create_daily_snow.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e3a39119",
   "metadata": {},
   "source": [
    "### CREATE DAILY INPUT FOR THE ML MODEL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d36f5f34",
   "metadata": {},
   "source": [
    "Input:\n",
    "- the measured runoff at the gauging station,\n",
    "- the catchment area of the gauging station,\n",
    "- the ERA5 datasets for Potential Evapotranspiration, Temperature and Precipitation.\n",
    "\n",
    "Output:\n",
    "    - a .csv file is saved in conda/daily_input folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "889e3048",
   "metadata": {},
   "outputs": [],
   "source": [
    "from create_daily_csv import interpolate_df,readnetcdf_in_shp,xarray2df,check_data_gap,readnetcdf_in_shp_db,get_discharge_from_DB\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7d68f919",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'create_daily_csv' from 'C:\\\\Users\\\\mmazzolini\\\\OneDrive - Scientific Network South Tyrol\\\\Documents\\\\conda\\\\Runoff_prediction\\\\create_daily_csv.py'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sys, importlib\n",
    "importlib.reload(sys.modules['create_daily_csv'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3049b409",
   "metadata": {},
   "outputs": [],
   "source": [
    "STAT_CODE = 'ADO_DSC_FRK2_0041'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "409b5677",
   "metadata": {},
   "outputs": [],
   "source": [
    "runoff=get_discharge_from_DB(STAT_CODE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "2f981ca5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Q</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1910-01-01</th>\n",
       "      <td>24.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910-01-02</th>\n",
       "      <td>22.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910-01-03</th>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910-01-04</th>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910-01-05</th>\n",
       "      <td>16.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-27</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-28</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-29</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-30</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40908 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Q\n",
       "date            \n",
       "1910-01-01  24.4\n",
       "1910-01-02  22.6\n",
       "1910-01-03  21.0\n",
       "1910-01-04  18.6\n",
       "1910-01-05  16.6\n",
       "...          ...\n",
       "2021-12-27   NaN\n",
       "2021-12-28   NaN\n",
       "2021-12-29   NaN\n",
       "2021-12-30   NaN\n",
       "2021-12-31   NaN\n",
       "\n",
       "[40908 rows x 1 columns]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "runoff"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5bbf842",
   "metadata": {
    "scrolled": false
   },
   "source": [
    "shp_catchment_path = r'C:\\Users\\mmazzolini\\OneDrive - Scientific Network South Tyrol\\Documents\\qgis\\final_delineation'\n",
    "shp_catchment_fileName =shp_catchment_path + r'\\DONAU_Korneuburg.shp'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6176ac0b",
   "metadata": {},
   "source": [
    "# Runoff\n",
    "catchment_name = 'KORONEMBURG_DONAU.txt'\n",
    "fileName = r'C:\\Users\\mmazzolini\\OneDrive - Scientific Network South Tyrol\\data_discharge\\\\' + catchment_name\n",
    "#runoff = pd.read_csv(fileName, index_col=2, parse_dates=True)\n",
    "runoff = pd.read_csv(fileName, delimiter=',', index_col=1\n",
    "                     , parse_dates=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05ac4fb5",
   "metadata": {},
   "source": [
    "runoff=runoff.drop(columns=['id_station','quality'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b911101e",
   "metadata": {},
   "source": [
    "runoff.index = pd.to_datetime(runoff.Datum, format='%d.%m.%Y')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3d6165b",
   "metadata": {},
   "source": [
    "runoff['discharge_m3_s']=runoff['pretok (m3/s)']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c12f0754",
   "metadata": {},
   "source": [
    "#runoff=runoff.drop(columns='pretok (m3/s)')\n",
    "runoff=runoff.drop(columns=['Datum','temp. vode (°C)','transport suspendiranega materiala (kg/s)','vsebnost suspendiranega materiala (g/m3)'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "292a335e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date start: 1910-01-01, date end: 2021-12-31\n",
      "No missing dates\n"
     ]
    }
   ],
   "source": [
    "check_data_gap(runoff)\n",
    "#runoff = runoff.reindex(pd.date_range(runoff.index.min() - pd.DateOffset(years=1), runoff.index.max()), fill_value=np.nan)\n",
    "runoff = runoff.rename(columns={'discharge_m3_s': 'Q'})\n",
    "#runoff.drop(['id_station','quality'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "0af1fa25",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n of pixels36\n",
      "Date start: 1979-01-01, date end: 2018-12-31\n",
      "No missing dates\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ERA5 temperature\n",
    "\n",
    "era5_fileName=  r'C:\\Users\\mmazzolini\\OneDrive - Scientific Network South Tyrol\\era5\\2m_temperature-19790101_20181231-eusalp-qm_era5.nc'\n",
    "\n",
    "t2m = readnetcdf_in_shp_db(era5_fileName,STAT_CODE ,plot=True,res=5500)['t2m']\n",
    "\n",
    "t2m = xarray2df(t2m.resample(time='1d').mean(), 'T','t2m')\n",
    "\n",
    "check_data_gap(t2m)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54eae8ad",
   "metadata": {},
   "source": [
    "nc_fileName=era5_fileName\n",
    "res=5500\n",
    "plot=True\n",
    "\n",
    "import psycopg2\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "import geopandas as gpd\n",
    "from shapely.geometry import Point, Polygon\n",
    "import matplotlib.pyplot as plt\n",
    "import psycopg2\n",
    "import shapely.wkb as wkb\n",
    "from geopandas import GeoSeries"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc2154c6",
   "metadata": {},
   "source": [
    "    # Open the netcdf file\n",
    "    ds = xr.open_dataset(nc_fileName)\n",
    "    \n",
    "    # Open the shape file and reproject it to the MESCAN-Surfex grid (unit=meters)\n",
    "\n",
    "    conn = psycopg2.connect(host=\"10.8.244.31\",\n",
    "                       database=\"climate_data\",\n",
    "                       user=\"ado_user\",\n",
    "                       password=\"hydro#ado\",\n",
    "                       port=5432)\n",
    "    cur = conn.cursor()\n",
    "    \n",
    "    # get the metadata\n",
    "    query = f\"\"\"\n",
    "            SELECT \"geom\" FROM \"hydrology\".\"ado_basins_CCM2\" WHERE \"id_station\" = '{STAT_CODE}'    \n",
    "            \"\"\"\n",
    "    df = pd.read_sql_query(query, conn)\n",
    "    \n",
    "    shp=GeoSeries(wkb.loads(df.geom[0], hex=True))\n",
    "    shp=shp.set_crs(\"EPSG:4326\")\n",
    "    shp_reproj = shp.to_crs('+proj=lcc +lat_1=50 +lat_2=50 +lat_0=50 +lon_0=8 +x_0=2937018.5829291 +y_0=2937031.41074803 +a=6371229 +b=6371229')\n",
    "    \n",
    "    # Crop ds with the shapefile bounding box (bb)\n",
    "    bb = shp_reproj.bounds.iloc[0]\n",
    "    ds = ds.sel(x=slice(bb['minx']-res, bb['maxx']+res), \n",
    "                y=slice(bb['miny']-res, bb['maxy']+res))\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f87270c",
   "metadata": {},
   "source": [
    "shp[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d529f39",
   "metadata": {},
   "source": [
    "    #0000 Mask all the points in ds where the grid box do not intersect or is in the shapefile\n",
    "    for i in ds.x.values:\n",
    "        for j in ds.y.values:\n",
    "            gridbox = Point(i, j)#.buffer(res/2, cap_style=3)\n",
    "            if not (gridbox.intersects(shp_reproj.loc[0])):\n",
    "                for k in ds.data_vars.keys():\n",
    "                    if not (k =='Lambert_Conformal'):\n",
    "                        ds[k].loc[dict(x=i, y=j)] = np.nan\n",
    "    ds = ds.dropna(dim='x', how='all')\n",
    "    ds = ds.dropna(dim='y', how='all')\n",
    "    counter=0                    \n",
    "    # Plot the era5 gridbox and the shapefile if plot=True\n",
    "    if plot:\n",
    "        plt.figure(figsize=(25,25))\n",
    "        for x in ds.x.values:\n",
    "            for y in ds.y.values:\n",
    "                gridbox = Point(x, y).buffer(res / 2, cap_style=3)\n",
    "                gridbox_x, gridbox_y = gridbox.exterior.xy\n",
    "                plt.plot(gridbox_x, gridbox_y, color='blue')\n",
    "                for k in ds.data_vars.keys():\n",
    "                    if (k !='Lambert_Conformal'):\n",
    "                        if not(ds[k].loc[dict(x=x, y=y)].isnull().all()):\n",
    "                            plt.plot(x, y, marker='o', color='red')\n",
    "                            counter=counter+1\n",
    "        \n",
    "        coords=[p.exterior.xy for p in shp_reproj.loc[0]]\n",
    "        shp_x=coords[0][0]\n",
    "        shp_y=coords[0][1]\n",
    "        #shp_x, shp_y = *shp_reproj.loc[0].exterior.xy\n",
    "        plt.plot(shp_x, shp_y, color='black')\n",
    "        plt.axis('equal')                        \n",
    "    print(f'n of pixels{counter}')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "d1392942",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Tx5y0</th>\n",
       "      <th>Tx1y1</th>\n",
       "      <th>Tx4y1</th>\n",
       "      <th>Tx5y1</th>\n",
       "      <th>Tx0y2</th>\n",
       "      <th>Tx1y2</th>\n",
       "      <th>Tx2y2</th>\n",
       "      <th>Tx3y2</th>\n",
       "      <th>Tx4y2</th>\n",
       "      <th>Tx5y2</th>\n",
       "      <th>...</th>\n",
       "      <th>Tx4y5</th>\n",
       "      <th>Tx5y5</th>\n",
       "      <th>Tx1y6</th>\n",
       "      <th>Tx2y6</th>\n",
       "      <th>Tx3y6</th>\n",
       "      <th>Tx4y6</th>\n",
       "      <th>Tx1y7</th>\n",
       "      <th>Tx2y7</th>\n",
       "      <th>Tx4y7</th>\n",
       "      <th>Tx1y8</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1979-01-01</th>\n",
       "      <td>268.184064</td>\n",
       "      <td>268.571353</td>\n",
       "      <td>268.371203</td>\n",
       "      <td>267.861758</td>\n",
       "      <td>269.293647</td>\n",
       "      <td>268.479409</td>\n",
       "      <td>268.182577</td>\n",
       "      <td>268.159013</td>\n",
       "      <td>268.296139</td>\n",
       "      <td>267.774906</td>\n",
       "      <td>...</td>\n",
       "      <td>266.526258</td>\n",
       "      <td>266.169463</td>\n",
       "      <td>271.045055</td>\n",
       "      <td>269.922102</td>\n",
       "      <td>267.419943</td>\n",
       "      <td>266.204906</td>\n",
       "      <td>269.095541</td>\n",
       "      <td>268.351475</td>\n",
       "      <td>265.655428</td>\n",
       "      <td>267.467133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979-01-02</th>\n",
       "      <td>262.145410</td>\n",
       "      <td>263.509280</td>\n",
       "      <td>262.648583</td>\n",
       "      <td>261.899174</td>\n",
       "      <td>262.980169</td>\n",
       "      <td>263.136230</td>\n",
       "      <td>262.911701</td>\n",
       "      <td>262.870769</td>\n",
       "      <td>262.825648</td>\n",
       "      <td>261.331035</td>\n",
       "      <td>...</td>\n",
       "      <td>260.836215</td>\n",
       "      <td>258.749729</td>\n",
       "      <td>266.130703</td>\n",
       "      <td>265.243198</td>\n",
       "      <td>262.929156</td>\n",
       "      <td>260.095657</td>\n",
       "      <td>264.001198</td>\n",
       "      <td>263.625652</td>\n",
       "      <td>259.911254</td>\n",
       "      <td>262.256879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979-01-03</th>\n",
       "      <td>266.327720</td>\n",
       "      <td>266.301979</td>\n",
       "      <td>266.346589</td>\n",
       "      <td>266.110603</td>\n",
       "      <td>267.190874</td>\n",
       "      <td>266.310472</td>\n",
       "      <td>266.351181</td>\n",
       "      <td>266.263558</td>\n",
       "      <td>266.070565</td>\n",
       "      <td>265.713068</td>\n",
       "      <td>...</td>\n",
       "      <td>264.844002</td>\n",
       "      <td>263.810413</td>\n",
       "      <td>268.896488</td>\n",
       "      <td>267.957334</td>\n",
       "      <td>265.783288</td>\n",
       "      <td>263.903002</td>\n",
       "      <td>266.491510</td>\n",
       "      <td>266.118184</td>\n",
       "      <td>263.404730</td>\n",
       "      <td>265.531248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979-01-04</th>\n",
       "      <td>269.496087</td>\n",
       "      <td>270.050011</td>\n",
       "      <td>269.936710</td>\n",
       "      <td>269.480072</td>\n",
       "      <td>270.885682</td>\n",
       "      <td>270.092108</td>\n",
       "      <td>270.142353</td>\n",
       "      <td>270.069025</td>\n",
       "      <td>270.033251</td>\n",
       "      <td>269.496609</td>\n",
       "      <td>...</td>\n",
       "      <td>269.006839</td>\n",
       "      <td>268.331747</td>\n",
       "      <td>272.866532</td>\n",
       "      <td>271.771810</td>\n",
       "      <td>269.568383</td>\n",
       "      <td>268.485499</td>\n",
       "      <td>271.003366</td>\n",
       "      <td>270.288217</td>\n",
       "      <td>267.995068</td>\n",
       "      <td>269.566525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979-01-05</th>\n",
       "      <td>268.540576</td>\n",
       "      <td>269.585347</td>\n",
       "      <td>269.434125</td>\n",
       "      <td>268.877342</td>\n",
       "      <td>270.525919</td>\n",
       "      <td>269.703273</td>\n",
       "      <td>269.718121</td>\n",
       "      <td>269.612978</td>\n",
       "      <td>269.626448</td>\n",
       "      <td>269.016271</td>\n",
       "      <td>...</td>\n",
       "      <td>268.891937</td>\n",
       "      <td>268.178443</td>\n",
       "      <td>273.138465</td>\n",
       "      <td>271.928517</td>\n",
       "      <td>269.765640</td>\n",
       "      <td>268.491183</td>\n",
       "      <td>271.482834</td>\n",
       "      <td>270.716306</td>\n",
       "      <td>268.240798</td>\n",
       "      <td>270.334588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-27</th>\n",
       "      <td>272.689141</td>\n",
       "      <td>272.274086</td>\n",
       "      <td>273.102205</td>\n",
       "      <td>272.925049</td>\n",
       "      <td>272.640268</td>\n",
       "      <td>272.360640</td>\n",
       "      <td>272.640093</td>\n",
       "      <td>273.034188</td>\n",
       "      <td>273.338010</td>\n",
       "      <td>273.191550</td>\n",
       "      <td>...</td>\n",
       "      <td>272.372534</td>\n",
       "      <td>271.947828</td>\n",
       "      <td>274.900376</td>\n",
       "      <td>274.261017</td>\n",
       "      <td>272.746670</td>\n",
       "      <td>271.746870</td>\n",
       "      <td>273.140802</td>\n",
       "      <td>273.021161</td>\n",
       "      <td>271.613806</td>\n",
       "      <td>272.034129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-28</th>\n",
       "      <td>273.124676</td>\n",
       "      <td>273.092396</td>\n",
       "      <td>273.505112</td>\n",
       "      <td>273.435473</td>\n",
       "      <td>273.654620</td>\n",
       "      <td>273.196223</td>\n",
       "      <td>273.492303</td>\n",
       "      <td>273.681957</td>\n",
       "      <td>273.797810</td>\n",
       "      <td>273.571249</td>\n",
       "      <td>...</td>\n",
       "      <td>272.811312</td>\n",
       "      <td>272.398628</td>\n",
       "      <td>275.768850</td>\n",
       "      <td>275.114318</td>\n",
       "      <td>273.342115</td>\n",
       "      <td>272.299327</td>\n",
       "      <td>274.000306</td>\n",
       "      <td>273.822467</td>\n",
       "      <td>272.186604</td>\n",
       "      <td>272.735839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-29</th>\n",
       "      <td>273.535074</td>\n",
       "      <td>273.275915</td>\n",
       "      <td>273.647250</td>\n",
       "      <td>273.632786</td>\n",
       "      <td>273.794548</td>\n",
       "      <td>273.168197</td>\n",
       "      <td>273.376722</td>\n",
       "      <td>273.558703</td>\n",
       "      <td>273.753852</td>\n",
       "      <td>273.618697</td>\n",
       "      <td>...</td>\n",
       "      <td>272.661601</td>\n",
       "      <td>272.132172</td>\n",
       "      <td>275.572088</td>\n",
       "      <td>274.716069</td>\n",
       "      <td>272.979797</td>\n",
       "      <td>272.096756</td>\n",
       "      <td>273.873718</td>\n",
       "      <td>273.426462</td>\n",
       "      <td>271.831062</td>\n",
       "      <td>272.641393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-30</th>\n",
       "      <td>273.608278</td>\n",
       "      <td>273.258738</td>\n",
       "      <td>273.676749</td>\n",
       "      <td>273.796421</td>\n",
       "      <td>273.832593</td>\n",
       "      <td>273.206075</td>\n",
       "      <td>273.371856</td>\n",
       "      <td>273.578450</td>\n",
       "      <td>273.808893</td>\n",
       "      <td>273.775247</td>\n",
       "      <td>...</td>\n",
       "      <td>272.762740</td>\n",
       "      <td>272.435013</td>\n",
       "      <td>275.696736</td>\n",
       "      <td>274.991881</td>\n",
       "      <td>273.217205</td>\n",
       "      <td>272.236693</td>\n",
       "      <td>274.002496</td>\n",
       "      <td>273.669086</td>\n",
       "      <td>272.130906</td>\n",
       "      <td>272.751001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-31</th>\n",
       "      <td>273.984933</td>\n",
       "      <td>274.048530</td>\n",
       "      <td>274.264385</td>\n",
       "      <td>274.041009</td>\n",
       "      <td>274.878217</td>\n",
       "      <td>274.045478</td>\n",
       "      <td>273.947421</td>\n",
       "      <td>274.213924</td>\n",
       "      <td>274.428738</td>\n",
       "      <td>274.275018</td>\n",
       "      <td>...</td>\n",
       "      <td>273.350117</td>\n",
       "      <td>272.897114</td>\n",
       "      <td>276.741274</td>\n",
       "      <td>275.688180</td>\n",
       "      <td>273.871046</td>\n",
       "      <td>272.901442</td>\n",
       "      <td>275.028909</td>\n",
       "      <td>274.551068</td>\n",
       "      <td>272.725057</td>\n",
       "      <td>274.016640</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14610 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Tx5y0       Tx1y1       Tx4y1       Tx5y1       Tx0y2  \\\n",
       "time                                                                     \n",
       "1979-01-01  268.184064  268.571353  268.371203  267.861758  269.293647   \n",
       "1979-01-02  262.145410  263.509280  262.648583  261.899174  262.980169   \n",
       "1979-01-03  266.327720  266.301979  266.346589  266.110603  267.190874   \n",
       "1979-01-04  269.496087  270.050011  269.936710  269.480072  270.885682   \n",
       "1979-01-05  268.540576  269.585347  269.434125  268.877342  270.525919   \n",
       "...                ...         ...         ...         ...         ...   \n",
       "2018-12-27  272.689141  272.274086  273.102205  272.925049  272.640268   \n",
       "2018-12-28  273.124676  273.092396  273.505112  273.435473  273.654620   \n",
       "2018-12-29  273.535074  273.275915  273.647250  273.632786  273.794548   \n",
       "2018-12-30  273.608278  273.258738  273.676749  273.796421  273.832593   \n",
       "2018-12-31  273.984933  274.048530  274.264385  274.041009  274.878217   \n",
       "\n",
       "                 Tx1y2       Tx2y2       Tx3y2       Tx4y2       Tx5y2  ...  \\\n",
       "time                                                                    ...   \n",
       "1979-01-01  268.479409  268.182577  268.159013  268.296139  267.774906  ...   \n",
       "1979-01-02  263.136230  262.911701  262.870769  262.825648  261.331035  ...   \n",
       "1979-01-03  266.310472  266.351181  266.263558  266.070565  265.713068  ...   \n",
       "1979-01-04  270.092108  270.142353  270.069025  270.033251  269.496609  ...   \n",
       "1979-01-05  269.703273  269.718121  269.612978  269.626448  269.016271  ...   \n",
       "...                ...         ...         ...         ...         ...  ...   \n",
       "2018-12-27  272.360640  272.640093  273.034188  273.338010  273.191550  ...   \n",
       "2018-12-28  273.196223  273.492303  273.681957  273.797810  273.571249  ...   \n",
       "2018-12-29  273.168197  273.376722  273.558703  273.753852  273.618697  ...   \n",
       "2018-12-30  273.206075  273.371856  273.578450  273.808893  273.775247  ...   \n",
       "2018-12-31  274.045478  273.947421  274.213924  274.428738  274.275018  ...   \n",
       "\n",
       "                 Tx4y5       Tx5y5       Tx1y6       Tx2y6       Tx3y6  \\\n",
       "time                                                                     \n",
       "1979-01-01  266.526258  266.169463  271.045055  269.922102  267.419943   \n",
       "1979-01-02  260.836215  258.749729  266.130703  265.243198  262.929156   \n",
       "1979-01-03  264.844002  263.810413  268.896488  267.957334  265.783288   \n",
       "1979-01-04  269.006839  268.331747  272.866532  271.771810  269.568383   \n",
       "1979-01-05  268.891937  268.178443  273.138465  271.928517  269.765640   \n",
       "...                ...         ...         ...         ...         ...   \n",
       "2018-12-27  272.372534  271.947828  274.900376  274.261017  272.746670   \n",
       "2018-12-28  272.811312  272.398628  275.768850  275.114318  273.342115   \n",
       "2018-12-29  272.661601  272.132172  275.572088  274.716069  272.979797   \n",
       "2018-12-30  272.762740  272.435013  275.696736  274.991881  273.217205   \n",
       "2018-12-31  273.350117  272.897114  276.741274  275.688180  273.871046   \n",
       "\n",
       "                 Tx4y6       Tx1y7       Tx2y7       Tx4y7       Tx1y8  \n",
       "time                                                                    \n",
       "1979-01-01  266.204906  269.095541  268.351475  265.655428  267.467133  \n",
       "1979-01-02  260.095657  264.001198  263.625652  259.911254  262.256879  \n",
       "1979-01-03  263.903002  266.491510  266.118184  263.404730  265.531248  \n",
       "1979-01-04  268.485499  271.003366  270.288217  267.995068  269.566525  \n",
       "1979-01-05  268.491183  271.482834  270.716306  268.240798  270.334588  \n",
       "...                ...         ...         ...         ...         ...  \n",
       "2018-12-27  271.746870  273.140802  273.021161  271.613806  272.034129  \n",
       "2018-12-28  272.299327  274.000306  273.822467  272.186604  272.735839  \n",
       "2018-12-29  272.096756  273.873718  273.426462  271.831062  272.641393  \n",
       "2018-12-30  272.236693  274.002496  273.669086  272.130906  272.751001  \n",
       "2018-12-31  272.901442  275.028909  274.551068  272.725057  274.016640  \n",
       "\n",
       "[14610 rows x 36 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t2m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "90144c35",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n of pixels36\n",
      "Date start: 1979-01-01, date end: 2018-12-31\n",
      "No missing dates\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ERA5 evapotranspiration\n",
    "era5_fileName = r'C:\\Users\\mmazzolini\\OneDrive - Scientific Network South Tyrol\\era5\\potential_evapotranspiration-19790101_20181231-eusalp-qm_era5.nc'\n",
    "\n",
    "pet = readnetcdf_in_shp_db(era5_fileName, STAT_CODE,plot=True)['pet']\n",
    "pet = xarray2df(pet.resample(time='1d').sum(skipna=False), 'E','pet')\n",
    "\n",
    "check_data_gap(pet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "cfe2f5a2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n of pixels36\n",
      "Date start: 1979-01-01, date end: 2018-12-31\n",
      "No missing dates\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ERA5 total precipitation\n",
    "era5_fileName = r'C:\\Users\\mmazzolini\\OneDrive - Scientific Network South Tyrol\\era5\\total_precipitation-19790101_20181231-eusalp-qm_era5.nc'\n",
    "\n",
    "tp = readnetcdf_in_shp_db(era5_fileName, STAT_CODE,plot=True)['tp']\n",
    "tp = xarray2df(tp.resample(time='1d').sum(skipna=False), 'P','tp')\n",
    "\n",
    "check_data_gap(tp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "13df6f83",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n of pixels144\n",
      "Date start: 1979-01-01, date end: 2020-12-31\n",
      "No missing dates\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ERA5 total SNOW VARIABLES\n",
    "era5_fileName = r'C:\\Users\\mmazzolini\\OneDrive - Scientific Network South Tyrol\\era5\\SNOWGRID\\ado-snowgrid.nc'\n",
    "\n",
    "s = readnetcdf_in_shp_db(era5_fileName, STAT_CODE,plot=True)['swe_tot']\n",
    "s = xarray2df(s.resample(time='1d').sum(skipna=False), 'S','swe_tot')\n",
    "\n",
    "check_data_gap(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "98579372",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n of pixels144\n",
      "Date start: 1979-01-01, date end: 2020-12-31\n",
      "No missing dates\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "r = readnetcdf_in_shp_db(era5_fileName, STAT_CODE,plot=True)['runoff']\n",
    "r = xarray2df(r.resample(time='1d').sum(skipna=False), 'R','runoff')\n",
    "\n",
    "check_data_gap(r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "6e23ff24",
   "metadata": {},
   "outputs": [],
   "source": [
    "from os import walk\n",
    "mypath= r'C:\\Users\\mmazzolini\\OneDrive - Scientific Network South Tyrol\\era5\\SNOWGRID/'\n",
    "\n",
    "filenames = next(walk(mypath), (None, None, []))[2]  # [] if no file"
   ]
  },
  {