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  {
   "cell_type": "code",
   "execution_count": null,
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   "source": [
    "import ee\n",
    "import geemap\n",
    "from geemap import cartoee\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "geemap.ee_initialize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get image\n",
    "lon = -115.1585\n",
    "lat = 36.1500\n",
    "start_year = 1984\n",
    "end_year = 2011\n",
    "\n",
    "point = ee.Geometry.Point(lon, lat)\n",
    "years = ee.List.sequence(start_year, end_year)\n",
    "\n",
    "def get_best_image(year):   \n",
    "\n",
    "    start_date = ee.Date.fromYMD(year, 1, 1)\n",
    "    end_date = ee.Date.fromYMD(year, 12, 31)\n",
    "    image = ee.ImageCollection(\"LANDSAT/LT05/C01/T1_SR\") \\\n",
    "        .filterBounds(point) \\\n",
    "        .filterDate(start_date, end_date) \\\n",
    "        .sort(\"CLOUD_COVER\") \\\n",
    "        .first()    \n",
    "    return ee.Image(image)\n",
    "\n",
    "collection = ee.ImageCollection(years.map(get_best_image))\n",
    "\n",
    "\n",
    "vis_params = {\n",
    "  \"bands\": ['B4', 'B3', 'B2'],\n",
    "  \"min\": 0,\n",
    "  \"max\": 5000\n",
    "}\n",
    "\n",
    "image = ee.Image(collection.first())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "w = 0.4\n",
    "h = 0.3\n",
    "\n",
    "region = [lon-w, lat-h, lon+w, lat+h]\n",
    "\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "\n",
    "# use cartoee to get a map\n",
    "ax = cartoee.get_map(image, region=region, vis_params=vis_params)\n",
    "\n",
    "# add gridlines to the map at a specified interval\n",
    "cartoee.add_gridlines(ax, interval=[0.2, 0.2], linestyle=\":\")\n",
    "\n",
    "# add north arrow\n",
    "north_arrow_dict = {\n",
    "    \"text\": \"N\",\n",
    "    \"xy\": (0.10, 0.36),\n",
    "    \"arrow_length\": 0.15,\n",
    "    \"text_color\": \"white\",\n",
    "    \"arrow_color\": \"white\",\n",
    "    \"fontsize\": 20,\n",
    "    \"width\": 5,\n",
    "    \"headwidth\": 15,\n",
    "    \"ha\": \"center\",\n",
    "    \"va\": \"center\"\n",
    "}\n",
    "cartoee.add_north_arrow(ax, **north_arrow_dict)\n",
    "\n",
    "# add scale bar\n",
    "scale_bar_dict = {\n",
    "    'metric_distance': 4,\n",
    "    'unit': \"km\",\n",
    "    'at_x':(0.05, 0.2),\n",
    "    'at_y':(0.08, 0.11),\n",
    "    'max_stripes': 5,\n",
    "    'ytick_label_margins': 0.25,\n",
    "    'fontsize': 8,\n",
    "    'font_weight': \"bold\",\n",
    "    'rotation': 0,\n",
    "    'zorder': 999,\n",
    "    'paddings': {\"xmin\": 0.05, \"xmax\": 0.05, \"ymin\": 1.5, \"ymax\": 0.5},\n",
    "}\n",
    "\n",
    "cartoee.add_scale_bar(ax, **scale_bar_dict)\n",
    "\n",
    "ax.set_title(label = 'Las Vegas, NV', fontsize=15)\n",
    "plt.show()"
   ]
  }
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