research.ipynb

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    "### Imports and definitions\n",
    "\n",
    "from itertools import product\n",
    "import functools\n",
    "import csv\n",
    "\n",
    "ger_min_lat = 47.270111\n",
    "ger_max_lat = 55.05864\n",
    "\n",
    "ger_max_long = 15.04193\n",
    "ger_min_long = 5.86633\n",
    "\n",
    "lat_slice = slice(0, 7)\n",
    "long_slice = slice(7, 14)\n",
    "\n",
    "### _ X _ X X X X    _ _ X _ X X X    _ _ _\n",
    "\n",
    "solutions_challenge_1 = [[3, 1, 4], [2, 0, 7]]\n",
    "solutions_challenge_2 = [[6, 4], [1, 8]]      \n",
    "solutions_challenge_3 = [[3]]                 \n",
    "solutions_challenge_4 = [[9]]                 \n",
    "solutions_challenge_5 = [[6, 1]]              "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
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   "source": [
    "### Create *.csv with all possible solutions\n",
    "\n",
    "for index_1, challenge_1 in enumerate(solutions_challenge_1):\n",
    "    for index_2, challenge_2 in enumerate(solutions_challenge_2):\n",
    "        for index_3, challenge_3 in enumerate(solutions_challenge_3):\n",
    "            for index_4, challenge_4 in enumerate(solutions_challenge_4):\n",
    "                for index_5, challenge_5 in enumerate(solutions_challenge_5):\n",
    "                    final_number= [\n",
    "                    [4, 5],                                                             # Muss eine 4 oder 5 sein, weil in Deutschland\n",
    "                    [challenge_1[1]],                                            # 1. Challenge, 2. Zahl\n",
    "                    [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
    "                    [challenge_1[2]],                                            # 1. Challenge, 3. Zahl\n",
    "                    [challenge_4[0]],                                            # 4. Challenge, 1. Zahl\n",
    "                    [challenge_2[0]],                                            # 2. Challenge, 1. Zahl\n",
    "                    [challenge_5[1]],                                                                # Einfach eine 5 angenommen, weil wenig Genauigkeit in der Stelle und dafür weniger Kombinationen \n",
    "                    [0, 1],                                                             # Muss eine 0 oder 1 sein, weil in Deutschland\n",
    "                    [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
    "                    [challenge_2[1]],                                            # 2. Challenge, 2. Zahl\n",
    "                    [0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
    "                    [challenge_1[0]],                                            # 1. Challenge, 1. Zahl\n",
    "                    [challenge_5[0]],\n",
    "                    [challenge_3[0]]                                             # 3. Challenge, 1. Zahl --> Wahrscheinlich 3, aber eigentlich egal, sonst einfach 5 nehmen für die Mitte\n",
    "                    # Zahlenschloss Code 1\n",
    "                    # Zahlenschloss Code 2\n",
    "                    # Zahlenschloss Code 3\n",
    "                    ]\n",
    "                    \n",
    "                    filename = r'.\\coordinates\\long_lat_' + str(index_1) + '_' + str(index_2) + '_' + str(index_3) + '_' + str(index_4) + '_' + str(index_5) + '.csv'\n",
    "\n",
    "                    with open(filename, 'w', encoding='UTF8', newline='') as f:\n",
    "                        writer = csv.writer(f)\n",
    "                        writer.writerow(['lat', 'long'])\n",
    "\n",
    "\n",
    "                        for element in product(*final_number):\n",
    "                            \n",
    "                            res_lat = functools.reduce(lambda sub, ele: sub * 10 + ele, element[lat_slice])/100000\n",
    "                            res_long = functools.reduce(lambda sub, ele: sub * 10 + ele, element[long_slice])/100000\n",
    "                            \n",
    "                            if res_lat > ger_max_lat or res_lat < ger_min_lat or res_long > ger_max_long or res_long < ger_min_long:\n",
    "                                continue\n",
    "                            else:\n",
    "                                writer.writerow([res_lat, res_long])"
   ]
  },
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   "source": [
    "### Delete all points outside of Germany\n",
    "\n",
    "import geopandas as gpd\n",
    "from shapely.geometry import Point\n",
    "import pandas as pd\n",
    "from tqdm.notebook import tqdm\n",
    "import os\n",
    "\n",
    "shapefile_germany = gpd.read_file(r'.\\data\\DEU_adm0.shp')\n",
    "germany_geometry = shapefile_germany['geometry']\n",
    "\n",
    "input_dir = os.listdir(r'.\\coordinates')\n",
    "input_files = [val for val in input_dir if not val.endswith('only.csv')]\n",
    "input_files = [val.removesuffix('.csv') for val in input_files]\n",
    "\n",
    "for file in input_files:\n",
    "    data = pd.read_csv(r'.\\coordinates\\\\' + file + '.csv')\n",
    "    for idx, row in tqdm(data.iterrows()):\n",
    "        point = Point(row['long'], row['lat'])\n",
    "        bool_point_in_ger = germany_geometry.contains(point)[0]\n",
    "\n",
    "        if bool_point_in_ger == True:\n",
    "            continue\n",
    "        else:\n",
    "            data = data.drop(index=idx)\n",
    "            \n",
    "    data.to_csv(file + '_ger_only.csv', sep=',', encoding='utf-8', index=False)\n"
   ]
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          },
          "title": {
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           "automargin": true,
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          "yaxis": {
           "automargin": true,
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        },
        "width": 800
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      }
     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "\n",
    "[[3, 1, 4], [2, 0, 7]]\n",
    "[[6, 4], [1, 8]]      \n",
    "[[3]]                 \n",
    "[[9]]                 \n",
    "[[6, 1]]              \n",
    "\n",
    "\n",
    "locations_1 = pd.read_csv(r'.\\coordinates\\long_lat_0_0_0_0_0_ger_only.csv')        ### [3, 1, 4], [6, 4], [3], [9], [6, 1]\n",
    "locations_2 = pd.read_csv(r'.\\coordinates\\long_lat_0_1_0_0_0_ger_only.csv')        ### [3, 1, 4], [1, 8], [3], [9], [6, 1]\n",
    "locations_3 = pd.read_csv(r'.\\coordinates\\long_lat_1_0_0_0_0_ger_only.csv')        ### [2, 0, 7], [6, 4], [3], [9], [6, 1]    \n",
    "locations_4 = pd.read_csv(r'.\\coordinates\\long_lat_1_1_0_0_0_ger_only.csv')        ### [2, 0, 7], [1, 8], [3], [9], [6, 1]    \n",
    "\n",
    "\n",
    "fig_1 = px.scatter_mapbox(locations_1, lat=\"lat\", lon=\"long\", color_discrete_sequence=['red'], zoom=5, height=600, width=800)       ### [3, 1, 4], [6, 4], [3], [9], [6, 1]\n",
    "fig_2 = px.scatter_mapbox(locations_2, lat=\"lat\", lon=\"long\", color_discrete_sequence=['green'], zoom=5, height=600, width=800)     ### [3, 1, 4], [1, 8], [3], [9], [6, 1]\n",
    "fig_3 = px.scatter_mapbox(locations_3, lat=\"lat\", lon=\"long\", color_discrete_sequence=['blue'], zoom=5, height=600, width=800)      ### [2, 0, 7], [6, 4], [3], [9], [6, 1]  \n",
    "fig_4 = px.scatter_mapbox(locations_4, lat=\"lat\", lon=\"long\", color_discrete_sequence=['gold'], zoom=5, height=600, width=800)      ### [2, 0, 7], [1, 8], [3], [9], [6, 1]  \n",
    "\n",
    "fig_1.add_trace(fig_2.data[0])\n",
    "fig_1.add_trace(fig_3.data[0])\n",
    "fig_1.add_trace(fig_4.data[0])\n",
    "\n",
    "fig_1.update_layout(mapbox_style=\"open-street-map\")\n",
    "fig_1.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})\n",
    "fig_1.show() \n",
    "\n",
    "fig_1.write_html(r'.\\html_output.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BoundingBox(left=279370.0, bottom=5234850.0, right=922300.0, top=6102450.0)\n"
     ]
    }
   ],
   "source": [
    "import rasterio\n",
    "from rasterio.plot import show\n",
    "\n",
    "fp = r'./classification_map_germany_2020_v02.tif'\n",
    "img = rasterio.open(fp)\n",
    "\n",
    "print(img.bounds)\n",
    "\n",
    "#array = img.read()\n",
    "#print(img.height, img.width)\n",
    "#for band in array[0]:\n",
    "#    if"
   ]
  }
 ],
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