40.192 | INFO | besser_tanken.data_loader:load_prices:70 - got 257142 prices\n", "2021-08-12 14:55:41.408 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-18-prices.csv\n", "2021-08-12 14:55:42.548 | INFO | besser_tanken.data_loader:load_prices:70 - got 279636 prices\n", "2021-08-12 14:55:43.937 | INFO | besser_tanken.data_loader:load_prices:70 - got 294651 prices\n", "2021-08-12 14:55:44.635 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-19-prices.csv\n", "2021-08-12 14:55:46.691 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-20-prices.csv\n", "2021-08-12 14:55:47.484 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-21-prices.csv\n", "2021-08-12 14:55:49.553 | INFO | besser_tanken.data_loader:load_prices:70 - got 291819 prices\n", "2021-08-12 14:55:49.555 | INFO | besser_tanken.data_loader:load_prices:70 - got 293143 prices\n", "2021-08-12 14:55:49.943 | INFO | besser_tanken.data_loader:load_prices:70 - got 278188 prices\n", "2021-08-12 14:55:50.902 | INFO | besser_tanken.data_loader:load_prices:70 - got 267935 prices\n", "2021-08-12 14:55:51.096 | INFO | besser_tanken.data_loader:load_prices:70 - got 291029 prices\n", "2021-08-12 14:55:52.656 | INFO | besser_tanken.data_loader:load_prices:70 - got 295469 prices\n", "2021-08-12 14:55:53.060 | INFO | besser_tanken.data_loader:load_prices:70 - got 267150 prices\n", "2021-08-12 14:55:53.243 | INFO | besser_tanken.data_loader:load_prices:70 - got 291697 prices\n", "2021-08-12 14:55:53.299 | INFO | besser_tanken.data_loader:load_prices:70 - got 277281 prices\n", "2021-08-12 14:55:53.423 | INFO | besser_tanken.data_loader:load_prices:70 - got 293111 prices\n", "2021-08-12 14:55:53.451 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-22-prices.csv\n", "2021-08-12 14:55:53.654 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-25-prices.csv\n", "2021-08-12 14:55:53.679 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-24-prices.csv\n", "2021-08-12 14:55:53.845 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-23-prices.csv\n", "2021-08-12 14:55:53.857 | INFO | besser_tanken.data_loader:load_prices:70 - got 296425 prices\n", "2021-08-12 14:55:53.976 | INFO | besser_tanken.data_loader:load_prices:70 - got 294834 prices\n", "2021-08-12 14:55:55.681 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-26-prices.csv\n", "2021-08-12 14:55:56.449 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-28-prices.csv\n", "2021-08-12 14:55:56.624 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-27-prices.csv\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:55:56.718 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-29-prices.csv\n", "2021-08-12 14:55:56.920 | INFO | besser_tanken.data_loader:load_prices:70 - got 286600 prices\n", "2021-08-12 14:55:57.612 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-30-prices.csv\n", "2021-08-12 14:55:58.799 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/01/2021-01-31-prices.csv\n", "2021-08-12 14:55:59.506 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-01-prices.csv\n", "2021-08-12 14:55:59.625 | INFO | besser_tanken.data_loader:load_prices:70 - got 292261 prices\n", "2021-08-12 14:55:59.861 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-02-prices.csv\n", "2021-08-12 14:56:00.676 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-03-prices.csv\n", "2021-08-12 14:56:01.950 | INFO | besser_tanken.data_loader:load_prices:70 - got 292338 prices\n", "2021-08-12 14:56:03.371 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-04-prices.csv\n", "2021-08-12 14:56:03.849 | INFO | besser_tanken.data_loader:load_prices:70 - got 288069 prices\n", "2021-08-12 14:56:06.027 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-05-prices.csv\n", "2021-08-12 14:56:07.359 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-06-prices.csv\n", "2021-08-12 14:56:10.541 | INFO | besser_tanken.data_loader:load_prices:70 - got 265136 prices\n", "2021-08-12 14:56:10.717 | INFO | besser_tanken.data_loader:load_prices:70 - got 300483 prices\n", "2021-08-12 14:56:10.784 | INFO | besser_tanken.data_loader:load_prices:70 - got 258369 prices\n", "2021-08-12 14:56:12.295 | INFO | besser_tanken.data_loader:load_prices:70 - got 295133 prices\n", "2021-08-12 14:56:13.796 | INFO | besser_tanken.data_loader:load_prices:70 - got 292843 prices\n", "2021-08-12 14:56:14.298 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-07-prices.csv\n", "2021-08-12 14:56:14.627 | INFO | besser_tanken.data_loader:load_prices:70 - got 281149 prices\n", "2021-08-12 14:56:14.962 | INFO | besser_tanken.data_loader:load_prices:70 - got 290998 prices\n", "2021-08-12 14:56:15.006 | INFO | besser_tanken.data_loader:load_prices:70 - got 295802 prices\n", "2021-08-12 14:56:15.415 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-08-prices.csv\n", "2021-08-12 14:56:15.538 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-09-prices.csv\n", "2021-08-12 14:56:15.770 | INFO | besser_tanken.data_loader:load_prices:70 - got 301491 prices\n", "2021-08-12 14:56:16.567 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-10-prices.csv\n", "2021-08-12 14:56:17.202 | INFO | besser_tanken.data_loader:load_prices:70 - got 269334 prices\n", "2021-08-12 14:56:17.330 | INFO | besser_tanken.data_loader:load_prices:70 - got 296274 prices\n", "2021-08-12 14:56:17.720 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-12-prices.csv\n", "2021-08-12 14:56:17.887 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-13-prices.csv\n", "2021-08-12 14:56:17.958 | INFO | besser_tanken.data_loader:load_prices:70 - got 293349 prices\n", "2021-08-12 14:56:18.057 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-11-prices.csv\n", "2021-08-12 14:56:18.137 | INFO | besser_tanken.data_loader:load_prices:70 - got 290786 prices\n", "2021-08-12 14:56:18.451 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-14-prices.csv\n", "2021-08-12 14:56:19.732 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-16-prices.csv\n", "2021-08-12 14:56:19.751 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-15-prices.csv\n", "2021-08-12 14:56:20.259 | INFO | besser_tanken.data_loader:load_prices:70 - got 285679 prices\n", "2021-08-12 14:56:21.224 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-17-prices.csv\n", "2021-08-12 14:56:22.485 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-18-prices.csv\n", "2021-08-12 14:56:23.505 | INFO | besser_tanken.data_loader:load_prices:70 - got 266559 prices\n", "2021-08-12 14:56:23.601 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-19-prices.csv\n", "2021-08-12 14:56:24.136 | INFO | besser_tanken.data_loader:load_prices:70 - got 320138 prices\n", "2021-08-12 14:56:24.419 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-20-prices.csv\n", "2021-08-12 14:56:27.567 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-21-prices.csv\n", "2021-08-12 14:56:28.468 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-22-prices.csv\n", "2021-08-12 14:56:30.811 | INFO | besser_tanken.data_loader:load_prices:70 - got 285353 prices\n", "2021-08-12 14:56:31.603 | INFO | besser_tanken.data_loader:load_prices:70 - got 312960 prices\n", "2021-08-12 14:56:32.009 | INFO | besser_tanken.data_loader:load_prices:70 - got 291564 prices\n", "2021-08-12 14:56:33.464 | INFO | besser_tanken.data_loader:load_prices:70 - got 303852 prices\n", "2021-08-12 14:56:34.063 | INFO | besser_tanken.data_loader:load_prices:70 - got 299186 prices\n", "2021-08-12 14:56:35.077 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-24-prices.csv\n", "2021-08-12 14:56:35.160 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-23-prices.csv\n", "2021-08-12 14:56:35.470 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-25-prices.csv\n", "2021-08-12 14:56:37.739 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-27-prices.csv\n", "2021-08-12 14:56:37.931 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-26-prices.csv\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:56:38.078 | INFO | besser_tanken.data_loader:load_prices:70 - got 322374 prices\n", "2021-08-12 14:56:38.118 | INFO | besser_tanken.data_loader:load_prices:70 - got 280736 prices\n", "2021-08-12 14:56:38.265 | INFO | besser_tanken.data_loader:load_prices:70 - got 308485 prices\n", "2021-08-12 14:56:38.529 | INFO | besser_tanken.data_loader:load_prices:70 - got 305624 prices\n", "2021-08-12 14:56:39.474 | INFO | besser_tanken.data_loader:load_prices:70 - got 299061 prices\n", "2021-08-12 14:56:40.019 | INFO | besser_tanken.data_loader:load_prices:70 - got 286031 prices\n", "2021-08-12 14:56:40.725 | INFO | besser_tanken.data_loader:load_prices:70 - got 297799 prices\n", "2021-08-12 14:56:42.114 | INFO | besser_tanken.data_loader:load_prices:70 - got 299713 prices\n", "2021-08-12 14:56:42.177 | INFO | besser_tanken.data_loader:load_prices:70 - got 302117 prices\n", "2021-08-12 14:56:42.242 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-03-prices.csv\n", "2021-08-12 14:56:44.122 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/02/2021-02-28-prices.csv\n", "2021-08-12 14:56:44.294 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-02-prices.csv\n", "2021-08-12 14:56:44.355 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-04-prices.csv\n", "2021-08-12 14:56:44.421 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-01-prices.csv\n", "2021-08-12 14:56:44.595 | INFO | besser_tanken.data_loader:load_prices:70 - got 251823 prices\n", "2021-08-12 14:56:45.036 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-05-prices.csv\n", "2021-08-12 14:56:46.790 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-07-prices.csv\n", "2021-08-12 14:56:46.835 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-06-prices.csv\n", "2021-08-12 14:56:46.856 | INFO | besser_tanken.data_loader:load_prices:70 - got 302751 prices\n", "2021-08-12 14:56:47.949 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-08-prices.csv\n", "2021-08-12 14:56:50.465 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-09-prices.csv\n", "2021-08-12 14:56:52.903 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-10-prices.csv\n", "2021-08-12 14:56:53.022 | INFO | besser_tanken.data_loader:load_prices:70 - got 281441 prices\n", "2021-08-12 14:56:53.755 | INFO | besser_tanken.data_loader:load_prices:70 - got 298778 prices\n", "2021-08-12 14:56:54.436 | INFO | besser_tanken.data_loader:load_prices:70 - got 292382 prices\n", "2021-08-12 14:56:54.476 | INFO | besser_tanken.data_loader:load_prices:70 - got 299860 prices\n", "2021-08-12 14:56:55.540 | INFO | besser_tanken.data_loader:load_prices:70 - got 301929 prices\n", "2021-08-12 14:56:57.613 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-11-prices.csv\n", "2021-08-12 14:56:58.301 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-14-prices.csv\n", "2021-08-12 14:56:58.459 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-12-prices.csv\n", "2021-08-12 14:56:58.642 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-13-prices.csv\n", "2021-08-12 14:56:59.772 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-15-prices.csv\n", "2021-08-12 14:57:01.157 | INFO | besser_tanken.data_loader:load_prices:70 - got 267923 prices\n", "2021-08-12 14:57:02.583 | INFO | besser_tanken.data_loader:load_prices:70 - got 314743 prices\n", "2021-08-12 14:57:02.933 | INFO | besser_tanken.data_loader:load_prices:70 - got 298276 prices\n", "2021-08-12 14:57:03.389 | INFO | besser_tanken.data_loader:load_prices:70 - got 300006 prices\n", "2021-08-12 14:57:04.820 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-16-prices.csv\n", "2021-08-12 14:57:05.572 | INFO | besser_tanken.data_loader:load_prices:70 - got 270202 prices\n", "2021-08-12 14:57:05.958 | INFO | besser_tanken.data_loader:load_prices:70 - got 294123 prices\n", "2021-08-12 14:57:06.661 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-18-prices.csv\n", "2021-08-12 14:57:06.743 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-19-prices.csv\n", "2021-08-12 14:57:06.820 | INFO | besser_tanken.data_loader:load_prices:70 - got 287711 prices\n", "2021-08-12 14:57:06.909 | INFO | besser_tanken.data_loader:load_prices:70 - got 297457 prices\n", "2021-08-12 14:57:07.578 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-17-prices.csv\n", "2021-08-12 14:57:08.018 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-20-prices.csv\n", "2021-08-12 14:57:09.147 | INFO | besser_tanken.data_loader:load_prices:70 - got 299724 prices\n", "2021-08-12 14:57:09.237 | INFO | besser_tanken.data_loader:load_prices:70 - got 300856 prices\n", "2021-08-12 14:57:09.985 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-21-prices.csv\n", "2021-08-12 14:57:10.950 | INFO | besser_tanken.data_loader:load_prices:70 - got 270065 prices\n", "2021-08-12 14:57:11.247 | INFO | besser_tanken.data_loader:load_prices:70 - got 303379 prices\n", "2021-08-12 14:57:11.354 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-22-prices.csv\n", "2021-08-12 14:57:11.770 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-23-prices.csv\n", "2021-08-12 14:57:12.733 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-25-prices.csv\n", "2021-08-12 14:57:13.299 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-24-prices.csv\n", "2021-08-12 14:57:14.402 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-26-prices.csv\n", "2021-08-12 14:57:15.460 | INFO | besser_tanken.data_loader:load_prices:70 - got 274465 prices\n", "2021-08-12 14:57:15.595 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-27-prices.csv\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:57:16.569 | INFO | besser_tanken.data_loader:load_prices:70 - got 302240 prices\n", "2021-08-12 14:57:16.967 | INFO | besser_tanken.data_loader:load_prices:70 - got 303081 prices\n", "2021-08-12 14:57:18.744 | INFO | besser_tanken.data_loader:load_prices:70 - got 300843 prices\n", "2021-08-12 14:57:20.310 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-28-prices.csv\n", "2021-08-12 14:57:21.070 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-30-prices.csv\n", "2021-08-12 14:57:21.158 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-29-prices.csv\n", "2021-08-12 14:57:22.092 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/03/2021-03-31-prices.csv\n", "2021-08-12 14:57:23.771 | INFO | besser_tanken.data_loader:load_prices:70 - got 303397 prices\n", "2021-08-12 14:57:24.841 | INFO | besser_tanken.data_loader:load_prices:70 - got 289836 prices\n", "2021-08-12 14:57:25.797 | INFO | besser_tanken.data_loader:load_prices:70 - got 305209 prices\n", "2021-08-12 14:57:25.863 | INFO | besser_tanken.data_loader:load_prices:70 - got 309499 prices\n", "2021-08-12 14:57:26.278 | INFO | besser_tanken.data_loader:load_prices:70 - got 300025 prices\n", "2021-08-12 14:57:28.340 | INFO | besser_tanken.data_loader:load_prices:70 - got 267630 prices\n", "2021-08-12 14:57:28.514 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-01-prices.csv\n", "2021-08-12 14:57:29.012 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-02-prices.csv\n", "2021-08-12 14:57:29.784 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-03-prices.csv\n", "2021-08-12 14:57:30.148 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-04-prices.csv\n", "2021-08-12 14:57:30.349 | INFO | besser_tanken.data_loader:load_prices:70 - got 278406 prices\n", "2021-08-12 14:57:30.450 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-05-prices.csv\n", "2021-08-12 14:57:30.466 | INFO | besser_tanken.data_loader:load_prices:70 - got 307740 prices\n", "2021-08-12 14:57:30.479 | INFO | besser_tanken.data_loader:load_prices:70 - got 284813 prices\n", "2021-08-12 14:57:31.503 | INFO | besser_tanken.data_loader:load_prices:70 - got 281674 prices\n", "2021-08-12 14:57:31.682 | INFO | besser_tanken.data_loader:load_prices:70 - got 279638 prices\n", "2021-08-12 14:57:31.770 | INFO | besser_tanken.data_loader:load_prices:70 - got 257995 prices\n", "2021-08-12 14:57:34.898 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-06-prices.csv\n", "2021-08-12 14:57:36.742 | INFO | besser_tanken.data_loader:load_prices:70 - got 243278 prices\n", "2021-08-12 14:57:37.615 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-07-prices.csv\n", "2021-08-12 14:57:38.020 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-10-prices.csv\n", "2021-08-12 14:57:38.151 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-08-prices.csv\n", "2021-08-12 14:57:38.359 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-11-prices.csv\n", "2021-08-12 14:57:38.632 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-12-prices.csv\n", "2021-08-12 14:57:38.674 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-09-prices.csv\n", "2021-08-12 14:57:39.595 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-13-prices.csv\n", "2021-08-12 14:57:40.003 | INFO | besser_tanken.data_loader:load_prices:70 - got 307644 prices\n", "2021-08-12 14:57:40.639 | INFO | besser_tanken.data_loader:load_prices:70 - got 310474 prices\n", "2021-08-12 14:57:42.529 | INFO | besser_tanken.data_loader:load_prices:70 - got 312526 prices\n", "2021-08-12 14:57:43.801 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-14-prices.csv\n", "2021-08-12 14:57:45.486 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-15-prices.csv\n", "2021-08-12 14:57:46.504 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-16-prices.csv\n", "2021-08-12 14:57:46.733 | INFO | besser_tanken.data_loader:load_prices:70 - got 269837 prices\n", "2021-08-12 14:57:47.588 | INFO | besser_tanken.data_loader:load_prices:70 - got 256287 prices\n", "2021-08-12 14:57:49.306 | INFO | besser_tanken.data_loader:load_prices:70 - got 311357 prices\n", "2021-08-12 14:57:49.584 | INFO | besser_tanken.data_loader:load_prices:70 - got 274141 prices\n", "2021-08-12 14:57:50.459 | INFO | besser_tanken.data_loader:load_prices:70 - got 268407 prices\n", "2021-08-12 14:57:51.005 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-18-prices.csv\n", "2021-08-12 14:57:51.256 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-17-prices.csv\n", "2021-08-12 14:57:53.426 | INFO | besser_tanken.data_loader:load_prices:70 - got 261957 prices\n", "2021-08-12 14:57:53.561 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-19-prices.csv\n", "2021-08-12 14:57:53.882 | INFO | besser_tanken.data_loader:load_prices:70 - got 317049 prices\n", "2021-08-12 14:57:53.994 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-20-prices.csv\n", "2021-08-12 14:57:54.237 | INFO | besser_tanken.data_loader:load_prices:70 - got 279637 prices\n", "2021-08-12 14:57:55.421 | INFO | besser_tanken.data_loader:load_prices:70 - got 293932 prices\n", "2021-08-12 14:57:55.668 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-21-prices.csv\n", "2021-08-12 14:57:56.042 | INFO | besser_tanken.data_loader:load_prices:70 - got 317581 prices\n", "2021-08-12 14:57:56.147 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-22-prices.csv\n", "2021-08-12 14:57:57.335 | INFO | besser_tanken.data_loader:load_prices:70 - got 315661 prices\n", "2021-08-12 14:57:58.179 | INFO | besser_tanken.data_loader:load_prices:70 - got 338501 prices\n", "2021-08-12 14:57:58.486 | INFO | besser_tanken.data_loader:load_prices:70 - got 308348 prices\n", "2021-08-12 14:57:58.646 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-23-prices.csv\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:57:58.764 | INFO | besser_tanken.data_loader:load_prices:70 - got 269150 prices\n", "2021-08-12 14:57:58.781 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-24-prices.csv\n", "2021-08-12 14:57:59.108 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-25-prices.csv\n", "2021-08-12 14:58:00.443 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-26-prices.csv\n", "2021-08-12 14:58:01.096 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-27-prices.csv\n", "2021-08-12 14:58:02.025 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-28-prices.csv\n", "2021-08-12 14:58:02.478 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-30-prices.csv\n", "2021-08-12 14:58:02.643 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/04/2021-04-29-prices.csv\n", "2021-08-12 14:58:02.947 | INFO | besser_tanken.data_loader:load_prices:70 - got 314120 prices\n", "2021-08-12 14:58:04.351 | INFO | besser_tanken.data_loader:load_prices:70 - got 307809 prices\n", "2021-08-12 14:58:04.725 | INFO | besser_tanken.data_loader:load_prices:70 - got 231764 prices\n", "2021-08-12 14:58:06.030 | INFO | besser_tanken.data_loader:load_prices:70 - got 245486 prices\n", "2021-08-12 14:58:07.390 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-01-prices.csv\n", "2021-08-12 14:58:08.017 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-02-prices.csv\n", "2021-08-12 14:58:08.660 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-03-prices.csv\n", "2021-08-12 14:58:09.468 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-04-prices.csv\n", "2021-08-12 14:58:13.118 | INFO | besser_tanken.data_loader:load_prices:70 - got 311389 prices\n", "2021-08-12 14:58:13.294 | INFO | besser_tanken.data_loader:load_prices:70 - got 319437 prices\n", "2021-08-12 14:58:14.389 | INFO | besser_tanken.data_loader:load_prices:70 - got 311989 prices\n", "2021-08-12 14:58:14.811 | INFO | besser_tanken.data_loader:load_prices:70 - got 247493 prices\n", "2021-08-12 14:58:16.005 | INFO | besser_tanken.data_loader:load_prices:70 - got 266464 prices\n", "2021-08-12 14:58:16.215 | INFO | besser_tanken.data_loader:load_prices:70 - got 277334 prices\n", "2021-08-12 14:58:16.334 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-06-prices.csv\n", "2021-08-12 14:58:16.467 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-05-prices.csv\n", "2021-08-12 14:58:16.477 | INFO | besser_tanken.data_loader:load_prices:70 - got 317099 prices\n", "2021-08-12 14:58:18.111 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-08-prices.csv\n", "2021-08-12 14:58:18.136 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-07-prices.csv\n", "2021-08-12 14:58:18.296 | INFO | besser_tanken.data_loader:load_prices:70 - got 316090 prices\n", "2021-08-12 14:58:18.353 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-09-prices.csv\n", "2021-08-12 14:58:18.499 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-10-prices.csv\n", "2021-08-12 14:58:20.181 | INFO | besser_tanken.data_loader:load_prices:70 - got 323020 prices\n", "2021-08-12 14:58:20.319 | INFO | besser_tanken.data_loader:load_prices:70 - got 320842 prices\n", "2021-08-12 14:58:23.099 | INFO | besser_tanken.data_loader:load_prices:70 - got 295191 prices\n", "2021-08-12 14:58:24.631 | INFO | besser_tanken.data_loader:load_prices:70 - got 320951 prices\n", "2021-08-12 14:58:24.753 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-11-prices.csv\n", "2021-08-12 14:58:24.788 | INFO | besser_tanken.data_loader:load_prices:70 - got 281559 prices\n", "2021-08-12 14:58:25.271 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-12-prices.csv\n", "2021-08-12 14:58:25.592 | INFO | besser_tanken.data_loader:load_prices:70 - got 268206 prices\n", "2021-08-12 14:58:26.433 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-14-prices.csv\n", "2021-08-12 14:58:26.652 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-13-prices.csv\n", "2021-08-12 14:58:27.396 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-15-prices.csv\n", "2021-08-12 14:58:27.564 | INFO | besser_tanken.data_loader:load_prices:70 - got 316110 prices\n", "2021-08-12 14:58:27.898 | INFO | besser_tanken.data_loader:load_prices:70 - got 310422 prices\n", "2021-08-12 14:58:28.063 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-16-prices.csv\n", "2021-08-12 14:58:28.567 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-17-prices.csv\n", "2021-08-12 14:58:28.934 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-18-prices.csv\n", "2021-08-12 14:58:30.981 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-20-prices.csv\n", "2021-08-12 14:58:30.988 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-19-prices.csv\n", "2021-08-12 14:58:35.858 | INFO | besser_tanken.data_loader:load_prices:70 - got 314216 prices\n", "2021-08-12 14:58:36.657 | INFO | besser_tanken.data_loader:load_prices:70 - got 300563 prices\n", "2021-08-12 14:58:36.883 | INFO | besser_tanken.data_loader:load_prices:70 - got 311043 prices\n", "2021-08-12 14:58:37.566 | INFO | besser_tanken.data_loader:load_prices:70 - got 303829 prices\n", "2021-08-12 14:58:37.826 | INFO | besser_tanken.data_loader:load_prices:70 - got 279529 prices\n", "2021-08-12 14:58:40.451 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-22-prices.csv\n", "2021-08-12 14:58:40.478 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-21-prices.csv\n", "2021-08-12 14:58:40.676 | INFO | besser_tanken.data_loader:load_prices:70 - got 322838 prices\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:58:41.478 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-23-prices.csv\n", "2021-08-12 14:58:41.515 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-24-prices.csv\n", "2021-08-12 14:58:41.617 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-25-prices.csv\n", "2021-08-12 14:58:42.738 | INFO | besser_tanken.data_loader:load_prices:70 - got 318446 prices\n", "2021-08-12 14:58:43.053 | INFO | besser_tanken.data_loader:load_prices:70 - got 320776 prices\n", "2021-08-12 14:58:44.436 | INFO | besser_tanken.data_loader:load_prices:70 - got 281255 prices\n", "2021-08-12 14:58:44.672 | INFO | besser_tanken.data_loader:load_prices:70 - got 300333 prices\n", "2021-08-12 14:58:44.679 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-26-prices.csv\n", "2021-08-12 14:58:45.118 | INFO | besser_tanken.data_loader:load_prices:70 - got 323364 prices\n", "2021-08-12 14:58:45.662 | INFO | besser_tanken.data_loader:load_prices:70 - got 295663 prices\n", "2021-08-12 14:58:45.885 | INFO | besser_tanken.data_loader:load_prices:70 - got 312171 prices\n", "2021-08-12 14:58:46.903 | INFO | besser_tanken.data_loader:load_prices:70 - got 322048 prices\n", "2021-08-12 14:58:46.985 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-27-prices.csv\n", "2021-08-12 14:58:47.569 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-28-prices.csv\n", "2021-08-12 14:58:47.802 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-29-prices.csv\n", "2021-08-12 14:58:48.437 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-30-prices.csv\n", "2021-08-12 14:58:48.982 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/05/2021-05-31-prices.csv\n", "2021-08-12 14:58:49.653 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-01-prices.csv\n", "2021-08-12 14:58:49.703 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-02-prices.csv\n", "2021-08-12 14:58:49.763 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-03-prices.csv\n", "2021-08-12 14:58:51.189 | INFO | besser_tanken.data_loader:load_prices:70 - got 321281 prices\n", "2021-08-12 14:58:51.727 | INFO | besser_tanken.data_loader:load_prices:70 - got 323562 prices\n", "2021-08-12 14:58:54.747 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-04-prices.csv\n", "2021-08-12 14:58:55.570 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-05-prices.csv\n", "2021-08-12 14:58:58.161 | INFO | besser_tanken.data_loader:load_prices:70 - got 273299 prices\n", "2021-08-12 14:58:58.252 | INFO | besser_tanken.data_loader:load_prices:70 - got 295898 prices\n", "2021-08-12 14:58:58.744 | INFO | besser_tanken.data_loader:load_prices:70 - got 283712 prices\n", "2021-08-12 14:58:59.410 | INFO | besser_tanken.data_loader:load_prices:70 - got 311513 prices\n", "2021-08-12 14:59:01.014 | INFO | besser_tanken.data_loader:load_prices:70 - got 311840 prices\n", "2021-08-12 14:59:01.422 | INFO | besser_tanken.data_loader:load_prices:70 - got 309601 prices\n", "2021-08-12 14:59:01.754 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-06-prices.csv\n", "2021-08-12 14:59:02.402 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-07-prices.csv\n", "2021-08-12 14:59:02.559 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-09-prices.csv\n", "2021-08-12 14:59:02.695 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-08-prices.csv\n", "2021-08-12 14:59:03.288 | INFO | besser_tanken.data_loader:load_prices:70 - got 306849 prices\n", "2021-08-12 14:59:03.415 | INFO | besser_tanken.data_loader:load_prices:70 - got 311428 prices\n", "2021-08-12 14:59:03.706 | INFO | besser_tanken.data_loader:load_prices:70 - got 292252 prices\n", "2021-08-12 14:59:04.457 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-10-prices.csv\n", "2021-08-12 14:59:04.582 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-11-prices.csv\n", "2021-08-12 14:59:04.633 | INFO | besser_tanken.data_loader:load_prices:70 - got 272179 prices\n", "2021-08-12 14:59:05.357 | INFO | besser_tanken.data_loader:load_prices:70 - got 297145 prices\n", "2021-08-12 14:59:07.128 | INFO | besser_tanken.data_loader:load_prices:70 - got 310321 prices\n", "2021-08-12 14:59:10.776 | INFO | besser_tanken.data_loader:load_prices:70 - got 296089 prices\n", "2021-08-12 14:59:11.201 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-13-prices.csv\n", "2021-08-12 14:59:11.267 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-14-prices.csv\n", "2021-08-12 14:59:11.376 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-12-prices.csv\n", "2021-08-12 14:59:11.830 | INFO | besser_tanken.data_loader:load_prices:70 - got 305627 prices\n", "2021-08-12 14:59:11.946 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-15-prices.csv\n", "2021-08-12 14:59:12.810 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-16-prices.csv\n", "2021-08-12 14:59:13.874 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-17-prices.csv\n", "2021-08-12 14:59:14.596 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-18-prices.csv\n", "2021-08-12 14:59:15.772 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-19-prices.csv\n", "2021-08-12 14:59:15.855 | INFO | besser_tanken.data_loader:load_prices:70 - got 315296 prices\n", "2021-08-12 14:59:16.417 | INFO | besser_tanken.data_loader:load_prices:70 - got 284582 prices\n", "2021-08-12 14:59:19.259 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-20-prices.csv\n", "2021-08-12 14:59:20.797 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-21-prices.csv\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 14:59:22.061 | INFO | besser_tanken.data_loader:load_prices:70 - got 280524 prices\n", "2021-08-12 14:59:22.229 | INFO | besser_tanken.data_loader:load_prices:70 - got 301502 prices\n", "2021-08-12 14:59:23.325 | INFO | besser_tanken.data_loader:load_prices:70 - got 329611 prices\n", "2021-08-12 14:59:24.570 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-22-prices.csv\n", "2021-08-12 14:59:25.013 | INFO | besser_tanken.data_loader:load_prices:70 - got 324502 prices\n", "2021-08-12 14:59:25.092 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-23-prices.csv\n", "2021-08-12 14:59:26.697 | INFO | besser_tanken.data_loader:load_prices:70 - got 278483 prices\n", "2021-08-12 14:59:26.781 | INFO | besser_tanken.data_loader:load_prices:70 - got 326345 prices\n", "2021-08-12 14:59:27.309 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-24-prices.csv\n", "2021-08-12 14:59:27.370 | INFO | besser_tanken.data_loader:load_prices:70 - got 318813 prices\n", "2021-08-12 14:59:27.956 | INFO | besser_tanken.data_loader:load_prices:70 - got 286250 prices\n", "2021-08-12 14:59:29.661 | INFO | besser_tanken.data_loader:load_prices:70 - got 326330 prices\n", "2021-08-12 14:59:29.788 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-25-prices.csv\n", "2021-08-12 14:59:30.479 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-26-prices.csv\n", "2021-08-12 14:59:30.576 | INFO | besser_tanken.data_loader:load_prices:70 - got 320353 prices\n", "2021-08-12 14:59:31.068 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-27-prices.csv\n", "2021-08-12 14:59:31.805 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-29-prices.csv\n", "2021-08-12 14:59:31.858 | INFO | besser_tanken.data_loader:load_prices:70 - got 318714 prices\n", "2021-08-12 14:59:31.960 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-28-prices.csv\n", "2021-08-12 14:59:32.562 | INFO | besser_tanken.data_loader:load_prices:70 - got 291300 prices\n", "2021-08-12 14:59:33.087 | INFO | besser_tanken.data_loader:load_prices:70 - got 322612 prices\n", "2021-08-12 14:59:33.306 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/06/2021-06-30-prices.csv\n", "2021-08-12 14:59:34.033 | INFO | besser_tanken.data_loader:load_prices:70 - got 318015 prices\n", "2021-08-12 14:59:34.734 | INFO | besser_tanken.data_loader:load_prices:70 - got 278580 prices\n", "2021-08-12 14:59:35.338 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-01-prices.csv\n", "2021-08-12 14:59:36.013 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-02-prices.csv\n", "2021-08-12 14:59:36.785 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-03-prices.csv\n", "2021-08-12 14:59:38.639 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-04-prices.csv\n", "2021-08-12 14:59:38.919 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-05-prices.csv\n", "2021-08-12 14:59:39.381 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-06-prices.csv\n", "2021-08-12 14:59:41.434 | INFO | besser_tanken.data_loader:load_prices:70 - got 320304 prices\n", "2021-08-12 14:59:43.846 | INFO | besser_tanken.data_loader:load_prices:70 - got 311422 prices\n", "2021-08-12 14:59:45.731 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-07-prices.csv\n", "2021-08-12 14:59:46.590 | INFO | besser_tanken.data_loader:load_prices:70 - got 313682 prices\n", "2021-08-12 14:59:48.577 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-08-prices.csv\n", "2021-08-12 14:59:49.006 | INFO | besser_tanken.data_loader:load_prices:70 - got 329516 prices\n", "2021-08-12 14:59:49.219 | INFO | besser_tanken.data_loader:load_prices:70 - got 303649 prices\n", "2021-08-12 14:59:49.968 | INFO | besser_tanken.data_loader:load_prices:70 - got 293388 prices\n", "2021-08-12 14:59:50.861 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-09-prices.csv\n", "2021-08-12 14:59:51.313 | INFO | besser_tanken.data_loader:load_prices:70 - got 318168 prices\n", "2021-08-12 14:59:52.141 | INFO | besser_tanken.data_loader:load_prices:70 - got 319096 prices\n", "2021-08-12 14:59:52.903 | INFO | besser_tanken.data_loader:load_prices:70 - got 311116 prices\n", "2021-08-12 14:59:57.409 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-11-prices.csv\n", "2021-08-12 14:59:57.419 | INFO | besser_tanken.data_loader:load_prices:70 - got 320103 prices\n", "2021-08-12 14:59:57.466 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-10-prices.csv\n", "2021-08-12 14:59:58.224 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-12-prices.csv\n", "2021-08-12 14:59:58.778 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-13-prices.csv\n", "2021-08-12 14:59:58.941 | INFO | besser_tanken.data_loader:load_prices:70 - got 291670 prices\n", "2021-08-12 14:59:59.089 | INFO | besser_tanken.data_loader:load_prices:70 - got 322544 prices\n", "2021-08-12 14:59:59.675 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-14-prices.csv\n", "2021-08-12 15:00:00.012 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-15-prices.csv\n", "2021-08-12 15:00:00.249 | INFO | besser_tanken.data_loader:load_prices:70 - got 324591 prices\n", "2021-08-12 15:00:00.690 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-16-prices.csv\n", "2021-08-12 15:00:00.871 | INFO | besser_tanken.data_loader:load_prices:70 - got 302137 prices\n", "2021-08-12 15:00:02.287 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-17-prices.csv\n", "2021-08-12 15:00:02.470 | INFO | besser_tanken.data_loader:load_prices:70 - got 323030 prices\n", "2021-08-12 15:00:03.132 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-18-prices.csv\n", "2021-08-12 15:00:04.115 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-19-prices.csv\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-08-12 15:00:05.017 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-20-prices.csv\n", "2021-08-12 15:00:05.341 | INFO | besser_tanken.data_loader:load_prices:70 - got 322967 prices\n", "2021-08-12 15:00:06.068 | INFO | besser_tanken.data_loader:load_prices:67 - loading prices file: /home/tobias/projects/besser_tanken/tankerkoenig-data/prices/2021/07/2021-07-21-prices.csv\n" ] } ], "source": [ "#data = load_prices_from(2020,11,1)\n", "#df = load_prices_from(2020,11,1)\n", "#df = pd.DataFrame(data)" ] }, { "cell_type": "code", "execution_count": null, "id": "4625073c", "metadata": {}, "outputs": [], "source": [ "df.e5 = df['e5'].astype(float)\n", "df.e10 = df['e10'].astype(float)\n", "df.diesel = df['diesel'].astype(float)" ] }, { "cell_type": "code", "execution_count": null, "id": "8d98c145", "metadata": {}, "outputs": [], "source": [ "df[\"date_time\"] = pd.to_datetime(df.date, infer_datetime_format=True, utc=True)\n", "df[\"hour\"] = df.date_time.dt.hour\n", "df[\"month\"] = df.date_time.dt.month\n", "df[\"quarter\"] = df.date_time.dt.quarter\n", "df[\"year\"] = df.date_time.dt.year\n", "df[\"day\"] = df.date_time.dt.day\n", "df[\"week\"] = df.date_time.dt.isocalendar().week\n", "df[\"weekday\"] = df.date_time.dt.weekday\n", "df[\"season\"] = np.where(df[\"month\"].isin([3,4,5]),\"spring\",\n", " np.where(df[\"month\"].isin([6,7,8]),\"summer\",\n", " np.where(df[\"month\"].isin([9,10,11]),\"fall\",\n", " np.where(df[\"month\"].isin([12,1,2]),\"winter\",\"None\"))))\n", "#buehl[\"weekday_name\"] = np.where(df[\"weekday\"].isin([0]),\"mon\",\n", "# np.where(df[\"weekday\"].isin([1]),\"tue\",\n", "# np.where(df[\"weekday\"].isin([2]),\"wed\",\n", "# np.where(df[\"weekday\"].isin([3]),\"thu\",\n", "# np.where(df[\"weekday\"].isin([4]),\"fri\", \n", "# np.where(df[\"weekday\"].isin([5]),\"sat\", \n", "# np.where(df[\"weekday\"].isin([6]),\"sun\",\"None\")))))))" ] }, { "cell_type": "code", "execution_count": null, "id": "ee8153a0", "metadata": {}, "outputs": [], "source": [ "#df[\"date_time\"] = pd.to_datetime(df.date)\n", "#df[\"month\"] = df[\"date_time\"].dt.month" ] }, { "cell_type": "code", "execution_count": null, "id": "d4419141", "metadata": {}, "outputs": [], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "7babd7db", "metadata": {}, "outputs": [], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": null, "id": "add38d92", "metadata": {}, "outputs": [], "source": [ "grouped_by_station = df.groupby('station_uuid').mean()" ] }, { "cell_type": "code", "execution_count": null, "id": "919a8bbf", "metadata": {}, "outputs": [], "source": [ "grouped_by_station['diesel'].plot()" ] }, { "cell_type": "code", "execution_count": null, "id": "928c0449", "metadata": {}, "outputs": [], "source": [ "grouped_by_station['diesel'].nlargest(20).plot()" ] }, { "cell_type": "code", "execution_count": null, "id": "0b67b964", "metadata": {}, "outputs": [], "source": [ "grouped_by_station['diesel'].nsmallest(20).plot()" ] }, { "cell_type": "code", "execution_count": null, "id": "4d9f5349", "metadata": {}, "outputs": [], "source": [ "stations = load_stations()" ] }, { "cell_type": "code", "execution_count": null, "id": "3fcabf92", "metadata": {}, "outputs": [], "source": [ "stations_df = pd.DataFrame(stations)" ] }, { "cell_type": "code", "execution_count": null, "id": "493ce272", "metadata": {}, "outputs": [], "source": [ "merged = pd.merge(df, stations_df, how=\"outer\", left_on=[\"station_uuid\"],right_on=[\"uuid\"])" ] }, { "cell_type": "code", "execution_count": null, "id": "005e93e4", "metadata": {}, "outputs": [], "source": [ "merged.head()" ] }, { "cell_type": "code", "execution_count": 1, "id": "476b5d9e", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'merged' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_326572/2217073540.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplz_grouped\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmerged\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'post_code'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'merged' is not defined" ] } ], "source": [ "plz_grouped = merged.groupby('post_code').mean()" ] }, { "cell_type": "code", "execution_count": 196, "id": "9ce5a1c0", "metadata": {}, "outputs": [], "source": [ "#prices = group_prices(data)" ] }, { "cell_type": "code", "execution_count": 123, "id": "4221f111", "metadata": {}, "outputs": [], "source": [ "buehl_stations = filter(lambda s: s['post_code'] in ['77815'], stations)\n", "buehl_station = list(buehl_stations)[0]\n", "#buehl = prices[buehl_station['uuid']]\n", "buehl = df[df[\"station_uuid\"] == buehl_station['uuid']]" ] }, { "cell_type": "code", "execution_count": 127, "id": "5c01f16f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'uuid': 'e95c2523-8d12-4132-98b3-0aa6a2ce454d', 'name': 'ZG Raiffeisen Tankstelle Bühl', 'brand': 'ZG Raiffeisen Energie', 'street': 'Hurststraße', 'house_number': '24', 'post_code': '77815', 'city': 'Bühl Vimbuch', 'latitude': '48.7133', 'longitude': '8.12091', 'first_active': '2014-03-18 16:45:31+01', 'openingtimes_json': '{}'}\n" ] } ], "source": [ "#buehl_station = next(buehl_stations)\n", "print(buehl_station)" ] }, { "cell_type": "code", "execution_count": 128, "id": "c5371e50", "metadata": {}, "outputs": [], "source": [ "buehl= pd.DataFrame(buehl)" ] }, { "cell_type": "code", "execution_count": 129, "id": "c4a16376", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9581 2020-11-01 06:06:05+0100\n", "22918 2020-11-01 07:31:06+0100\n", "23793 2020-11-01 07:36:05+0100\n", "26755 2020-11-01 07:56:07+0100\n", "33824 2020-11-01 08:31:06+0100\n", " ... \n", "49842510 2021-03-31 19:01:05+0200\n", "49853848 2021-03-31 19:26:08+0200\n", "49862771 2021-03-31 20:01:05+0200\n", "49867661 2021-03-31 20:11:05+0200\n", "49892392 2021-03-31 23:51:05+0200\n", "Name: date, Length: 3533, dtype: object" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buehl[\"date\"] " ] }, { "cell_type": "code", "execution_count": 139, "id": "adbd26b4", "metadata": {}, "outputs": [], "source": [ "buehl[\"date_time\"] = pd.to_datetime(buehl.date, infer_datetime_format=True, utc=True)\n", "#buehl[\"date_time\"] = pd.to_datetime(buehl.date)" ] }, { "cell_type": "code", "execution_count": 18, "id": "6950f7b6", "metadata": {}, "outputs": [], "source": [ "#buehl[\"date_time\"] = pd.to_datetime(buehl.date, format='%Y-%m-%d %H:%M:%S%z')" ] }, { "cell_type": "code", "execution_count": 140, "id": "e0b8a829", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9581 2020-11-01 05:06:05+00:00\n", "22918 2020-11-01 06:31:06+00:00\n", "23793 2020-11-01 06:36:05+00:00\n", "26755 2020-11-01 06:56:07+00:00\n", "33824 2020-11-01 07:31:06+00:00\n", " ... \n", "49842510 2021-03-31 17:01:05+00:00\n", "49853848 2021-03-31 17:26:08+00:00\n", "49862771 2021-03-31 18:01:05+00:00\n", "49867661 2021-03-31 18:11:05+00:00\n", "49892392 2021-03-31 21:51:05+00:00\n", "Name: date, Length: 3533, dtype: datetime64[ns, UTC]" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buehl.date_time" ] }, { "cell_type": "code", "execution_count": 33, "id": "ce8e2387", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9581 2020-11-01 06:06:05+0100\n", "22918 2020-11-01 07:31:06+0100\n", "23793 2020-11-01 07:36:05+0100\n", "26755 2020-11-01 07:56:07+0100\n", "33824 2020-11-01 08:31:06+0100\n", " ... \n", "49842510 2021-03-31 19:01:05+0200\n", "49853848 2021-03-31 19:26:08+0200\n", "49862771 2021-03-31 20:01:05+0200\n", "49867661 2021-03-31 20:11:05+0200\n", "49892392 2021-03-31 23:51:05+0200\n", "Name: date, Length: 3533, dtype: object" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buehl.date" ] }, { "cell_type": "code", "execution_count": 133, "id": "3f5c3044", "metadata": {}, "outputs": [], "source": [ "d = pd.to_datetime(buehl.iloc[0].date)" ] }, { "cell_type": "code", "execution_count": 134, "id": "3609750b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Timestamp('2020-11-01 06:06:05+0100', tz='pytz.FixedOffset(60)')" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d" ] }, { "cell_type": "code", "execution_count": 135, "id": "69d3322e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "11" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.month" ] }, { "cell_type": "code", "execution_count": 141, "id": "cd27f6c5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2020-11-01 05:06:05+00:00', '2020-11-01 06:31:06+00:00',\n", " '2020-11-01 06:36:05+00:00', '2020-11-01 06:56:07+00:00',\n", " '2020-11-01 07:31:06+00:00', '2020-11-01 08:01:06+00:00',\n", " '2020-11-01 12:26:08+00:00', '2020-11-01 13:21:12+00:00',\n", " '2020-11-01 14:31:06+00:00', '2020-11-01 14:46:09+00:00',\n", " ...\n", " '2021-03-31 14:51:06+00:00', '2021-03-31 15:56:06+00:00',\n", " '2021-03-31 16:01:07+00:00', '2021-03-31 16:11:06+00:00',\n", " '2021-03-31 16:41:07+00:00', '2021-03-31 17:01:05+00:00',\n", " '2021-03-31 17:26:08+00:00', '2021-03-31 18:01:05+00:00',\n", " '2021-03-31 18:11:05+00:00', '2021-03-31 21:51:05+00:00'],\n", " dtype='datetime64[ns, UTC]', name='date_time', length=3533, freq=None)" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DatetimeIndex(buehl['date_time'])" ] }, { "cell_type": "code", "execution_count": 164, "id": "e56eda9b", "metadata": {}, "outputs": [], "source": [ "buehl[\"hour\"] = buehl.date_time.dt.hour\n", "buehl[\"month\"] = buehl.date_time.dt.month\n", "buehl[\"quarter\"] = buehl.date_time.dt.quarter\n", "buehl[\"year\"] = buehl.date_time.dt.year\n", "buehl[\"day\"] = buehl.date_time.dt.day\n", "buehl[\"week\"] = buehl.date_time.dt.isocalendar().week\n", "buehl[\"weekday\"] = buehl.date_time.dt.weekday\n", "buehl[\"season\"] = np.where(buehl[\"month\"].isin([3,4,5]),\"spring\",\n", " np.where(buehl[\"month\"].isin([6,7,8]),\"summer\",\n", " np.where(buehl[\"month\"].isin([9,10,11]),\"fall\",\n", " np.where(buehl[\"month\"].isin([12,1,2]),\"winter\",\"None\"))))\n", "buehl[\"weekday_name\"] = np.where(buehl[\"weekday\"].isin([0]),\"mon\",\n", " np.where(buehl[\"weekday\"].isin([1]),\"tue\",\n", " np.where(buehl[\"weekday\"].isin([2]),\"wed\",\n", " np.where(buehl[\"weekday\"].isin([3]),\"thu\",\n", " np.where(buehl[\"weekday\"].isin([4]),\"fri\", \n", " np.where(buehl[\"weekday\"].isin([5]),\"sat\", \n", " np.where(buehl[\"weekday\"].isin([6]),\"sun\",\"None\")))))))" ] }, { "cell_type": "code", "execution_count": 143, "id": "ff6450d2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['date', 'station_uuid', 'diesel', 'e5', 'e10', 'dieselchange',\n", " 'e5change', 'e10change', 'date_time', 'month', 'quarter', 'year', 'day',\n", " 'week', 'weekday', 'season', 'weekday_name'],\n", " dtype='object')" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buehl.columns" ] }, { "cell_type": "code", "execution_count": 144, "id": "65deae4d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 3533 entries, 9581 to 49892392\n", "Data columns (total 17 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 date 3533 non-null object \n", " 1 station_uuid 3533 non-null object \n", " 2 diesel 3533 non-null object \n", " 3 e5 3533 non-null object \n", " 4 e10 3533 non-null object \n", " 5 dieselchange 3533 non-null object \n", " 6 e5change 3533 non-null object \n", " 7 e10change 3533 non-null object \n", " 8 date_time 3533 non-null datetime64[ns, UTC]\n", " 9 month 3533 non-null int64 \n", " 10 quarter 3533 non-null int64 \n", " 11 year 3533 non-null int64 \n", " 12 day 3533 non-null int64 \n", " 13 week 3533 non-null UInt32 \n", " 14 weekday 3533 non-null int64 \n", " 15 season 3533 non-null object \n", " 16 weekday_name 3533 non-null object \n", "dtypes: UInt32(1), datetime64[ns, UTC](1), int64(5), object(10)\n", "memory usage: 486.5+ KB\n" ] } ], "source": [ "buehl.info()" ] }, { "cell_type": "code", "execution_count": 145, "id": "26cae1bf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datestation_uuiddiesele5e10dieselchangee5changee10changedate_timemonthquarteryeardayweekweekdayseasonweekday_name
95812020-11-01 06:06:05+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d1.0791.2791.2391112020-11-01 05:06:05+00:0011420201446fallsun
229182020-11-01 07:31:06+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d1.0491.2491.2091112020-11-01 06:31:06+00:0011420201446fallsun
237932020-11-01 07:36:05+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d1.0991.3091.2691112020-11-01 06:36:05+00:0011420201446fallsun
267552020-11-01 07:56:07+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d1.0791.2791.2391112020-11-01 06:56:07+00:0011420201446fallsun
338242020-11-01 08:31:06+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d1.0491.2491.2091112020-11-01 07:31:06+00:0011420201446fallsun
......................................................
15695762020-11-14 14:21:07+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d0.9991.1791.1391112020-11-14 13:21:07+00:00114202014465fallsat
16100452020-11-14 16:26:09+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d1.0391.2191.1791112020-11-14 15:26:09+00:00114202014465fallsat
16164162020-11-14 16:51:06+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d0.9991.1791.1391112020-11-14 15:51:06+00:00114202014465fallsat
16905822020-11-14 21:46:09+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d1.0091.1991.1591112020-11-14 20:46:09+00:00114202014465fallsat
17015882020-11-14 23:51:07+0100e95c2523-8d12-4132-98b3-0aa6a2ce454d1.0591.2391.1891112020-11-14 22:51:07+00:00114202014465fallsat
\n", "

100 rows × 17 columns

\n", "
" ], "text/plain": [ " date station_uuid \\\n", "9581 2020-11-01 06:06:05+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "22918 2020-11-01 07:31:06+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "23793 2020-11-01 07:36:05+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "26755 2020-11-01 07:56:07+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "33824 2020-11-01 08:31:06+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "... ... ... \n", "1569576 2020-11-14 14:21:07+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "1610045 2020-11-14 16:26:09+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "1616416 2020-11-14 16:51:06+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "1690582 2020-11-14 21:46:09+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "1701588 2020-11-14 23:51:07+0100 e95c2523-8d12-4132-98b3-0aa6a2ce454d \n", "\n", " diesel e5 e10 dieselchange e5change e10change \\\n", "9581 1.079 1.279 1.239 1 1 1 \n", "22918 1.049 1.249 1.209 1 1 1 \n", "23793 1.099 1.309 1.269 1 1 1 \n", "26755 1.079 1.279 1.239 1 1 1 \n", "33824 1.049 1.249 1.209 1 1 1 \n", "... ... ... ... ... ... ... \n", "1569576 0.999 1.179 1.139 1 1 1 \n", "1610045 1.039 1.219 1.179 1 1 1 \n", "1616416 0.999 1.179 1.139 1 1 1 \n", "1690582 1.009 1.199 1.159 1 1 1 \n", "1701588 1.059 1.239 1.189 1 1 1 \n", "\n", " date_time month quarter year day week weekday \\\n", "9581 2020-11-01 05:06:05+00:00 11 4 2020 1 44 6 \n", "22918 2020-11-01 06:31:06+00:00 11 4 2020 1 44 6 \n", "23793 2020-11-01 06:36:05+00:00 11 4 2020 1 44 6 \n", "26755 2020-11-01 06:56:07+00:00 11 4 2020 1 44 6 \n", "33824 2020-11-01 07:31:06+00:00 11 4 2020 1 44 6 \n", "... ... ... ... ... ... ... ... \n", "1569576 2020-11-14 13:21:07+00:00 11 4 2020 14 46 5 \n", "1610045 2020-11-14 15:26:09+00:00 11 4 2020 14 46 5 \n", "1616416 2020-11-14 15:51:06+00:00 11 4 2020 14 46 5 \n", "1690582 2020-11-14 20:46:09+00:00 11 4 2020 14 46 5 \n", "1701588 2020-11-14 22:51:07+00:00 11 4 2020 14 46 5 \n", "\n", " season weekday_name \n", "9581 fall sun \n", "22918 fall sun \n", "23793 fall sun \n", "26755 fall sun \n", "33824 fall sun \n", "... ... ... \n", "1569576 fall sat \n", "1610045 fall sat \n", "1616416 fall sat \n", "1690582 fall sat \n", "1701588 fall sat \n", "\n", "[100 rows x 17 columns]" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buehl.head(100)" ] }, { "cell_type": "code", "execution_count": 146, "id": "f5f30288", "metadata": {}, "outputs": [], "source": [ "buehl.e5 = buehl['e5'].astype(float)\n", "buehl.e10 = buehl['e10'].astype(float)\n", "buehl.diesel = buehl['diesel'].astype(float)" ] }, { "cell_type": "code", "execution_count": 153, "id": "9bcf07be", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
diesele5e10monthquarteryeardayweekweekday
weekday_name
fri1.2041211.3779521.3378105.4153232.1370972020.66935514.94153222.8810484.0
mon1.2126561.3902771.3501615.3655712.1025152020.68085114.71566721.6924560.0
sat1.2162351.3917031.3515575.3804572.1185032020.67567615.58835823.3783785.0
sun1.2075771.3846371.3445065.5280902.1872662020.65355815.98876423.7471916.0
thu1.2105991.3843851.3441425.8441302.2692312020.64170014.55668023.3522273.0
\n", "
" ], "text/plain": [ " diesel e5 e10 month quarter year \\\n", "weekday_name \n", "fri 1.204121 1.377952 1.337810 5.415323 2.137097 2020.669355 \n", "mon 1.212656 1.390277 1.350161 5.365571 2.102515 2020.680851 \n", "sat 1.216235 1.391703 1.351557 5.380457 2.118503 2020.675676 \n", "sun 1.207577 1.384637 1.344506 5.528090 2.187266 2020.653558 \n", "thu 1.210599 1.384385 1.344142 5.844130 2.269231 2020.641700 \n", "\n", " day week weekday \n", "weekday_name \n", "fri 14.941532 22.881048 4.0 \n", "mon 14.715667 21.692456 0.0 \n", "sat 15.588358 23.378378 5.0 \n", "sun 15.988764 23.747191 6.0 \n", "thu 14.556680 23.352227 3.0 " ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weekday_groups = buehl.groupby(\"weekday_name\").mean()\n", "weekday_num_groups = buehl.groupby(\"weekday\").mean()\n", "weekday_groups.head()" ] }, { "cell_type": "code", "execution_count": 151, "id": "92c12366", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weekday_groups[['diesel', 'e5', 'e10']].plot.bar()" ] }, { "cell_type": "code", "execution_count": 162, "id": "4f808aa0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weekday_num_groups[['diesel', 'e5', 'e10']].plot()" ] }, { "cell_type": "code", "execution_count": 166, "id": "04dedef5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buehl.groupby([\"hour\"]).mean()[['e5', 'e10','diesel']].plot()" ] }, { "cell_type": "code", "execution_count": 169, "id": "44318715", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 169, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buehl.groupby([\"weekday\", \"hour\"]).mean()[['e5', 'e10','diesel']].plot()" ] }, { "cell_type": "code", "execution_count": 161, "id": "c0f2a72f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buehl.groupby([\"year\",\"week\"]).mean()[['e5', 'e10','diesel']].plot()" ] }, { "cell_type": "code", "execution_count": 156, "id": "3508a896", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x=\"date\", y=\"diesel\",\n", " data=buehl)" ] }, { "cell_type": "code", "execution_count": 88, "id": "1cb4ef0b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(x=\"date\", y=\"e5\", \n", " data=buehl[0:100])" ] }, { "cell_type": "code", "execution_count": 89, "id": "05af38ea", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buehl_melted = buehl.melt('date', var_name='cols', value_name='vals', value_vars=[\"diesel\", \"e5\", \"e10\"])\n", "sns.lineplot(x=\"date\", y=\"vals\", hue='cols', data=buehl_melted)\n", "fig = plt.gcf()\n", "fig.set_size_inches( 16, 10)" ] }, { "cell_type": "code", "execution_count": 75, "id": "91c57d5a", "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "\"['station_uuid'] not found in axis\"", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_236719/3331971858.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mb2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbuehl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'station_uuid'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;31m#b2 = b2.melt('date', var_name='cols', value_name='vals')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m#g = sns.factorplot(x=\"date\", y=\"vals\", hue='cols', data=b2)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.cache/pypoetry/virtualenvs/besser-tanken-XZndgdH5-py3.9/lib/python3.9/site-packages/pandas/util/_decorators.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 309\u001b[0m \u001b[0mstacklevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstacklevel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 310\u001b[0m )\n\u001b[0;32m--> 311\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 312\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 313\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.cache/pypoetry/virtualenvs/besser-tanken-XZndgdH5-py3.9/lib/python3.9/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m 4899\u001b[0m \u001b[0mweight\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;36m0.8\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4900\u001b[0m \"\"\"\n\u001b[0;32m-> 4901\u001b[0;31m return super().drop(\n\u001b[0m\u001b[1;32m 4902\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4903\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.cache/pypoetry/virtualenvs/besser-tanken-XZndgdH5-py3.9/lib/python3.9/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m 4145\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4146\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4147\u001b[0;31m \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_drop_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4148\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4149\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.cache/pypoetry/virtualenvs/besser-tanken-XZndgdH5-py3.9/lib/python3.9/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_drop_axis\u001b[0;34m(self, labels, axis, level, errors)\u001b[0m\n\u001b[1;32m 4180\u001b[0m \u001b[0mnew_axis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4181\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4182\u001b[0;31m \u001b[0mnew_axis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4183\u001b[0m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0maxis_name\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mnew_axis\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4184\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.cache/pypoetry/virtualenvs/besser-tanken-XZndgdH5-py3.9/lib/python3.9/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, errors)\u001b[0m\n\u001b[1;32m 6016\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6017\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 6018\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"{labels[mask]} not found in axis\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6019\u001b[0m \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m~\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6020\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdelete\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: \"['station_uuid'] not found in axis\"" ] } ], "source": [ "b2 = buehl.drop('station_uuid')\n", "#b2 = b2.melt('date', var_name='cols', value_name='vals')\n", "#g = sns.factorplot(x=\"date\", y=\"vals\", hue='cols', data=b2)" ] } ], "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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }