import-hist-data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import historical data to MongoDB\n",
    "\n",
    "#### Imports and basic configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import logging\n",
    "import pymongo\n",
    "import os\n",
    "import codecs\n",
    "import threading\n",
    "\n",
    "logging.basicConfig(format='%(levelname)s: %(message)s', level=logging.DEBUG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### MongoDB setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "client = pymongo.MongoClient('localhost', 27017)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Optional: Drop Database"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "if input(\"Sicher, dass du alles löschen willst?\") in [\"y\",\"Y\",\"j\",\"J\"]:\n",
    "    try:\n",
    "        client.drop_database(\"tanken\")\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Get Database and Collections"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "db = client.tanken\n",
    "preise = db.preise\n",
    "stationen = db.stationen"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### Helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "inserted_uuids = set()\n",
    "\n",
    "\n",
    "def load_csv(path):\n",
    "    with codecs.open(path,\"r\", \"utf-8\") as file:\n",
    "        return [row for row in csv.DictReader(file)]\n",
    "\n",
    "def convert_types_prices(data):\n",
    "    for d in data:\n",
    "        try:\n",
    "            for key in list(d.keys()):\n",
    "                if key==\"diesel\":\n",
    "                    d[\"diesel\"] = float(d.get(\"diesel\"))\n",
    "                elif key==\"e5\":\n",
    "                    d[\"e5\"] = float(d.get(\"e5\"))\n",
    "                elif key==\"e10\":\n",
    "                    d[\"e10\"] = float(d.get(\"e10\"))\n",
    "        except Exception as e:\n",
    "            logging.error(\"Cant convert data\")\n",
    "\n",
    "def load_and_insert_prices_csv(path, collection):\n",
    "    logging.info(\"Loading \"+ path)\n",
    "    data = load_csv(path)\n",
    "    convert_types_prices(data)\n",
    "    for da in data:\n",
    "        del da[\"dieselchange\"]\n",
    "        del da[\"e10change\"]\n",
    "        del da[\"e5change\"]\n",
    "    logging.info(\"Loaded \"+ path+ \"! Inserting...\")\n",
    "    collection.insert_many(data)\n",
    "    logging.info(\"Inserted!\")\n",
    "\n",
    "def convert_types_stations(data):\n",
    "    pass\n",
    "    # not needed\n",
    "\n",
    "def load_and_insert_stations_csv(path, collection):\n",
    "    logging.info(\"Loading \"+ path)\n",
    "    data = load_csv(path)\n",
    "    convert_types_stations(data)\n",
    "    cleared_data= list()\n",
    "    for d in data:\n",
    "        if d[\"uuid\"] not in inserted_uuids:\n",
    "            cleared_data.append(d)\n",
    "            inserted_uuids.add(d[\"uuid\"])\n",
    "    logging.info(\"Loaded \"+ path+ \"! Inserting...\")\n",
    "    if len(cleared_data)>0:\n",
    "        collection.insert_many(cleared_data)\n",
    "    logging.info(\"Inserted!\")\n",
    "\n",
    "\n",
    "def import_dataset(name, collection, function):\n",
    "    daten_dir = \"daten/\"\n",
    "\n",
    "    if not os.path.exists(daten_dir):\n",
    "        logging.error(\"Daten-Ordner nicht gefunden\")\n",
    "    else:\n",
    "        # iterate over directorys and files\n",
    "        if name in os.listdir(daten_dir):\n",
    "            logging.info(\"Started import of \"+name)\n",
    "            for year in os.listdir(daten_dir+name+\"/\"):\n",
    "                logging.info(name +\" -> year:\"+ year)\n",
    "                for month in os.listdir(daten_dir+name+\"/\"+year):\n",
    "                    logging.info(name +\" -> month:\"+ month)\n",
    "                    for day in os.listdir(daten_dir+name+\"/\"+year+\"/\"+month):\n",
    "                        function(daten_dir+name+\"/\"+year+\"/\"+month+\"/\"+day, collection)\n",
    "    logging.info(\"Finished import of \"+name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### Import execution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Started import of preise\n",
      "INFO: preise -> year:2020\n",
      "INFO: preise -> month:01\n",
      "INFO: Loading daten/preise/2020/01/2020-01-01-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-01-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-02-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-02-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-03-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-03-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-04-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-04-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-05-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-05-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-06-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-06-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-07-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-07-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-08-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-08-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-09-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-09-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-10-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-10-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-11-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-11-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-12-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-12-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-13-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-13-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-14-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-14-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-15-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-16-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-16-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-17-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-17-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-18-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-18-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-19-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-19-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-20-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-20-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-21-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-21-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-22-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-23-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-24-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-24-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-25-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-25-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-26-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-26-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-27-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-27-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-28-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-28-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-29-prices.csv\n",
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      "INFO: Loading daten/preise/2020/01/2020-01-30-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/01/2020-01-31-prices.csv\n",
      "INFO: Loaded daten/preise/2020/01/2020-01-31-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: preise -> month:02\n",
      "INFO: Loading daten/preise/2020/02/2020-02-01-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-01-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-02-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-02-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-03-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-03-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-04-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-04-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-05-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-06-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-06-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-07-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-07-prices.csv! Inserting...\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-08-prices.csv\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-09-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-09-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-10-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-10-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-11-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-11-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-12-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-12-prices.csv! Inserting...\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-13-prices.csv\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-14-prices.csv\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-15-prices.csv\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-16-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-17-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-17-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-18-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-18-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-19-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-19-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-20-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-20-prices.csv! Inserting...\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-21-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-22-prices.csv\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-23-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-24-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-24-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-25-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-25-prices.csv! Inserting...\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-26-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-26-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/02/2020-02-27-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-27-prices.csv! Inserting...\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-28-prices.csv\n",
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      "INFO: Loading daten/preise/2020/02/2020-02-29-prices.csv\n",
      "INFO: Loaded daten/preise/2020/02/2020-02-29-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: preise -> month:03\n",
      "INFO: Loading daten/preise/2020/03/2020-03-01-prices.csv\n",
      "INFO: Loaded daten/preise/2020/03/2020-03-01-prices.csv! Inserting...\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-02-prices.csv\n",
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      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/03/2020-03-03-prices.csv\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-04-prices.csv\n",
      "INFO: Loaded daten/preise/2020/03/2020-03-04-prices.csv! Inserting...\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-05-prices.csv\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-06-prices.csv\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-07-prices.csv\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-09-prices.csv\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-10-prices.csv\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-11-prices.csv\n",
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      "INFO: Loading daten/preise/2020/03/2020-03-12-prices.csv\n",
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      "INFO: preise -> month:07\n",
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      "INFO: Loading daten/preise/2020/10/2020-10-19-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-19-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-20-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-20-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-21-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-21-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-22-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-22-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-23-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-23-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-24-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-24-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-25-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-25-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-26-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-26-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-27-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-27-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-28-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-28-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-29-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-29-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-30-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-30-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/10/2020-10-31-prices.csv\n",
      "INFO: Loaded daten/preise/2020/10/2020-10-31-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: preise -> month:11\n",
      "INFO: Loading daten/preise/2020/11/2020-11-01-prices.csv\n",
      "INFO: Loaded daten/preise/2020/11/2020-11-01-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/11/2020-11-02-prices.csv\n",
      "INFO: Loaded daten/preise/2020/11/2020-11-02-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/11/2020-11-03-prices.csv\n",
      "INFO: Loaded daten/preise/2020/11/2020-11-03-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/11/2020-11-04-prices.csv\n",
      "INFO: Loaded daten/preise/2020/11/2020-11-04-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/11/2020-11-05-prices.csv\n",
      "INFO: Loaded daten/preise/2020/11/2020-11-05-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/11/2020-11-06-prices.csv\n",
      "INFO: Loaded daten/preise/2020/11/2020-11-06-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/preise/2020/11/2020-11-07-prices.csv\n",
      "INFO: Loaded daten/preise/2020/11/2020-11-07-prices.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Finished import of preise\n",
      "INFO: Started import of stationen\n",
      "INFO: stationen -> year:2020\n",
      "INFO: stationen -> month:01\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-01-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-01-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-02-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-02-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-03-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-03-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-04-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-04-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-05-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-05-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-06-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-06-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-07-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-07-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-08-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-08-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-09-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-09-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-10-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-10-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-11-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-11-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-12-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-12-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-13-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-13-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-14-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-14-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-15-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-15-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-16-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-16-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-17-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-17-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-18-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-18-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-19-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-19-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-20-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-20-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-21-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-21-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-22-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-22-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-23-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-23-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-24-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-24-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-25-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-25-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-26-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-26-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-27-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-27-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-28-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-28-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-29-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-29-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-30-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-30-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/01/2020-01-31-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/01/2020-01-31-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: stationen -> month:02\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-01-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-01-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-02-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-02-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-03-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-03-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-04-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-04-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-05-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-05-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-06-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-06-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-07-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-07-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-08-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-08-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-09-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-09-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-10-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-10-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-11-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-11-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-12-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-12-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-13-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-13-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-14-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-14-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-15-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-15-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-16-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-16-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-17-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-17-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-18-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-18-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-19-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-19-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-20-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-20-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-21-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-21-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-22-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-22-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-23-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-23-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-24-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-24-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-25-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-25-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-26-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-26-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-27-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-27-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-28-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-28-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/02/2020-02-29-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/02/2020-02-29-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: stationen -> month:03\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-01-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-01-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-02-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-02-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-03-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-03-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-04-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-04-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-05-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-05-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-06-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-06-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-07-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-07-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-08-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-08-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-09-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-09-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-10-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-10-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-11-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-11-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-12-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-12-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-13-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-13-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-14-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-14-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-15-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-15-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-16-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-16-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-17-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-17-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-18-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-18-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-19-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-19-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-20-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-20-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-21-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-21-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-22-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-22-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-23-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-23-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-24-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-24-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-25-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-25-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-26-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-26-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-27-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/03/2020-03-27-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/03/2020-03-28-stations.csv\n",
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      "INFO: stationen -> month:04\n",
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      "INFO: stationen -> month:05\n",
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      "INFO: stationen -> month:06\n",
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      "INFO: Inserted!\n",
      "INFO: stationen -> month:07\n",
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      "INFO: stationen -> month:10\n",
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      "INFO: Loaded daten/stationen/2020/10/2020-10-29-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/10/2020-10-30-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/10/2020-10-30-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/10/2020-10-31-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/10/2020-10-31-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: stationen -> month:11\n",
      "INFO: Loading daten/stationen/2020/11/2020-11-01-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/11/2020-11-01-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/11/2020-11-02-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/11/2020-11-02-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/11/2020-11-03-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/11/2020-11-03-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/11/2020-11-04-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/11/2020-11-04-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/11/2020-11-05-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/11/2020-11-05-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/11/2020-11-06-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/11/2020-11-06-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Loading daten/stationen/2020/11/2020-11-07-stations.csv\n",
      "INFO: Loaded daten/stationen/2020/11/2020-11-07-stations.csv! Inserting...\n",
      "INFO: Inserted!\n",
      "INFO: Finished import of stationen\n"
     ]
    }
   ],
   "source": [
    "import_dataset(\"preise\",preise,load_and_insert_prices_csv)\n",
    "import_dataset(\"stationen\",stationen,load_and_insert_stations_csv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "#### Create Index to boost querys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "preise.create_index([(\"station_uuid\",1)])\n",
    "stationen.create_index([(\"uuid\",1)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#### For debugging only:\n",
    "Analyse imported data\n",
    "Find duplicates in stations collection:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "for i in stationen.aggregate([{\"$group\": {\"_id\": \"$uuid\",\"count\": {\"$sum\": 1}}}]):\n",
    "    if i[\"count\"]!=1:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "print(preise.find_one({\"date\":\"2020-11-09 15:31:59+01\"}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  }
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