008_EE_meets_Geopandas.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Google Earth Engine meets Geopandas\n",
    "**Author:** René Kopeinig<br>\n",
    "**Description:** Extracting Landsat 8 TOA and CHIRPS precipitation data from Google Earth Engine and use Geopandas capabilities to create time series analysis. Furthermore, data will be visualized through a time series viewer and also a heat map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ee, datetime, folium\n",
    "import pandas as pd\n",
    "from IPython.display import Image\n",
    "from pylab import *\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import geopandas as gpd\n",
    "from folium.plugins import HeatMap\n",
    "ee.Initialize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create random point grid from shapefile\n",
    "Our area of interest is the Mexican state Chiapas. We only going to create two points per polygon. By increasing this number, the computation time on retrieving information through Google Earth Engine will increase. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "chiapas = gpd.read_file('data/chiapas/chiapas.shp')\n",
    "X = chiapas.to_crs({'init': 'epsg:4326'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_random_points(X):\n",
    "    n = 1\n",
    "    x_min, y_min, x_max, y_max = X.bounds\n",
    "\n",
    "    x = np.random.uniform(x_min, x_max, n)\n",
    "    y = np.random.uniform(y_min, y_max, n)\n",
    "\n",
    "    gdf_points = gpd.GeoSeries(gpd.points_from_xy(x, y))\n",
    "    gdf_points = gdf_points[gdf_points.within(X)]\n",
    "    \n",
    "    return gdf_points\n",
    "\n",
    "x_list = []\n",
    "for index, row in X.iterrows():\n",
    "    x = gpd.GeoDataFrame({'CVE_MUN':row['CVE_MUN'],\n",
    "                          'CVE_ENT':row['CVE_ENT'],\n",
    "                          'NOM_MUN':row['NOM_MUN'],\n",
    "                          'OID':row['OID'],\n",
    "                      'geometry':get_random_points(row['geometry'])})\n",
    "    x_list.append(x)\n",
    "Y = pd.concat(x_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note:** Next Step takes between 5 and 30 minutes depending on our choice of random points per polygon. If you would like to avoid this step, continue with importing points file in data folder. <br><br> **Continue two code cells below!**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Retrieve Landsat 8 TOA and CHIRPS Precipitation Data from Google Earth Engine\n",
    "Data will be also reshaped after retrieve. This step might take up to 8 minutes if your random point per polygon is set to 2. To be fair, the sample size is rather small for the analysis. I'd recommend to use the CSV File named **points.csv**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:36: FutureWarning: how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n",
      "/Users/rkopei/venv/lib/python3.7/site-packages/ipykernel_launcher.py:62: FutureWarning: how in .resample() is deprecated\n",
      "the new syntax is .resample(...).mean()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Total run time: 0:03:43.564132 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Set start and end date\n",
    "startTime = datetime.datetime(2013, 2, 3)\n",
    "endTime = datetime.datetime(2019, 5, 25)\n",
    "\n",
    "# Create image collection\n",
    "l8 = ee.ImageCollection('LANDSAT/LC08/C01/T1_RT').filterDate(startTime, endTime)\n",
    "precipitation = ee.ImageCollection('UCSB-CHG/CHIRPS/PENTAD').filterDate(startTime, endTime)\n",
    "\n",
    "def _getInfo(image_collection, point):\n",
    "    return image_collection.getRegion(point,500).getInfo()\n",
    "\n",
    "def get_ndvi(x,point, row):\n",
    "    header = x[0]\n",
    "    data = array(x[1:])\n",
    "    \n",
    "    iTime = header.index('time')\n",
    "    time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "    # List of used image bands\n",
    "    band_list = ['B5',u'B4']\n",
    "\n",
    "    iBands = [header.index(b) for b in band_list]\n",
    "    yData = data[0:,iBands].astype(np.float)\n",
    " \n",
    "    # Calculate NDVI\n",
    "    red = yData[:,0]\n",
    "    nir = yData[:,1]\n",
    "    ndvi = (nir - red) / (nir + red)\n",
    "\n",
    "    # Reshape NDVI array into Pandas Dataframe\n",
    "    df = pd.DataFrame(data = ndvi*-1, index = time, columns = ['ndvi'])\n",
    "    df_red = pd.DataFrame(data = red, index = time, columns = ['red'])\n",
    "    l8_time_series = df.dropna()\n",
    "\n",
    "    # Resampling\n",
    "    monthly_landsat = l8_time_series.resample('M', how = 'mean')\n",
    "    monthly_landsat['landsat_id'] = str(data[0][0])\n",
    "    monthly_landsat['x'] = point['coordinates'][0]\n",
    "    monthly_landsat['y'] = point['coordinates'][1]\n",
    "    monthly_landsat['CVE_MUN'] = row['CVE_MUN']\n",
    "    monthly_landsat['CVE_ENT'] = row['CVE_ENT']\n",
    "    monthly_landsat['NOM_MUN'] = row['NOM_MUN']\n",
    "    monthly_landsat['OID'] = row['OID']\n",
    "    return monthly_landsat\n",
    "\n",
    "\n",
    "def get_precipitation(x,point,row):\n",
    "    # Reshape Chirps precipitation data \n",
    "    header = x[0]\n",
    "    data = array(x[1:])\n",
    "    iTime = header.index('time')\n",
    "    time = [datetime.datetime.fromtimestamp(i/1000) for i in (data[0:,iTime].astype(int))]\n",
    "\n",
    "    band_list = ['precipitation']\n",
    "    iBands = [header.index(b) for b in band_list]\n",
    "    chirps = data[0:,iBands].astype(np.float)\n",
    "\n",
    "    df = pd.DataFrame(data = chirps, index = time, columns = ['precipitation'])\n",
    "    chirps_time_series = df.dropna()\n",
    "\n",
    "    # Resampling\n",
    "    monthly_chirps = chirps_time_series.resample('M', how = 'mean')\n",
    "    monthly_chirps['chirps_id'] = str(data[0][0])\n",
    "    monthly_chirps['x'] = point['coordinates'][0]\n",
    "    monthly_chirps['y'] = point['coordinates'][1]\n",
    "    monthly_chirps['CVE_MUN'] = row['CVE_MUN']\n",
    "    monthly_chirps['CVE_ENT'] = row['CVE_ENT']\n",
    "    monthly_chirps['NOM_MUN'] = row['NOM_MUN']\n",
    "    monthly_chirps['OID'] = row['OID']\n",
    "    return monthly_chirps\n",
    "\n",
    "\n",
    "start_time = datetime.datetime.now()\n",
    "\n",
    "l8_list = []\n",
    "pp_list = []\n",
    "for index , row in Y.iterrows():\n",
    "    point = {'type':'Point', 'coordinates':[row['geometry'].x,row['geometry'].y]};\n",
    "    _x = _getInfo(l8, point)\n",
    "    _y = _getInfo(precipitation, point)\n",
    "    l8_list.append(get_ndvi(_x,point,row))\n",
    "    pp_list.append(get_precipitation(_y,point,row))\n",
    "\n",
    "df_l8 = pd.concat(l8_list)\n",
    "df_l8 = df_l8.reset_index()\n",
    "\n",
    "df_pp = pd.concat(pp_list)\n",
    "df_pp = df_pp.reset_index()\n",
    "\n",
    "pp = df_pp.copy()\n",
    "pp = df_pp[df_pp['index']>'2013-07-01']\n",
    "\n",
    "ll8 = df_l8.copy()\n",
    "ll8 = df_l8[df_l8['index']>'2013-07-01']\n",
    "\n",
    "df = pd.merge(pp,ll8, on = ['index','CVE_MUN','CVE_ENT','NOM_MUN','OID','x','y'])\n",
    "# df.to_csv('data/chiapas/points.csv',index=False)\n",
    "\n",
    "end_time = datetime.datetime.now()\n",
    "print('\\nTotal run time:', end_time - start_time, '\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note:**\n",
    "Instead of waiting 5 to 30 minutes (depends on variable n), load points file with 554 points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/chiapas/points.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert Pandas to GeoPandas DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf = gpd.GeoDataFrame(df, geometry = gpd.points_from_xy(df.y, df.x))\n",
    "gdf = gdf.drop(columns=['x','y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dates = gdf['index'].unique()\n",
    "time_series_list = []\n",
    "for i in dates:\n",
    "    time_series_list.append((gdf[gdf['index']==i].set_index(['NOM_MUN','index']).groupby(level=[0,1]).mean()))\n",
    "\n",
    "df_time_series = pd.concat(time_series_list).reset_index()\n",
    "df_time_series = df_time_series.merge(X[['geometry','NOM_MUN']])\n",
    "\n",
    "gdf_time_series = gpd.GeoDataFrame(df_time_series)\n",
    "gdf_time_series['index'] = pd.to_datetime(gdf_time_series['index'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12d6b36a0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,10), subplot_kw = {'aspect':'equal'})\n",
    "gdf_time_series[gdf_time_series['index']=='2013-07-31'].plot(column = 'precipitation',cmap = 'Blues',ax = ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x102e6f630>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,10), subplot_kw = {'aspect':'equal'})\n",
    "gdf_time_series[gdf_time_series['index']=='2013-07-31'].plot(column = 'ndvi',cmap = 'YlGn',ax = ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Time Series Viewer\n",
    "In this last part, we are going to use widgets to browse through the Time-Series in order to see all time steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "edd9625521eb4adc870543d9f633bc3f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Choose Date:', layout=Layout(width='max-content'), options=(numpy.datetime64('2013-07-31…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, clear_output\n",
    "import ipywidgets as widgets\n",
    "\n",
    "\n",
    "drop_dfu = widgets.Dropdown(options=sorted(gdf_time_series['index'].unique()), description='Choose Date:', \n",
    "                            disabled=False,layout={'width': 'max-content'})\n",
    "display(drop_dfu)\n",
    "\n",
    "def c(i):\n",
    "    vmin, vmax = gdf_time_series['precipitation'].min(), gdf_time_series['precipitation'].max()\n",
    "\n",
    "    fig,ax = plt.subplots(1,2,figsize=(25,15),subplot_kw={'aspect':'equal'})\n",
    "    \n",
    "    gdf_time_series[gdf_time_series['index']==drop_dfu.value].plot(column='ndvi',cmap='YlGn',ax=ax[0])\n",
    "    gdf_time_series[gdf_time_series['index']==drop_dfu.value].plot(column='precipitation',cmap='Blues',ax=ax[1])\n",
    "    \n",
    "    for i in range(2):\n",
    "        ax[i].axis('off')\n",
    "        ax[i].set_title([\"ndvi\",\"precipitation\"][i], fontsize=20)\n",
    "\n",
    "def on_change(change):\n",
    "    if change['name'] == 'value' and (change['new'] != change['old']):\n",
    "        clear_output()\n",
    "        display(drop_dfu)\n",
    "        c(drop_dfu.value)\n",
    "\n",
    "drop_dfu.observe(on_change)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Precipitation Heat Map\n",
    "Create a precipitation heat map on average precipitation values throughout the whole time series. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,PCFET0NUWVBFIGh0bWw+CjxoZWFkPiAgICAKICAgIDxtZXRhIGh0dHAtZXF1aXY9ImNvbnRlbnQtdHlwZSIgY29udGVudD0idGV4dC9odG1sOyBjaGFyc2V0PVVURi04IiAvPgogICAgCiAgICAgICAgPHNjcmlwdD4KICAgICAgICAgICAgTF9OT19UT1VDSCA9IGZhbHNlOwogICAgICAgICAgICBMX0RJU0FCTEVfM0QgPSBmYWxzZTsKICAgICAgICA8L3NjcmlwdD4KICAgIAogICAgPHNjcmlwdCBzcmM9Imh0dHBzOi8vY2RuLmpzZGVsaXZyLm5ldC9ucG0vbGVhZmxldEAxLjUuMS9kaXN0L2xlYWZsZXQuanMiPjwvc2NyaXB0PgogICAgPHNjcmlwdCBzcmM9Imh0dHBzOi8vY29kZS5qcXVlcnkuY29tL2pxdWVyeS0xLjEyLjQubWluLmpzIj48L3NjcmlwdD4KICAgIDxzY3JpcHQgc3JjPSJodHRwczovL21heGNkbi5ib290c3RyYXBjZG4uY29tL2Jvb3RzdHJhcC8zLjIuMC9qcy9ib290c3RyYXAubWluLmpzIj48L3NjcmlwdD4KICAgIDxzY3JpcHQgc3JjPSJodHRwczovL2NkbmpzLmNsb3VkZmxhcmUuY29tL2FqYXgvbGlicy9MZWFmbGV0LmF3ZXNvbWUtbWFya2Vycy8yLjAuMi9sZWFmbGV0LmF3ZXNvbWUtbWFya2Vycy5qcyI+PC9zY3JpcHQ+CiAgICA8bGluayByZWw9InN0eWxlc2hlZXQiIGhyZWY9Imh0dHBzOi8vY2RuLmpzZGVsaXZyLm5ldC9ucG0vbGVhZmxldEAxLjUuMS9kaXN0L2xlYWZsZXQuY3NzIi8+CiAgICA8bGluayByZWw9InN0eWxlc2hlZXQiIGhyZWY9Imh0dHBzOi8vbWF4Y2RuLmJvb3RzdHJhcGNkbi5jb20vYm9vdHN0cmFwLzMuMi4wL2Nzcy9ib290c3RyYXAubWluLmNzcyIvPgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL21heGNkbi5ib290c3RyYXBjZG4uY29tL2Jvb3RzdHJhcC8zLjIuMC9jc3MvYm9vdHN0cmFwLXRoZW1lLm1pbi5jc3MiLz4KICAgIDxsaW5rIHJlbD0ic3R5bGVzaGVldCIgaHJlZj0iaHR0cHM6Ly9tYXhjZG4uYm9vdHN0cmFwY2RuLmNvbS9mb250LWF3ZXNvbWUvNC42LjMvY3NzL2ZvbnQtYXdlc29tZS5taW4uY3NzIi8+CiAgICA8bGluayByZWw9InN0eWxlc2hlZXQiIGhyZWY9Imh0dHBzOi8vY2RuanMuY2xvdWRmbGFyZS5jb20vYWpheC9saWJzL0xlYWZsZXQuYXdlc29tZS1tYXJrZXJzLzIuMC4yL2xlYWZsZXQuYXdlc29tZS1tYXJrZXJzLmNzcyIvPgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL3Jhd2Nkbi5naXRoYWNrLmNvbS9weXRob24tdmlzdWFsaXphdGlvbi9mb2xpdW0vbWFzdGVyL2ZvbGl1bS90ZW1wbGF0ZXMvbGVhZmxldC5hd2Vzb21lLnJvdGF0ZS5jc3MiLz4KICAgIDxzdHlsZT5odG1sLCBib2R5IHt3aWR0aDogMTAwJTtoZWlnaHQ6IDEwMCU7bWFyZ2luOiAwO3BhZGRpbmc6IDA7fTwvc3R5bGU+CiAgICA8c3R5bGU+I21hcCB7cG9zaXRpb246YWJzb2x1dGU7dG9wOjA7Ym90dG9tOjA7cmlnaHQ6MDtsZWZ0OjA7fTwvc3R5bGU+CiAgICAKICAgICAgICAgICAgPG1ldGEgbmFtZT0idmlld3BvcnQiIGNvbnRlbnQ9IndpZHRoPWRldmljZS13aWR0aCwKICAgICAgICAgICAgICAgIGluaXRpYWwtc2NhbGU9MS4wLCBtYXhpbXVtLXNjYWxlPTEuMCwgdXNlci1zY2FsYWJsZT1ubyIgLz4KICAgICAgICAgICAgPHN0eWxlPgogICAgICAgICAgICAgICAgI21hcF84Mzg2ZGU1NDY3MDg0YzM4YWMzNDA3NWI2M2Q5YWNhMCB7CiAgICAgICAgICAgICAgICAgICAgcG9zaXRpb246IHJlbGF0aXZlOwogICAgICAgICAgICAgICAgICAgIHdpZHRoOiAxMDAuMCU7CiAgICAgICAgICAgICAgICAgICAgaGVpZ2h0OiAxMDAuMCU7CiAgICAgICAgICAgICAgICAgICAgbGVmdDogMC4wJTsKICAgICAgICAgICAgICAgICAgICB0b3A6IDAuMCU7CiAgICAgICAgICAgICAgICB9CiAgICAgICAgICAgIDwvc3R5bGU+CiAgICAgICAgCiAgICA8c2NyaXB0IHNyYz0iaHR0cHM6Ly9sZWFmbGV0LmdpdGh1Yi5pby9MZWFmbGV0LmhlYXQvZGlzdC9sZWFmbGV0LWhlYXQuanMiPjwvc2NyaXB0Pgo8L2hlYWQ+Cjxib2R5PiAgICAKICAgIAogICAgICAgICAgICA8ZGl2IGNsYXNzPSJmb2xpdW0tbWFwIiBpZD0ibWFwXzgzODZkZTU0NjcwODRjMzhhYzM0MDc1YjYzZDlhY2EwIiA+PC9kaXY+CiAgICAgICAgCjwvYm9keT4KPHNjcmlwdD4gICAgCiAgICAKICAgICAgICAgICAgdmFyIG1hcF84Mzg2ZGU1NDY3MDg0YzM4YWMzNDA3NWI2M2Q5YWNhMCA9IEwubWFwKAogICAgICAgICAgICAgICAgIm1hcF84Mzg2ZGU1NDY3MDg0YzM4YWMzNDA3NWI2M2Q5YWNhMCIsCiAgICAgICAgICAgICAgICB7CiAgICAgICAgICAgICAgICAgICAgY2VudGVyOiBbMTYuMjUsIC05Mi40NV0sCiAgICAgICAgICAgICAgICAgICAgY3JzOiBMLkNSUy5FUFNHMzg1NywKICAgICAgICAgICAgICAgICAgICB6b29tOiA3LAogICAgICAgICAgICAgICAgICAgIHpvb21Db250cm9sOiB0cnVlLAogICAgICAgICAgICAgICAgICAgIHByZWZlckNhbnZhczogZmFsc2UsCiAgICAgICAgICAgICAgICB9CiAgICAgICAgICAgICk7CiAgICAgICAgICAgIEwuY29udHJvbC5zY2FsZSgpLmFkZFRvKG1hcF84Mzg2ZGU1NDY3MDg0YzM4YWMzNDA3NWI2M2Q5YWNhMCk7CgogICAgICAgICAgICAKCiAgICAgICAgCiAgICAKICAgICAgICAgICAgdmFyIHRpbGVfbGF5ZXJfNjdlNjlmYWYwZTY3NGU3ODk5OTM2ZDMxNjYyZTY3ZGIgPSBMLnRpbGVMYXllcigKICAgICAgICAgICAgICAgICJodHRwczovL3N0YW1lbi10aWxlcy17c30uYS5zc2wuZmFzdGx5Lm5ldC90b25lci97en0ve3h9L3t5fS5wbmciLAogICAgICAgICAgICAgICAgeyJhdHRyaWJ1dGlvbiI6ICJNYXAgdGlsZXMgYnkgXHUwMDNjYSBocmVmPVwiaHR0cDovL3N0YW1lbi5jb21cIlx1MDAzZVN0YW1lbiBEZXNpZ25cdTAwM2MvYVx1MDAzZSwgdW5kZXIgXHUwMDNjYSBocmVmPVwiaHR0cDovL2NyZWF0aXZlY29tbW9ucy5vcmcvbGljZW5zZXMvYnkvMy4wXCJcdTAwM2VDQyBCWSAzLjBcdTAwM2MvYVx1MDAzZS4gRGF0YSBieSBcdTAwMjZjb3B5OyBcdTAwM2NhIGhyZWY9XCJodHRwOi8vb3BlbnN0cmVldG1hcC5vcmdcIlx1MDAzZU9wZW5TdHJlZXRNYXBcdTAwM2MvYVx1MDAzZSwgdW5kZXIgXHUwMDNjYSBocmVmPVwiaHR0cDovL3d3dy5vcGVuc3RyZWV0bWFwLm9yZy9jb3B5cmlnaHRcIlx1MDAzZU9EYkxcdTAwM2MvYVx1MDAzZS4iLCAiZGV0ZWN0UmV0aW5hIjogZmFsc2UsICJtYXhOYXRpdmVab29tIjogMTgsICJtYXhab29tIjogMTgsICJtaW5ab29tIjogMCwgIm5vV3JhcCI6IGZhbHNlLCAib3BhY2l0eSI6IDEsICJzdWJkb21haW5zIjogImFiYyIsICJ0bXMiOiBmYWxzZX0KICAgICAgICAgICAgKS5hZGRUbyhtYXBfODM4NmRlNTQ2NzA4NGMzOGFjMzQwNzViNjNkOWFjYTApOwogICAgICAgIAogICAgCiAgICAgICAgICAgIHZhciBoZWF0X21hcF9iOTczM2FkNDUxOTE0OWRhYjllMWVjZWM1MGI5ZGJkMiA9IEwuaGVhdExheWVyKAogICAgICAgICAgICAgICAgW1sxNS40MTQxMzk4MzY4MzcxNzQsIC05Mi42ODE2ODUzNjA0MzU3Ml0sIFsxNS4yMzE0MTQ0NzIyMTc2MTcsIC05Mi43NzQwMjQ4MzAxODIxMV0sIFsxNy4zODU1OTM4OTM3MjcwMzcsIC05Mi44NTczMzgzMDExNjgzXSwgWzE1Ljc1ODE0ODMyMTkzODQ1MywgLTkyLjY4MDQ0Nzk3MjAzMzYyXSwgWzE2LjI4MTgzNjAwNzMxNDE2MiwgLTkwLjU2MjUwODgwMTc3NDcxXSwgWzE1LjA4NjI0MTA2OTgyMDA5NCwgLTkyLjE2NDEzNDQ2Mjk4NzFdLCBbMTcuNzc5ODcxMjc4MTg2MjQ2LCAtOT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style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x12e822358>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points_gdf = gdf_time_series.copy()\n",
    "points_gdf['x'] = points_gdf.centroid.x\n",
    "points_gdf['y'] = points_gdf.centroid.y\n",
    "precipitation = points_gdf.set_index('NOM_MUN')[['index','precipitation']].groupby(level=0).mean()\n",
    "points_gdf = points_gdf[['NOM_MUN','x','y']].drop_duplicates()\n",
    "points_gdf['precipitation']=precipitation.values\n",
    "\n",
    "points_gdf = points_gdf[points_gdf['precipitation']>25]\n",
    "points_array = points_gdf[['y', 'x']].values\n",
    "\n",
    "m = folium.Map(location = [16.25, -92.45], tiles = 'stamentoner', zoom_start = 7, control_scale = True)\n",
    "HeatMap(points_array).add_to(m)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NDVI Heat Map\n",
    "Create a NDVI heat map on average NDVI values throughout the whole time series. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_1be5de60f70e4577a672500b6738a254 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
    <script src="https://leaflet.github.io/Leaflet.heat/dist/leaflet-heat.js"></script>
</head>
<body>    
    
            <div class="folium-map" id="map_1be5de60f70e4577a672500b6738a254" ></div>
        
</body>
<script>    
    
            var map_1be5de60f70e4577a672500b6738a254 = L.map(
                "map_1be5de60f70e4577a672500b6738a254",
                {
                    center: [16.25, -92.45],
                    crs: L.CRS.EPSG3857,
                    zoom: 7,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );
            L.control.scale().addTo(map_1be5de60f70e4577a672500b6738a254);

            

        
    
            var tile_layer_0421af4b8b28422aa99c94aecf208d22 = L.tileLayer(
                "https://stamen-tiles-{s}.a.ssl.fastly.net/toner/{z}/{x}/{y}.png",
                {"attribution": "Map tiles by \u003ca href=\"http://stamen.com\"\u003eStamen Design\u003c/a\u003e, under \u003ca href=\"http://creativecommons.org/licenses/by/3.0\"\u003eCC BY 3.0\u003c/a\u003e. Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_1be5de60f70e4577a672500b6738a254);
        
    
            var heat_map_33d24b5bd96642a3a40b9cb06ebabe29 = L.heatLayer(
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            ).addTo(map_1be5de60f70e4577a672500b6738a254);
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x12dd47a58>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points_gdf = gdf_time_series.copy()\n",
    "points_gdf['x'] = points_gdf.centroid.x\n",
    "points_gdf['y'] = points_gdf.centroid.y\n",
    "ndvi = points_gdf.set_index('NOM_MUN')[['index','ndvi']].groupby(level=0).mean()\n",
    "points_gdf = points_gdf[['NOM_MUN','x','y']].drop_duplicates()\n",
    "points_gdf['ndvi'] = ndvi.values\n",
    "\n",
    "points_gdf = points_gdf[points_gdf['ndvi']>0.25]\n",
    "points_array = points_gdf[['y', 'x']].values\n",
    "\n",
    "m = folium.Map(location = [16.25, -92.45], tiles = 'stamentoner', zoom_start = 7, control_scale = True)\n",
    "HeatMap(points_array).add_to(m)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fbprophet import Prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_x = gdf_time_series.copy()\n",
    "df_x['precipitation_change']=df_x['precipitation'].pct_change(12)*100\n",
    "df_x['ndvi_change']=df_x['ndvi'].pct_change(12)*100\n",
    "df_x = df_x.fillna(0)\n",
    "\n",
    "def create_prophet_df(x, field):\n",
    "    x['ds']=x['index']\n",
    "    x=x.set_index(['NOM_MUN','index'])\n",
    "    x['y']=x[field]\n",
    "    return x\n",
    "\n",
    "def _forecast(x, indices, periods, freq):\n",
    "    fcst=[]\n",
    "    for i in indices:\n",
    "        _dataframe=x.loc[i]\n",
    "        m = Prophet()\n",
    "        m.add_regressor('precipitation_change')\n",
    "        m.add_regressor('ndvi_change')\n",
    "        m.fit(_dataframe)\n",
    "        \n",
    "        future = m.make_future_dataframe(periods=periods, freq=freq, include_history=False)\n",
    "        future['precipitation_change'] = 0\n",
    "        future['ndvi_change'] = 0\n",
    "        forecast=m.predict(future)[['yhat','ds']]\n",
    "        forecast['NOM_MUN'] = i\n",
    "\n",
    "\n",
    "        \n",
    "        fcst.append(forecast)\n",
    "    return pd.concat(fcst)\n",
    "\n",
    "def forecast(dataframe, item):\n",
    "    x = create_prophet_df(dataframe,item)\n",
    "    forecast =_forecast(x, dataframe.NOM_MUN.unique(), 5, 'M')\n",
    "    forecast = forecast.merge(dataframe[['NOM_MUN','geometry']].drop_duplicates('NOM_MUN'))\n",
    "    forecast.columns = [item, 'Date', 'NOM_MUN', 'geometry']\n",
    "    return forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    }
   ],
   "source": [
    "gdf_forecast_precipitation = forecast(df_x,'precipitation')\n",
    "gdf_forecast_ndvi = forecast(df_x,'ndvi')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf_forecast_final=gpd.GeoDataFrame(gdf_forecast_ndvi.merge(gdf_forecast_precipitation[['NOM_MUN','Date','precipitation']]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x139f00c88>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (12,10), subplot_kw = {'aspect':'equal'})\n",
    "gdf_forecast_final[gdf_forecast_final['Date']=='2019-07-31'].plot(column = 'ndvi',cmap = 'YlGn',ax = ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}