{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Satelitendaten Geostandorten zuordnen"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Beispiel: Tracking der Internationalen Raumstation mit Dask\n",
    "\n",
    "In diesem Notebook werden wir zwei APIs verwenden:\n",
    "\n",
    "1. [Google Maps Geocoder](https://developers.google.com/maps/documentation/geocoding/overview)\n",
    "2. [Open Notify API for ISS location](http://api.open-notify.org/)\n",
    "\n",
    "Wir werden sie verwenden, um den ISS-Standort und die nächste Durchlaufzeit in Bezug auf eine Liste von Städten zu verfolgen. Um unsere Diagramme zu erstellen und Daten intelligent zu parallelisieren, verwenden wir Dask, insbesondere [Dask Delayed](../performance/dask.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Importe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:01.654986Z",
     "iopub.status.busy": "2026-05-22T14:29:01.654389Z",
     "iopub.status.idle": "2026-05-22T14:29:02.455733Z",
     "shell.execute_reply": "2026-05-22T14:29:02.455254Z",
     "shell.execute_reply.started": "2026-05-22T14:29:01.654956Z"
    }
   },
   "outputs": [],
   "source": [
    "import datetime\n",
    "import logging\n",
    "\n",
    "from operator import itemgetter\n",
    "from time import sleep\n",
    "\n",
    "import httpx\n",
    "import numpy as np\n",
    "\n",
    "from dask import delayed\n",
    "from sklearn.metrics import DistanceMetric"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Logger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:02.915189Z",
     "iopub.status.busy": "2026-05-22T14:29:02.914337Z",
     "iopub.status.idle": "2026-05-22T14:29:02.919335Z",
     "shell.execute_reply": "2026-05-22T14:29:02.918624Z",
     "shell.execute_reply.started": "2026-05-22T14:29:02.915119Z"
    }
   },
   "outputs": [],
   "source": [
    "logger = logging.getLogger()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Latitude- und Longitude-Paare aus einer Liste von Städten\n",
    "\n",
    "s.a. [Location APIs](https://locationiq.com/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:03.573023Z",
     "iopub.status.busy": "2026-05-22T14:29:03.572681Z",
     "iopub.status.idle": "2026-05-22T14:29:03.715209Z",
     "shell.execute_reply": "2026-05-22T14:29:03.714793Z",
     "shell.execute_reply.started": "2026-05-22T14:29:03.573002Z"
    }
   },
   "outputs": [],
   "source": [
    "from geopy.geocoders import Nominatim\n",
    "\n",
    "\n",
    "def get_lat_long(address):\n",
    "    loc = Nominatim(user_agent=\"Geopy Library\")\n",
    "    get_loc = loc.geocode(address)\n",
    "    return {\n",
    "        \"name\": get_loc.address,\n",
    "        \"lat\": get_loc.latitude,\n",
    "        \"long\": get_loc.longitude,\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:04.051750Z",
     "iopub.status.busy": "2026-05-22T14:29:04.051248Z",
     "iopub.status.idle": "2026-05-22T14:29:04.167225Z",
     "shell.execute_reply": "2026-05-22T14:29:04.166376Z",
     "shell.execute_reply.started": "2026-05-22T14:29:04.051728Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'name': 'Berlin, Deutschland', 'lat': 52.5173885, 'long': 13.3951309}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_lat_long(\"Berlin, Germany\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:04.435977Z",
     "iopub.status.busy": "2026-05-22T14:29:04.435659Z",
     "iopub.status.idle": "2026-05-22T14:29:25.463015Z",
     "shell.execute_reply": "2026-05-22T14:29:25.461886Z",
     "shell.execute_reply.started": "2026-05-22T14:29:04.435958Z"
    }
   },
   "outputs": [],
   "source": [
    "locations = []\n",
    "for city in [\n",
    "    \"Seattle, Washington\",\n",
    "    \"Miami, Florida\",\n",
    "    \"Berlin, Germany\",\n",
    "    \"Singapore\",\n",
    "    \"Wellington, New Zealand\",\n",
    "    \"Beirut, Lebanon\",\n",
    "    \"Beijing, China\",\n",
    "    \"Nairobi, Kenya\",\n",
    "    \"Cape Town, South Africa\",\n",
    "    \"Buenos Aires, Argentina\",\n",
    "]:\n",
    "    locations.append(get_lat_long(city))\n",
    "    sleep(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:25.465867Z",
     "iopub.status.busy": "2026-05-22T14:29:25.465505Z",
     "iopub.status.idle": "2026-05-22T14:29:25.470427Z",
     "shell.execute_reply": "2026-05-22T14:29:25.469889Z",
     "shell.execute_reply.started": "2026-05-22T14:29:25.465847Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'name': 'Seattle, King County, Washington, United States',\n",
       "  'lat': 47.6038321,\n",
       "  'long': -122.330062},\n",
       " {'name': 'Miami, Miami-Dade County, Florida, United States',\n",
       "  'lat': 25.7741566,\n",
       "  'long': -80.1935973},\n",
       " {'name': 'Berlin, Deutschland', 'lat': 52.5173885, 'long': 13.3951309},\n",
       " {'name': 'Singapore', 'lat': 1.357107, 'long': 103.8194992},\n",
       " {'name': 'Wellington, Wellington City, Wellington, 6011, New Zealand / Aotearoa',\n",
       "  'lat': -41.2887953,\n",
       "  'long': 174.7772114},\n",
       " {'name': 'بيروت, البسطة التحتا, باشورة, محافظة بيروت, لبنان',\n",
       "  'lat': 33.8892265,\n",
       "  'long': 35.5025585},\n",
       " {'name': '北京市, 中国', 'lat': 39.9057136, 'long': 116.3912972},\n",
       " {'name': 'Nairobi, Zimmerman, Soko ya Mawe, Nairobi, Kenya',\n",
       "  'lat': -1.2890006,\n",
       "  'long': 36.8172812},\n",
       " {'name': 'Cape Town, City of Cape Town, Western Cape, 8001, South Africa',\n",
       "  'lat': -33.9288301,\n",
       "  'long': 18.4172197},\n",
       " {'name': 'Buenos Aires, Comuna 1, Ciudad Autónoma de Buenos Aires, Argentina',\n",
       "  'lat': -34.6095579,\n",
       "  'long': -58.3887904}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. ISS-Daten abrufen und Durchlaufzeiten der Städte ermitteln"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:25.471341Z",
     "iopub.status.busy": "2026-05-22T14:29:25.471189Z",
     "iopub.status.idle": "2026-05-22T14:29:25.475085Z",
     "shell.execute_reply": "2026-05-22T14:29:25.474229Z",
     "shell.execute_reply.started": "2026-05-22T14:29:25.471327Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_spaceship_location():\n",
    "    resp = httpx.get(\"http://api.open-notify.org/iss-now.json\")\n",
    "    location = resp.json()[\"iss_position\"]\n",
    "    return {\n",
    "        \"lat\": float(location.get(\"latitude\")),\n",
    "        \"long\": float(location.get(\"longitude\")),\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:25.477707Z",
     "iopub.status.busy": "2026-05-22T14:29:25.477383Z",
     "iopub.status.idle": "2026-05-22T14:29:25.481494Z",
     "shell.execute_reply": "2026-05-22T14:29:25.480916Z",
     "shell.execute_reply.started": "2026-05-22T14:29:25.477680Z"
    }
   },
   "outputs": [],
   "source": [
    "def great_circle_dist(lon1, lat1, lon2, lat2):\n",
    "    dist = DistanceMetric.get_metric(\"haversine\")\n",
    "    lon1, lat1, lon2, lat2 = map(np.radians, [lon1, lat1, lon2, lat2])\n",
    "\n",
    "    ll = [[lat1, lon1], [lat2, lon2]]\n",
    "    kms = 6367\n",
    "    return (kms * dist.pairwise(ll)).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:25.482221Z",
     "iopub.status.busy": "2026-05-22T14:29:25.482059Z",
     "iopub.status.idle": "2026-05-22T14:29:25.485438Z",
     "shell.execute_reply": "2026-05-22T14:29:25.484957Z",
     "shell.execute_reply.started": "2026-05-22T14:29:25.482205Z"
    }
   },
   "outputs": [],
   "source": [
    "def iss_dist_from_loc(issloc, loc):\n",
    "    distance = great_circle_dist(\n",
    "        issloc.get(\"long\"),\n",
    "        issloc.get(\"lat\"),\n",
    "        loc.get(\"long\"),\n",
    "        loc.get(\"lat\"),\n",
    "    )\n",
    "    logger.info(f\"ISS is {int(distance)}km from {loc.get('name')}\")\n",
    "    return distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:25.486113Z",
     "iopub.status.busy": "2026-05-22T14:29:25.485955Z",
     "iopub.status.idle": "2026-05-22T14:29:25.490264Z",
     "shell.execute_reply": "2026-05-22T14:29:25.489828Z",
     "shell.execute_reply.started": "2026-05-22T14:29:25.486099Z"
    }
   },
   "outputs": [],
   "source": [
    "def iss_pass_near_loc(loc):\n",
    "    resp = httpx.get(\n",
    "        \"http://api.open-notify.org/iss-pass.json\",\n",
    "        params={\"lat\": loc.get(\"lat\"), \"lon\": loc.get(\"long\")},\n",
    "    )\n",
    "    data = resp.json().get(\"response\")[0]\n",
    "    td = datetime.datetime.fromtimestamp(\n",
    "        data.get(\"risetime\"),\n",
    "        tz=datetime.timezone.utc,\n",
    "    ) - datetime.datetime.now(tz=datetime.timezone.utc)\n",
    "    m, s = divmod(int(td.total_seconds()), 60)\n",
    "    h, m = divmod(m, 60)\n",
    "    logger.info(\n",
    "        \"ISS will pass near %s in %02d:%02d:%02d\",\n",
    "        loc.get(\"name\"),\n",
    "        h,\n",
    "        m,\n",
    "        s,\n",
    "    )\n",
    "    return td.total_seconds()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:ISS is ~12639km from Berlin, 10117, Germany\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "12639.759939298825"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iss_dist_from_loc(get_spaceship_location(), locations[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:ISS will pass near Berlin, 10117, Germany in 00:25:14\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1514.253889"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iss_pass_near_loc(locations[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Erstellen einer `delayed`-Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:34.463101Z",
     "iopub.status.busy": "2026-05-22T14:29:34.462816Z",
     "iopub.status.idle": "2026-05-22T14:29:34.470847Z",
     "shell.execute_reply": "2026-05-22T14:29:34.470244Z",
     "shell.execute_reply.started": "2026-05-22T14:29:34.463083Z"
    }
   },
   "outputs": [],
   "source": [
    "output = []\n",
    "\n",
    "for loc in locations:\n",
    "    issloc = delayed(get_spaceship_location)()\n",
    "    dist = delayed(iss_dist_from_loc)(issloc, loc)\n",
    "    output.append((loc.get(\"name\"), dist))\n",
    "\n",
    "closest = delayed(lambda x: sorted(x, key=itemgetter(1))[0])(output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:35.614242Z",
     "iopub.status.busy": "2026-05-22T14:29:35.613627Z",
     "iopub.status.idle": "2026-05-22T14:29:35.620492Z",
     "shell.execute_reply": "2026-05-22T14:29:35.620075Z",
     "shell.execute_reply.started": "2026-05-22T14:29:35.614200Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Delayed('lambda-6e51d667-459d-449d-8f2f-e9c7cdbf6b43')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "closest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. DAG anzeigen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-05-22T14:29:36.833752Z",
     "iopub.status.busy": "2026-05-22T14:29:36.833150Z",
     "iopub.status.idle": "2026-05-22T14:29:37.160501Z",
     "shell.execute_reply": "2026-05-22T14:29:37.160045Z",
     "shell.execute_reply.started": "2026-05-22T14:29:36.833710Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "closest.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. `compute()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:ISS is ~4685km from Miami, Miami-Dade County, Florida, USA\n",
      "INFO:root:ISS is ~15205km from Beirut, Beirut Governorate, Lebanon\n",
      "INFO:root:ISS is ~5919km from Seattle, King County, Washington, USA\n",
      "INFO:root:ISS is ~6279km from Autonomous City of Buenos Aires, Comuna 6, Autonomous City of Buenos Aires, Argentina\n",
      "INFO:root:ISS is ~12625km from Berlin, 10117, Germany\n",
      "INFO:root:ISS is ~13137km from Cape Town, City of Cape Town, Western Cape, 8001, South Africa\n",
      "INFO:root:ISS is ~16194km from Singapore\n",
      "INFO:root:ISS is ~16298km from Nairobi, Kenya\n",
      "INFO:root:ISS is ~13905km from Beijing, Dongcheng District, Beijing, 100010, China\n",
      "INFO:root:ISS is ~8405km from Wellington, Wellington City, Wellington, 6011, New Zealand\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "('Miami, Miami-Dade County, Florida, USA', 4685.887400314564)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "closest.compute()"
   ]
  }
 ],
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