NSAT_SI.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5f2b74c0-22f0-49a5-976b-827a911385b8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/susannaioni/s3\n"
     ]
    }
   ],
   "source": [
    "#check where your system is wokring at the moment \n",
    "\n",
    "import os\n",
    "import sys\n",
    "cwd = os.getcwd()\n",
    "print(cwd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cd67426d-c737-461d-bfda-153c81f64939",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import cdsapi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "253e652f-42f9-478e-92fd-457a242473bc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "c = cdsapi.Client()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bdcb99a3-0075-4e60-8a78-f2dffdc638fc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-02-15 10:53:33,672 INFO Welcome to the CDS\n",
      "2024-02-15 10:53:33,673 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/derived-near-surface-meteorological-variables\n",
      "2024-02-15 10:53:33,769 INFO Request is queued\n",
      "2024-02-15 11:57:56,646 INFO Request is completed\n",
      "2024-02-15 11:57:56,646 INFO Downloading https://download-0006-clone.copernicus-climate.eu/cache-compute-0006/cache/data7/dataset-derived-near-surface-meteorological-variables-652b815a-35ef-4455-a649-4d4674c24150.tar.gz to download.tar.gz (76.6G)\n",
      "2024-02-15 12:21:58,403 ERROR Download incomplete, downloaded 10743848123 byte(s) out of 82206255215\n",
      "2024-02-15 12:21:58,404 WARNING Sleeping 10 seconds\n",
      "2024-02-15 12:22:08,414 WARNING Resuming download at byte 10743848123\n",
      " 18%|█▊        | 13.9G/76.6G [05:55<1:11:46, 15.6MB/s]"
     ]
    }
   ],
   "source": [
    "### Download All (taking longer time)\n",
    "\n",
    "c.retrieve(\n",
    "    'derived-near-surface-meteorological-variables',\n",
    "    {\n",
    "        'version': '2.1',\n",
    "        'format': 'tgz',\n",
    "        'year': [\n",
    "            '1979', '1980', '1981',\n",
    "            '1982', '1983', '1984',\n",
    "            '1985', '1986', '1987',\n",
    "            '1988', '1989', '1990',\n",
    "            '1991', '1992', '1993',\n",
    "            '1994', '1995', '1996',\n",
    "            '1997', '1998', '1999',\n",
    "            '2000', '2001', '2002',\n",
    "            '2003', '2004', '2005',\n",
    "            '2006', '2007', '2008',\n",
    "            '2009', '2010', '2011',\n",
    "            '2012', '2013', '2014',\n",
    "            '2015', '2016', '2017',\n",
    "            '2018', '2019',\n",
    "        ],\n",
    "        'variable': 'near_surface_air_temperature',\n",
    "        'reference_dataset': 'cru',\n",
    "        'month': [\n",
    "            '01', '02', '03',\n",
    "            '04', '05', '06',\n",
    "            '07', '08', '09',\n",
    "            '10', '11', '12',\n",
    "        ],\n",
    "    },\n",
    "    'download.tar.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "23d4c392-b376-423c-87ee-ce505904c116",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-02-06 09:32:50,305 INFO Welcome to the CDS\n",
      "2024-02-06 09:32:50,305 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/derived-near-surface-meteorological-variables\n",
      "2024-02-06 09:32:50,417 INFO Request is queued\n",
      "2024-02-06 09:32:51,439 INFO Request is running\n",
      "2024-02-06 09:34:44,076 INFO Request is completed\n",
      "2024-02-06 09:34:44,077 INFO Downloading https://download-0004-clone.copernicus-climate.eu/cache-compute-0004/cache/data7/dataset-derived-near-surface-meteorological-variables-627d0a90-0805-445e-acde-0aceaa451d4f.tar.gz to download_NSAT.tar.gz (1.9G)\n",
      "2024-02-06 09:38:41,326 INFO Download rate 8M/s     \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Result(content_length=2001360732,content_type=application/gzip,location=https://download-0004-clone.copernicus-climate.eu/cache-compute-0004/cache/data7/dataset-derived-near-surface-meteorological-variables-627d0a90-0805-445e-acde-0aceaa451d4f.tar.gz)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Download only 1 Year to show how it works\n",
    "#c.retrieve(\n",
    "    #'derived-near-surface-meteorological-variables',\n",
    "   # {\n",
    "       # 'version': '2.1',\n",
    "        #  'format': 'tgz',\n",
    "        #  'variable': 'near_surface_air_temperature',\n",
    "         # 'reference_dataset': 'cru',\n",
    "         # 'year': '1979',\n",
    "        #  'month': [\n",
    "           #   '01', '02', '03',\n",
    "            #  '04', '05', '06',\n",
    "            #  '07', '08', '09',\n",
    "            #  '10', '11', '12',\n",
    "        #  ],\n",
    "    #  },\n",
    "     # 'download_NSAT.tar.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "156d4a09-91fa-4f70-b5ec-ccb037a143fa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tar: s3/download_NSAT.tar.gz: Cannot open: No such file or directory\n",
      "tar: Error is not recoverable: exiting now\n"
     ]
    }
   ],
   "source": [
    "! tar -xvf \"download_NSAT.tar.gz\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "98a07922-48e3-4fd4-aa98-1a95328c9d15",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d09682cb-8051-4a28-93ff-72d00b728eb4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ds_disk = xr.open_dataset(\"Tair_WFDE5_CRU_197901_v2.1.nc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f0277f83-5532-4422-b923-8ab0d0cb17d7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:  (time: 744, lon: 720, lat: 360)\n",
      "Coordinates:\n",
      "  * time     (time) datetime64[ns] 1979-01-01 ... 1979-01-31T23:00:00\n",
      "  * lon      (lon) float64 -179.8 -179.2 -178.8 -178.2 ... 178.8 179.2 179.8\n",
      "  * lat      (lat) float64 -89.75 -89.25 -88.75 -88.25 ... 88.75 89.25 89.75\n",
      "Data variables:\n",
      "    Tair     (time, lat, lon) float32 ...\n",
      "Attributes:\n",
      "    title:        WATCH Forcing Data methodology applied to ERA5 data\n",
      "    institution:  Copernicus Climate Change Service\n",
      "    contact:      http://copernicus-support.ecmwf.int\n",
      "    comment:      Methodology implementation for ERA5 and dataset production ...\n",
      "    Conventions:  CF-1.7\n",
      "    summary:      ERA5 data regridded to half degree regular lat-lon; Genuine...\n",
      "    reference:    Cucchi et al., 2020, Earth Syst. Sci. Data, 12(3), 2097–212...\n",
      "    licence:      The dataset is distributed under the Licence to Use Coperni...\n"
     ]
    }
   ],
   "source": [
    "print(ds_disk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "67a208ca-d461-4c5c-aefb-bf4b73dfcc44",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frozen({'time': 744, 'lon': 720, 'lat': 360})\n"
     ]
    }
   ],
   "source": [
    "print(ds_disk.dims)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "00afcf24-143c-497b-a177-86a4a3f37636",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from netCDF4 import Dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8cd2ca45-da02-4681-b45c-dcf14ef7f70d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "nc_file = Dataset(\"Tair_WFDE5_CRU_197901_v2.1.nc\", 'r')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "738d100c-bbce-4880-a2cc-daf83651e227",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time': <class 'netCDF4._netCDF4.Variable'>\n",
       " int64 time(time)\n",
       "     standard_name: time\n",
       "     long_name: Time\n",
       "     axis: T\n",
       "     stored_direction: increasing\n",
       "     type: double\n",
       "     units: hours since 1900-01-01\n",
       "     calendar: proleptic_gregorian\n",
       " unlimited dimensions: \n",
       " current shape = (744,)\n",
       " filling on, default _FillValue of -9223372036854775806 used,\n",
       " 'lon': <class 'netCDF4._netCDF4.Variable'>\n",
       " float64 lon(lon)\n",
       "     _FillValue: nan\n",
       "     standard_name: longitude\n",
       "     units: degrees_east\n",
       "     axis: X\n",
       "     long_name: Longitude\n",
       "     type: double\n",
       "     valid_max: 360.0\n",
       "     valid_min: -180.0\n",
       "     positive: up\n",
       " unlimited dimensions: \n",
       " current shape = (720,)\n",
       " filling on,\n",
       " 'lat': <class 'netCDF4._netCDF4.Variable'>\n",
       " float64 lat(lat)\n",
       "     _FillValue: nan\n",
       "     standard_name: latitude\n",
       "     units: degrees_north\n",
       "     axis: Y\n",
       "     long_name: Latitude\n",
       "     positive: up\n",
       " unlimited dimensions: \n",
       " current shape = (360,)\n",
       " filling on,\n",
       " 'Tair': <class 'netCDF4._netCDF4.Variable'>\n",
       " float32 Tair(time, lat, lon)\n",
       "     _FillValue: 1e+20\n",
       "     long_name: Near-Surface Air Temperature\n",
       "     standard_name: air_temperature\n",
       "     units: K\n",
       "     coordinates: time lon lat\n",
       " unlimited dimensions: \n",
       " current shape = (744, 360, 720)\n",
       " filling on}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nc_file.variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "50978473-2aee-4420-9c3d-a099f32467ce",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "target_x = 16.22  # Replace with your desired x-coordinate\n",
    "target_y = 48.12  # Replace with your desired y-coordinate\n",
    "\n",
    "# Find the indices corresponding to the specified coordinates\n",
    "x_values = nc_file.variables['lon'][:]\n",
    "y_values = nc_file.variables['lat'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "026f9ff8-c844-4897-af2c-a0e1db997e40",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "nearest_x_index = (abs(x_values - target_x)).argmin()\n",
    "nearest_y_index = (abs(y_values - target_y)).argmin()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1a6dcefd-f19f-4188-8420-548d7e229eeb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "392"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nearest_x_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "6267b0b7-83dd-4a29-9915-c5882badb7d6",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
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       "       fill_value=1e+20,\n",
       "            dtype=float32)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nc_file.variables['Tair'][392, 276]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e3860f0f-22a8-4c5f-b3c4-dfb8724b3865",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "time_variable=nc_file.variables['time']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "2ef867f1-177c-430c-845c-843d3570f669",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time': <class 'netCDF4._netCDF4.Variable'>\n",
       " int64 time(time)\n",
       "     standard_name: time\n",
       "     long_name: Time\n",
       "     axis: T\n",
       "     stored_direction: increasing\n",
       "     type: double\n",
       "     units: hours since 1900-01-01\n",
       "     calendar: proleptic_gregorian\n",
       " unlimited dimensions: \n",
       " current shape = (744,)\n",
       " filling on, default _FillValue of -9223372036854775806 used,\n",
       " 'lon': <class 'netCDF4._netCDF4.Variable'>\n",
       " float64 lon(lon)\n",
       "     _FillValue: nan\n",
       "     standard_name: longitude\n",
       "     units: degrees_east\n",
       "     axis: X\n",
       "     long_name: Longitude\n",
       "     type: double\n",
       "     valid_max: 360.0\n",
       "     valid_min: -180.0\n",
       "     positive: up\n",
       " unlimited dimensions: \n",
       " current shape = (720,)\n",
       " filling on,\n",
       " 'lat': <class 'netCDF4._netCDF4.Variable'>\n",
       " float64 lat(lat)\n",
       "     _FillValue: nan\n",
       "     standard_name: latitude\n",
       "     units: degrees_north\n",
       "     axis: Y\n",
       "     long_name: Latitude\n",
       "     positive: up\n",
       " unlimited dimensions: \n",
       " current shape = (360,)\n",
       " filling on,\n",
       " 'Tair': <class 'netCDF4._netCDF4.Variable'>\n",
       " float32 Tair(time, lat, lon)\n",
       "     _FillValue: 1e+20\n",
       "     long_name: Near-Surface Air Temperature\n",
       "     standard_name: air_temperature\n",
       "     units: K\n",
       "     coordinates: time lon lat\n",
       " unlimited dimensions: \n",
       " current shape = (744, 360, 720)\n",
       " filling on}"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nc_file.variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8c8b86d8-2678-4d2c-b3c2-7ceb68d7fcda",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from datetime import datetime, timedelta\n",
    "reference_date = datetime(1900, 1, 1)\n",
    "\n",
    "# Calculate the dates and hours for each time step\n",
    "dates_and_hours = [reference_date + timedelta(hours=float(hour)) for hour in time_variable[:]]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "283cb621-89d1-4671-a629-88ba902fc5c1",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[datetime.datetime(1979, 1, 1, 0, 0),\n",
       " datetime.datetime(1979, 1, 1, 1, 0),\n",
       " datetime.datetime(1979, 1, 1, 2, 0),\n",
       " datetime.datetime(1979, 1, 1, 3, 0),\n",
       " datetime.datetime(1979, 1, 1, 4, 0),\n",
       " datetime.datetime(1979, 1, 1, 5, 0),\n",
       " datetime.datetime(1979, 1, 1, 6, 0),\n",
       " datetime.datetime(1979, 1, 1, 7, 0),\n",
       " datetime.datetime(1979, 1, 1, 8, 0),\n",
       " datetime.datetime(1979, 1, 1, 9, 0),\n",
       " datetime.datetime(1979, 1, 1, 10, 0),\n",
       " datetime.datetime(1979, 1, 1, 11, 0),\n",
       " datetime.datetime(1979, 1, 1, 12, 0),\n",
       " datetime.datetime(1979, 1, 1, 13, 0),\n",
       " datetime.datetime(1979, 1, 1, 14, 0),\n",
       " datetime.datetime(1979, 1, 1, 15, 0),\n",
       " datetime.datetime(1979, 1, 1, 16, 0),\n",
       " datetime.datetime(1979, 1, 1, 17, 0),\n",
       " datetime.datetime(1979, 1, 1, 18, 0),\n",
       " datetime.datetime(1979, 1, 1, 19, 0),\n",
       " datetime.datetime(1979, 1, 1, 20, 0),\n",
       " datetime.datetime(1979, 1, 1, 21, 0),\n",
       " datetime.datetime(1979, 1, 1, 22, 0),\n",
       " datetime.datetime(1979, 1, 1, 23, 0),\n",
       " datetime.datetime(1979, 1, 2, 0, 0),\n",
       " datetime.datetime(1979, 1, 2, 1, 0),\n",
       " datetime.datetime(1979, 1, 2, 2, 0),\n",
       " datetime.datetime(1979, 1, 2, 3, 0),\n",
       " datetime.datetime(1979, 1, 2, 4, 0),\n",
       " datetime.datetime(1979, 1, 2, 5, 0),\n",
       " datetime.datetime(1979, 1, 2, 6, 0),\n",
       " datetime.datetime(1979, 1, 2, 7, 0),\n",
       " datetime.datetime(1979, 1, 2, 8, 0),\n",
       " datetime.datetime(1979, 1, 2, 9, 0),\n",
       " datetime.datetime(1979, 1, 2, 10, 0),\n",
       " datetime.datetime(1979, 1, 2, 11, 0),\n",
       " datetime.datetime(1979, 1, 2, 12, 0),\n",
       " datetime.datetime(1979, 1, 2, 13, 0),\n",
       " datetime.datetime(1979, 1, 2, 14, 0),\n",
       " datetime.datetime(1979, 1, 2, 15, 0),\n",
       " datetime.datetime(1979, 1, 2, 16, 0),\n",
       " datetime.datetime(1979, 1, 2, 17, 0),\n",
       " datetime.datetime(1979, 1, 2, 18, 0),\n",
       " datetime.datetime(1979, 1, 2, 19, 0),\n",
       " datetime.datetime(1979, 1, 2, 20, 0),\n",
       " datetime.datetime(1979, 1, 2, 21, 0),\n",
       " datetime.datetime(1979, 1, 2, 22, 0),\n",
       " datetime.datetime(1979, 1, 2, 23, 0),\n",
       " datetime.datetime(1979, 1, 3, 0, 0),\n",
       " datetime.datetime(1979, 1, 3, 1, 0),\n",
       " datetime.datetime(1979, 1, 3, 2, 0),\n",
       " datetime.datetime(1979, 1, 3, 3, 0),\n",
       " datetime.datetime(1979, 1, 3, 4, 0),\n",
       " datetime.datetime(1979, 1, 3, 5, 0),\n",
       " datetime.datetime(1979, 1, 3, 6, 0),\n",
       " datetime.datetime(1979, 1, 3, 7, 0),\n",
       " datetime.datetime(1979, 1, 3, 8, 0),\n",
       " datetime.datetime(1979, 1, 3, 9, 0),\n",
       " datetime.datetime(1979, 1, 3, 10, 0),\n",
       " datetime.datetime(1979, 1, 3, 11, 0),\n",
       " datetime.datetime(1979, 1, 3, 12, 0),\n",
       " datetime.datetime(1979, 1, 3, 13, 0),\n",
       " datetime.datetime(1979, 1, 3, 14, 0),\n",
       " datetime.datetime(1979, 1, 3, 15, 0),\n",
       " datetime.datetime(1979, 1, 3, 16, 0),\n",
       " datetime.datetime(1979, 1, 3, 17, 0),\n",
       " datetime.datetime(1979, 1, 3, 18, 0),\n",
       " datetime.datetime(1979, 1, 3, 19, 0),\n",
       " datetime.datetime(1979, 1, 3, 20, 0),\n",
       " datetime.datetime(1979, 1, 3, 21, 0),\n",
       " datetime.datetime(1979, 1, 3, 22, 0),\n",
       " datetime.datetime(1979, 1, 3, 23, 0),\n",
       " datetime.datetime(1979, 1, 4, 0, 0),\n",
       " datetime.datetime(1979, 1, 4, 1, 0),\n",
       " datetime.datetime(1979, 1, 4, 2, 0),\n",
       " datetime.datetime(1979, 1, 4, 3, 0),\n",
       " datetime.datetime(1979, 1, 4, 4, 0),\n",
       " datetime.datetime(1979, 1, 4, 5, 0),\n",
       " datetime.datetime(1979, 1, 4, 6, 0),\n",
       " datetime.datetime(1979, 1, 4, 7, 0),\n",
       " datetime.datetime(1979, 1, 4, 8, 0),\n",
       " datetime.datetime(1979, 1, 4, 9, 0),\n",
       " datetime.datetime(1979, 1, 4, 10, 0),\n",
       " datetime.datetime(1979, 1, 4, 11, 0),\n",
       " datetime.datetime(1979, 1, 4, 12, 0),\n",
       " datetime.datetime(1979, 1, 4, 13, 0),\n",
       " datetime.datetime(1979, 1, 4, 14, 0),\n",
       " datetime.datetime(1979, 1, 4, 15, 0),\n",
       " datetime.datetime(1979, 1, 4, 16, 0),\n",
       " datetime.datetime(1979, 1, 4, 17, 0),\n",
       " datetime.datetime(1979, 1, 4, 18, 0),\n",
       " datetime.datetime(1979, 1, 4, 19, 0),\n",
       " datetime.datetime(1979, 1, 4, 20, 0),\n",
       " datetime.datetime(1979, 1, 4, 21, 0),\n",
       " datetime.datetime(1979, 1, 4, 22, 0),\n",
       " datetime.datetime(1979, 1, 4, 23, 0),\n",
       " datetime.datetime(1979, 1, 5, 0, 0),\n",
       " datetime.datetime(1979, 1, 5, 1, 0),\n",
       " datetime.datetime(1979, 1, 5, 2, 0),\n",
       " datetime.datetime(1979, 1, 5, 3, 0),\n",
       " datetime.datetime(1979, 1, 5, 4, 0),\n",
       " datetime.datetime(1979, 1, 5, 5, 0),\n",
       " datetime.datetime(1979, 1, 5, 6, 0),\n",
       " datetime.datetime(1979, 1, 5, 7, 0),\n",
       " datetime.datetime(1979, 1, 5, 8, 0),\n",
       " datetime.datetime(1979, 1, 5, 9, 0),\n",
       " datetime.datetime(1979, 1, 5, 10, 0),\n",
       " datetime.datetime(1979, 1, 5, 11, 0),\n",
       " datetime.datetime(1979, 1, 5, 12, 0),\n",
       " datetime.datetime(1979, 1, 5, 13, 0),\n",
       " datetime.datetime(1979, 1, 5, 14, 0),\n",
       " datetime.datetime(1979, 1, 5, 15, 0),\n",
       " datetime.datetime(1979, 1, 5, 16, 0),\n",
       " datetime.datetime(1979, 1, 5, 17, 0),\n",
       " datetime.datetime(1979, 1, 5, 18, 0),\n",
       " datetime.datetime(1979, 1, 5, 19, 0),\n",
       " datetime.datetime(1979, 1, 5, 20, 0),\n",
       " datetime.datetime(1979, 1, 5, 21, 0),\n",
       " datetime.datetime(1979, 1, 5, 22, 0),\n",
       " datetime.datetime(1979, 1, 5, 23, 0),\n",
       " datetime.datetime(1979, 1, 6, 0, 0),\n",
       " datetime.datetime(1979, 1, 6, 1, 0),\n",
       " datetime.datetime(1979, 1, 6, 2, 0),\n",
       " datetime.datetime(1979, 1, 6, 3, 0),\n",
       " datetime.datetime(1979, 1, 6, 4, 0),\n",
       " datetime.datetime(1979, 1, 6, 5, 0),\n",
       " datetime.datetime(1979, 1, 6, 6, 0),\n",
       " datetime.datetime(1979, 1, 6, 7, 0),\n",
       " datetime.datetime(1979, 1, 6, 8, 0),\n",
       " datetime.datetime(1979, 1, 6, 9, 0),\n",
       " datetime.datetime(1979, 1, 6, 10, 0),\n",
       " datetime.datetime(1979, 1, 6, 11, 0),\n",
       " datetime.datetime(1979, 1, 6, 12, 0),\n",
       " datetime.datetime(1979, 1, 6, 13, 0),\n",
       " datetime.datetime(1979, 1, 6, 14, 0),\n",
       " datetime.datetime(1979, 1, 6, 15, 0),\n",
       " datetime.datetime(1979, 1, 6, 16, 0),\n",
       " datetime.datetime(1979, 1, 6, 17, 0),\n",
       " datetime.datetime(1979, 1, 6, 18, 0),\n",
       " datetime.datetime(1979, 1, 6, 19, 0),\n",
       " datetime.datetime(1979, 1, 6, 20, 0),\n",
       " datetime.datetime(1979, 1, 6, 21, 0),\n",
       " datetime.datetime(1979, 1, 6, 22, 0),\n",
       " datetime.datetime(1979, 1, 6, 23, 0),\n",
       " datetime.datetime(1979, 1, 7, 0, 0),\n",
       " datetime.datetime(1979, 1, 7, 1, 0),\n",
       " datetime.datetime(1979, 1, 7, 2, 0),\n",
       " datetime.datetime(1979, 1, 7, 3, 0),\n",
       " datetime.datetime(1979, 1, 7, 4, 0),\n",
       " datetime.datetime(1979, 1, 7, 5, 0),\n",
       " datetime.datetime(1979, 1, 7, 6, 0),\n",
       " datetime.datetime(1979, 1, 7, 7, 0),\n",
       " datetime.datetime(1979, 1, 7, 8, 0),\n",
       " datetime.datetime(1979, 1, 7, 9, 0),\n",
       " datetime.datetime(1979, 1, 7, 10, 0),\n",
       " datetime.datetime(1979, 1, 7, 11, 0),\n",
       " datetime.datetime(1979, 1, 7, 12, 0),\n",
       " datetime.datetime(1979, 1, 7, 13, 0),\n",
       " datetime.datetime(1979, 1, 7, 14, 0),\n",
       " datetime.datetime(1979, 1, 7, 15, 0),\n",
       " datetime.datetime(1979, 1, 7, 16, 0),\n",
       " datetime.datetime(1979, 1, 7, 17, 0),\n",
       " datetime.datetime(1979, 1, 7, 18, 0),\n",
       " datetime.datetime(1979, 1, 7, 19, 0),\n",
       " datetime.datetime(1979, 1, 7, 20, 0),\n",
       " datetime.datetime(1979, 1, 7, 21, 0),\n",
       " datetime.datetime(1979, 1, 7, 22, 0),\n",
       " datetime.datetime(1979, 1, 7, 23, 0),\n",
       " datetime.datetime(1979, 1, 8, 0, 0),\n",
       " datetime.datetime(1979, 1, 8, 1, 0),\n",
       " datetime.datetime(1979, 1, 8, 2, 0),\n",
       " datetime.datetime(1979, 1, 8, 3, 0),\n",
       " datetime.datetime(1979, 1, 8, 4, 0),\n",
       " datetime.datetime(1979, 1, 8, 5, 0),\n",
       " datetime.datetime(1979, 1, 8, 6, 0),\n",
       " datetime.datetime(1979, 1, 8, 7, 0),\n",
       " datetime.datetime(1979, 1, 8, 8, 0),\n",
       " datetime.datetime(1979, 1, 8, 9, 0),\n",
       " datetime.datetime(1979, 1, 8, 10, 0),\n",
       " datetime.datetime(1979, 1, 8, 11, 0),\n",
       " datetime.datetime(1979, 1, 8, 12, 0),\n",
       " datetime.datetime(1979, 1, 8, 13, 0),\n",
       " datetime.datetime(1979, 1, 8, 14, 0),\n",
       " datetime.datetime(1979, 1, 8, 15, 0),\n",
       " datetime.datetime(1979, 1, 8, 16, 0),\n",
       " datetime.datetime(1979, 1, 8, 17, 0),\n",
       " datetime.datetime(1979, 1, 8, 18, 0),\n",
       " datetime.datetime(1979, 1, 8, 19, 0),\n",
       " datetime.datetime(1979, 1, 8, 20, 0),\n",
       " datetime.datetime(1979, 1, 8, 21, 0),\n",
       " datetime.datetime(1979, 1, 8, 22, 0),\n",
       " datetime.datetime(1979, 1, 8, 23, 0),\n",
       " datetime.datetime(1979, 1, 9, 0, 0),\n",
       " datetime.datetime(1979, 1, 9, 1, 0),\n",
       " datetime.datetime(1979, 1, 9, 2, 0),\n",
       " datetime.datetime(1979, 1, 9, 3, 0),\n",
       " datetime.datetime(1979, 1, 9, 4, 0),\n",
       " datetime.datetime(1979, 1, 9, 5, 0),\n",
       " datetime.datetime(1979, 1, 9, 6, 0),\n",
       " datetime.datetime(1979, 1, 9, 7, 0),\n",
       " datetime.datetime(1979, 1, 9, 8, 0),\n",
       " datetime.datetime(1979, 1, 9, 9, 0),\n",
       " datetime.datetime(1979, 1, 9, 10, 0),\n",
       " datetime.datetime(1979, 1, 9, 11, 0),\n",
       " datetime.datetime(1979, 1, 9, 12, 0),\n",
       " datetime.datetime(1979, 1, 9, 13, 0),\n",
       " datetime.datetime(1979, 1, 9, 14, 0),\n",
       " datetime.datetime(1979, 1, 9, 15, 0),\n",
       " datetime.datetime(1979, 1, 9, 16, 0),\n",
       " datetime.datetime(1979, 1, 9, 17, 0),\n",
       " datetime.datetime(1979, 1, 9, 18, 0),\n",
       " datetime.datetime(1979, 1, 9, 19, 0),\n",
       " datetime.datetime(1979, 1, 9, 20, 0),\n",
       " datetime.datetime(1979, 1, 9, 21, 0),\n",
       " datetime.datetime(1979, 1, 9, 22, 0),\n",
       " datetime.datetime(1979, 1, 9, 23, 0),\n",
       " datetime.datetime(1979, 1, 10, 0, 0),\n",
       " datetime.datetime(1979, 1, 10, 1, 0),\n",
       " datetime.datetime(1979, 1, 10, 2, 0),\n",
       " datetime.datetime(1979, 1, 10, 3, 0),\n",
       " datetime.datetime(1979, 1, 10, 4, 0),\n",
       " datetime.datetime(1979, 1, 10, 5, 0),\n",
       " datetime.datetime(1979, 1, 10, 6, 0),\n",
       " datetime.datetime(1979, 1, 10, 7, 0),\n",
       " datetime.datetime(1979, 1, 10, 8, 0),\n",
       " datetime.datetime(1979, 1, 10, 9, 0),\n",
       " datetime.datetime(1979, 1, 10, 10, 0),\n",
       " datetime.datetime(1979, 1, 10, 11, 0),\n",
       " datetime.datetime(1979, 1, 10, 12, 0),\n",
       " datetime.datetime(1979, 1, 10, 13, 0),\n",
       " datetime.datetime(1979, 1, 10, 14, 0),\n",
       " datetime.datetime(1979, 1, 10, 15, 0),\n",
       " datetime.datetime(1979, 1, 10, 16, 0),\n",
       " datetime.datetime(1979, 1, 10, 17, 0),\n",
       " datetime.datetime(1979, 1, 10, 18, 0),\n",
       " datetime.datetime(1979, 1, 10, 19, 0),\n",
       " datetime.datetime(1979, 1, 10, 20, 0),\n",
       " datetime.datetime(1979, 1, 10, 21, 0),\n",
       " datetime.datetime(1979, 1, 10, 22, 0),\n",
       " datetime.datetime(1979, 1, 10, 23, 0),\n",
       " datetime.datetime(1979, 1, 11, 0, 0),\n",
       " datetime.datetime(1979, 1, 11, 1, 0),\n",
       " datetime.datetime(1979, 1, 11, 2, 0),\n",
       " datetime.datetime(1979, 1, 11, 3, 0),\n",
       " datetime.datetime(1979, 1, 11, 4, 0),\n",
       " datetime.datetime(1979, 1, 11, 5, 0),\n",
       " datetime.datetime(1979, 1, 11, 6, 0),\n",
       " datetime.datetime(1979, 1, 11, 7, 0),\n",
       " datetime.datetime(1979, 1, 11, 8, 0),\n",
       " datetime.datetime(1979, 1, 11, 9, 0),\n",
       " datetime.datetime(1979, 1, 11, 10, 0),\n",
       " datetime.datetime(1979, 1, 11, 11, 0),\n",
       " datetime.datetime(1979, 1, 11, 12, 0),\n",
       " datetime.datetime(1979, 1, 11, 13, 0),\n",
       " datetime.datetime(1979, 1, 11, 14, 0),\n",
       " datetime.datetime(1979, 1, 11, 15, 0),\n",
       " datetime.datetime(1979, 1, 11, 16, 0),\n",
       " datetime.datetime(1979, 1, 11, 17, 0),\n",
       " datetime.datetime(1979, 1, 11, 18, 0),\n",
       " datetime.datetime(1979, 1, 11, 19, 0),\n",
       " datetime.datetime(1979, 1, 11, 20, 0),\n",
       " datetime.datetime(1979, 1, 11, 21, 0),\n",
       " datetime.datetime(1979, 1, 11, 22, 0),\n",
       " datetime.datetime(1979, 1, 11, 23, 0),\n",
       " datetime.datetime(1979, 1, 12, 0, 0),\n",
       " datetime.datetime(1979, 1, 12, 1, 0),\n",
       " datetime.datetime(1979, 1, 12, 2, 0),\n",
       " datetime.datetime(1979, 1, 12, 3, 0),\n",
       " datetime.datetime(1979, 1, 12, 4, 0),\n",
       " datetime.datetime(1979, 1, 12, 5, 0),\n",
       " datetime.datetime(1979, 1, 12, 6, 0),\n",
       " datetime.datetime(1979, 1, 12, 7, 0),\n",
       " datetime.datetime(1979, 1, 12, 8, 0),\n",
       " datetime.datetime(1979, 1, 12, 9, 0),\n",
       " datetime.datetime(1979, 1, 12, 10, 0),\n",
       " datetime.datetime(1979, 1, 12, 11, 0),\n",
       " datetime.datetime(1979, 1, 12, 12, 0),\n",
       " datetime.datetime(1979, 1, 12, 13, 0),\n",
       " datetime.datetime(1979, 1, 12, 14, 0),\n",
       " datetime.datetime(1979, 1, 12, 15, 0),\n",
       " datetime.datetime(1979, 1, 12, 16, 0),\n",
       " datetime.datetime(1979, 1, 12, 17, 0),\n",
       " datetime.datetime(1979, 1, 12, 18, 0),\n",
       " datetime.datetime(1979, 1, 12, 19, 0),\n",
       " datetime.datetime(1979, 1, 12, 20, 0),\n",
       " datetime.datetime(1979, 1, 12, 21, 0),\n",
       " datetime.datetime(1979, 1, 12, 22, 0),\n",
       " datetime.datetime(1979, 1, 12, 23, 0),\n",
       " datetime.datetime(1979, 1, 13, 0, 0),\n",
       " datetime.datetime(1979, 1, 13, 1, 0),\n",
       " datetime.datetime(1979, 1, 13, 2, 0),\n",
       " datetime.datetime(1979, 1, 13, 3, 0),\n",
       " datetime.datetime(1979, 1, 13, 4, 0),\n",
       " datetime.datetime(1979, 1, 13, 5, 0),\n",
       " datetime.datetime(1979, 1, 13, 6, 0),\n",
       " datetime.datetime(1979, 1, 13, 7, 0),\n",
       " datetime.datetime(1979, 1, 13, 8, 0),\n",
       " datetime.datetime(1979, 1, 13, 9, 0),\n",
       " datetime.datetime(1979, 1, 13, 10, 0),\n",
       " datetime.datetime(1979, 1, 13, 11, 0),\n",
       " datetime.datetime(1979, 1, 13, 12, 0),\n",
       " datetime.datetime(1979, 1, 13, 13, 0),\n",
       " datetime.datetime(1979, 1, 13, 14, 0),\n",
       " datetime.datetime(1979, 1, 13, 15, 0),\n",
       " datetime.datetime(1979, 1, 13, 16, 0),\n",
       " datetime.datetime(1979, 1, 13, 17, 0),\n",
       " datetime.datetime(1979, 1, 13, 18, 0),\n",
       " datetime.datetime(1979, 1, 13, 19, 0),\n",
       " datetime.datetime(1979, 1, 13, 20, 0),\n",
       " datetime.datetime(1979, 1, 13, 21, 0),\n",
       " datetime.datetime(1979, 1, 13, 22, 0),\n",
       " datetime.datetime(1979, 1, 13, 23, 0),\n",
       " datetime.datetime(1979, 1, 14, 0, 0),\n",
       " datetime.datetime(1979, 1, 14, 1, 0),\n",
       " datetime.datetime(1979, 1, 14, 2, 0),\n",
       " datetime.datetime(1979, 1, 14, 3, 0),\n",
       " datetime.datetime(1979, 1, 14, 4, 0),\n",
       " datetime.datetime(1979, 1, 14, 5, 0),\n",
       " datetime.datetime(1979, 1, 14, 6, 0),\n",
       " datetime.datetime(1979, 1, 14, 7, 0),\n",
       " datetime.datetime(1979, 1, 14, 8, 0),\n",
       " datetime.datetime(1979, 1, 14, 9, 0),\n",
       " datetime.datetime(1979, 1, 14, 10, 0),\n",
       " datetime.datetime(1979, 1, 14, 11, 0),\n",
       " datetime.datetime(1979, 1, 14, 12, 0),\n",
       " datetime.datetime(1979, 1, 14, 13, 0),\n",
       " datetime.datetime(1979, 1, 14, 14, 0),\n",
       " datetime.datetime(1979, 1, 14, 15, 0),\n",
       " datetime.datetime(1979, 1, 14, 16, 0),\n",
       " datetime.datetime(1979, 1, 14, 17, 0),\n",
       " datetime.datetime(1979, 1, 14, 18, 0),\n",
       " datetime.datetime(1979, 1, 14, 19, 0),\n",
       " datetime.datetime(1979, 1, 14, 20, 0),\n",
       " datetime.datetime(1979, 1, 14, 21, 0),\n",
       " datetime.datetime(1979, 1, 14, 22, 0),\n",
       " datetime.datetime(1979, 1, 14, 23, 0),\n",
       " datetime.datetime(1979, 1, 15, 0, 0),\n",
       " datetime.datetime(1979, 1, 15, 1, 0),\n",
       " datetime.datetime(1979, 1, 15, 2, 0),\n",
       " datetime.datetime(1979, 1, 15, 3, 0),\n",
       " datetime.datetime(1979, 1, 15, 4, 0),\n",
       " datetime.datetime(1979, 1, 15, 5, 0),\n",
       " datetime.datetime(1979, 1, 15, 6, 0),\n",
       " datetime.datetime(1979, 1, 15, 7, 0),\n",
       " datetime.datetime(1979, 1, 15, 8, 0),\n",
       " datetime.datetime(1979, 1, 15, 9, 0),\n",
       " datetime.datetime(1979, 1, 15, 10, 0),\n",
       " datetime.datetime(1979, 1, 15, 11, 0),\n",
       " datetime.datetime(1979, 1, 15, 12, 0),\n",
       " datetime.datetime(1979, 1, 15, 13, 0),\n",
       " datetime.datetime(1979, 1, 15, 14, 0),\n",
       " datetime.datetime(1979, 1, 15, 15, 0),\n",
       " datetime.datetime(1979, 1, 15, 16, 0),\n",
       " datetime.datetime(1979, 1, 15, 17, 0),\n",
       " datetime.datetime(1979, 1, 15, 18, 0),\n",
       " datetime.datetime(1979, 1, 15, 19, 0),\n",
       " datetime.datetime(1979, 1, 15, 20, 0),\n",
       " datetime.datetime(1979, 1, 15, 21, 0),\n",
       " datetime.datetime(1979, 1, 15, 22, 0),\n",
       " datetime.datetime(1979, 1, 15, 23, 0),\n",
       " datetime.datetime(1979, 1, 16, 0, 0),\n",
       " datetime.datetime(1979, 1, 16, 1, 0),\n",
       " datetime.datetime(1979, 1, 16, 2, 0),\n",
       " datetime.datetime(1979, 1, 16, 3, 0),\n",
       " datetime.datetime(1979, 1, 16, 4, 0),\n",
       " datetime.datetime(1979, 1, 16, 5, 0),\n",
       " datetime.datetime(1979, 1, 16, 6, 0),\n",
       " datetime.datetime(1979, 1, 16, 7, 0),\n",
       " datetime.datetime(1979, 1, 16, 8, 0),\n",
       " datetime.datetime(1979, 1, 16, 9, 0),\n",
       " datetime.datetime(1979, 1, 16, 10, 0),\n",
       " datetime.datetime(1979, 1, 16, 11, 0),\n",
       " datetime.datetime(1979, 1, 16, 12, 0),\n",
       " datetime.datetime(1979, 1, 16, 13, 0),\n",
       " datetime.datetime(1979, 1, 16, 14, 0),\n",
       " datetime.datetime(1979, 1, 16, 15, 0),\n",
       " datetime.datetime(1979, 1, 16, 16, 0),\n",
       " datetime.datetime(1979, 1, 16, 17, 0),\n",
       " datetime.datetime(1979, 1, 16, 18, 0),\n",
       " datetime.datetime(1979, 1, 16, 19, 0),\n",
       " datetime.datetime(1979, 1, 16, 20, 0),\n",
       " datetime.datetime(1979, 1, 16, 21, 0),\n",
       " datetime.datetime(1979, 1, 16, 22, 0),\n",
       " datetime.datetime(1979, 1, 16, 23, 0),\n",
       " datetime.datetime(1979, 1, 17, 0, 0),\n",
       " datetime.datetime(1979, 1, 17, 1, 0),\n",
       " datetime.datetime(1979, 1, 17, 2, 0),\n",
       " datetime.datetime(1979, 1, 17, 3, 0),\n",
       " datetime.datetime(1979, 1, 17, 4, 0),\n",
       " datetime.datetime(1979, 1, 17, 5, 0),\n",
       " datetime.datetime(1979, 1, 17, 6, 0),\n",
       " datetime.datetime(1979, 1, 17, 7, 0),\n",
       " datetime.datetime(1979, 1, 17, 8, 0),\n",
       " datetime.datetime(1979, 1, 17, 9, 0),\n",
       " datetime.datetime(1979, 1, 17, 10, 0),\n",
       " datetime.datetime(1979, 1, 17, 11, 0),\n",
       " datetime.datetime(1979, 1, 17, 12, 0),\n",
       " datetime.datetime(1979, 1, 17, 13, 0),\n",
       " datetime.datetime(1979, 1, 17, 14, 0),\n",
       " datetime.datetime(1979, 1, 17, 15, 0),\n",
       " datetime.datetime(1979, 1, 17, 16, 0),\n",
       " datetime.datetime(1979, 1, 17, 17, 0),\n",
       " datetime.datetime(1979, 1, 17, 18, 0),\n",
       " datetime.datetime(1979, 1, 17, 19, 0),\n",
       " datetime.datetime(1979, 1, 17, 20, 0),\n",
       " datetime.datetime(1979, 1, 17, 21, 0),\n",
       " datetime.datetime(1979, 1, 17, 22, 0),\n",
       " datetime.datetime(1979, 1, 17, 23, 0),\n",
       " datetime.datetime(1979, 1, 18, 0, 0),\n",
       " datetime.datetime(1979, 1, 18, 1, 0),\n",
       " datetime.datetime(1979, 1, 18, 2, 0),\n",
       " datetime.datetime(1979, 1, 18, 3, 0),\n",
       " datetime.datetime(1979, 1, 18, 4, 0),\n",
       " datetime.datetime(1979, 1, 18, 5, 0),\n",
       " datetime.datetime(1979, 1, 18, 6, 0),\n",
       " datetime.datetime(1979, 1, 18, 7, 0),\n",
       " datetime.datetime(1979, 1, 18, 8, 0),\n",
       " datetime.datetime(1979, 1, 18, 9, 0),\n",
       " datetime.datetime(1979, 1, 18, 10, 0),\n",
       " datetime.datetime(1979, 1, 18, 11, 0),\n",
       " datetime.datetime(1979, 1, 18, 12, 0),\n",
       " datetime.datetime(1979, 1, 18, 13, 0),\n",
       " datetime.datetime(1979, 1, 18, 14, 0),\n",
       " datetime.datetime(1979, 1, 18, 15, 0),\n",
       " datetime.datetime(1979, 1, 18, 16, 0),\n",
       " datetime.datetime(1979, 1, 18, 17, 0),\n",
       " datetime.datetime(1979, 1, 18, 18, 0),\n",
       " datetime.datetime(1979, 1, 18, 19, 0),\n",
       " datetime.datetime(1979, 1, 18, 20, 0),\n",
       " datetime.datetime(1979, 1, 18, 21, 0),\n",
       " datetime.datetime(1979, 1, 18, 22, 0),\n",
       " datetime.datetime(1979, 1, 18, 23, 0),\n",
       " datetime.datetime(1979, 1, 19, 0, 0),\n",
       " datetime.datetime(1979, 1, 19, 1, 0),\n",
       " datetime.datetime(1979, 1, 19, 2, 0),\n",
       " datetime.datetime(1979, 1, 19, 3, 0),\n",
       " datetime.datetime(1979, 1, 19, 4, 0),\n",
       " datetime.datetime(1979, 1, 19, 5, 0),\n",
       " datetime.datetime(1979, 1, 19, 6, 0),\n",
       " datetime.datetime(1979, 1, 19, 7, 0),\n",
       " datetime.datetime(1979, 1, 19, 8, 0),\n",
       " datetime.datetime(1979, 1, 19, 9, 0),\n",
       " datetime.datetime(1979, 1, 19, 10, 0),\n",
       " datetime.datetime(1979, 1, 19, 11, 0),\n",
       " datetime.datetime(1979, 1, 19, 12, 0),\n",
       " datetime.datetime(1979, 1, 19, 13, 0),\n",
       " datetime.datetime(1979, 1, 19, 14, 0),\n",
       " datetime.datetime(1979, 1, 19, 15, 0),\n",
       " datetime.datetime(1979, 1, 19, 16, 0),\n",
       " datetime.datetime(1979, 1, 19, 17, 0),\n",
       " datetime.datetime(1979, 1, 19, 18, 0),\n",
       " datetime.datetime(1979, 1, 19, 19, 0),\n",
       " datetime.datetime(1979, 1, 19, 20, 0),\n",
       " datetime.datetime(1979, 1, 19, 21, 0),\n",
       " datetime.datetime(1979, 1, 19, 22, 0),\n",
       " datetime.datetime(1979, 1, 19, 23, 0),\n",
       " datetime.datetime(1979, 1, 20, 0, 0),\n",
       " datetime.datetime(1979, 1, 20, 1, 0),\n",
       " datetime.datetime(1979, 1, 20, 2, 0),\n",
       " datetime.datetime(1979, 1, 20, 3, 0),\n",
       " datetime.datetime(1979, 1, 20, 4, 0),\n",
       " datetime.datetime(1979, 1, 20, 5, 0),\n",
       " datetime.datetime(1979, 1, 20, 6, 0),\n",
       " datetime.datetime(1979, 1, 20, 7, 0),\n",
       " datetime.datetime(1979, 1, 20, 8, 0),\n",
       " datetime.datetime(1979, 1, 20, 9, 0),\n",
       " datetime.datetime(1979, 1, 20, 10, 0),\n",
       " datetime.datetime(1979, 1, 20, 11, 0),\n",
       " datetime.datetime(1979, 1, 20, 12, 0),\n",
       " datetime.datetime(1979, 1, 20, 13, 0),\n",
       " datetime.datetime(1979, 1, 20, 14, 0),\n",
       " datetime.datetime(1979, 1, 20, 15, 0),\n",
       " datetime.datetime(1979, 1, 20, 16, 0),\n",
       " datetime.datetime(1979, 1, 20, 17, 0),\n",
       " datetime.datetime(1979, 1, 20, 18, 0),\n",
       " datetime.datetime(1979, 1, 20, 19, 0),\n",
       " datetime.datetime(1979, 1, 20, 20, 0),\n",
       " datetime.datetime(1979, 1, 20, 21, 0),\n",
       " datetime.datetime(1979, 1, 20, 22, 0),\n",
       " datetime.datetime(1979, 1, 20, 23, 0),\n",
       " datetime.datetime(1979, 1, 21, 0, 0),\n",
       " datetime.datetime(1979, 1, 21, 1, 0),\n",
       " datetime.datetime(1979, 1, 21, 2, 0),\n",
       " datetime.datetime(1979, 1, 21, 3, 0),\n",
       " datetime.datetime(1979, 1, 21, 4, 0),\n",
       " datetime.datetime(1979, 1, 21, 5, 0),\n",
       " datetime.datetime(1979, 1, 21, 6, 0),\n",
       " datetime.datetime(1979, 1, 21, 7, 0),\n",
       " datetime.datetime(1979, 1, 21, 8, 0),\n",
       " datetime.datetime(1979, 1, 21, 9, 0),\n",
       " datetime.datetime(1979, 1, 21, 10, 0),\n",
       " datetime.datetime(1979, 1, 21, 11, 0),\n",
       " datetime.datetime(1979, 1, 21, 12, 0),\n",
       " datetime.datetime(1979, 1, 21, 13, 0),\n",
       " datetime.datetime(1979, 1, 21, 14, 0),\n",
       " datetime.datetime(1979, 1, 21, 15, 0),\n",
       " datetime.datetime(1979, 1, 21, 16, 0),\n",
       " datetime.datetime(1979, 1, 21, 17, 0),\n",
       " datetime.datetime(1979, 1, 21, 18, 0),\n",
       " datetime.datetime(1979, 1, 21, 19, 0),\n",
       " datetime.datetime(1979, 1, 21, 20, 0),\n",
       " datetime.datetime(1979, 1, 21, 21, 0),\n",
       " datetime.datetime(1979, 1, 21, 22, 0),\n",
       " datetime.datetime(1979, 1, 21, 23, 0),\n",
       " datetime.datetime(1979, 1, 22, 0, 0),\n",
       " datetime.datetime(1979, 1, 22, 1, 0),\n",
       " datetime.datetime(1979, 1, 22, 2, 0),\n",
       " datetime.datetime(1979, 1, 22, 3, 0),\n",
       " datetime.datetime(1979, 1, 22, 4, 0),\n",
       " datetime.datetime(1979, 1, 22, 5, 0),\n",
       " datetime.datetime(1979, 1, 22, 6, 0),\n",
       " datetime.datetime(1979, 1, 22, 7, 0),\n",
       " datetime.datetime(1979, 1, 22, 8, 0),\n",
       " datetime.datetime(1979, 1, 22, 9, 0),\n",
       " datetime.datetime(1979, 1, 22, 10, 0),\n",
       " datetime.datetime(1979, 1, 22, 11, 0),\n",
       " datetime.datetime(1979, 1, 22, 12, 0),\n",
       " datetime.datetime(1979, 1, 22, 13, 0),\n",
       " datetime.datetime(1979, 1, 22, 14, 0),\n",
       " datetime.datetime(1979, 1, 22, 15, 0),\n",
       " datetime.datetime(1979, 1, 22, 16, 0),\n",
       " datetime.datetime(1979, 1, 22, 17, 0),\n",
       " datetime.datetime(1979, 1, 22, 18, 0),\n",
       " datetime.datetime(1979, 1, 22, 19, 0),\n",
       " datetime.datetime(1979, 1, 22, 20, 0),\n",
       " datetime.datetime(1979, 1, 22, 21, 0),\n",
       " datetime.datetime(1979, 1, 22, 22, 0),\n",
       " datetime.datetime(1979, 1, 22, 23, 0),\n",
       " datetime.datetime(1979, 1, 23, 0, 0),\n",
       " datetime.datetime(1979, 1, 23, 1, 0),\n",
       " datetime.datetime(1979, 1, 23, 2, 0),\n",
       " datetime.datetime(1979, 1, 23, 3, 0),\n",
       " datetime.datetime(1979, 1, 23, 4, 0),\n",
       " datetime.datetime(1979, 1, 23, 5, 0),\n",
       " datetime.datetime(1979, 1, 23, 6, 0),\n",
       " datetime.datetime(1979, 1, 23, 7, 0),\n",
       " datetime.datetime(1979, 1, 23, 8, 0),\n",
       " datetime.datetime(1979, 1, 23, 9, 0),\n",
       " datetime.datetime(1979, 1, 23, 10, 0),\n",
       " datetime.datetime(1979, 1, 23, 11, 0),\n",
       " datetime.datetime(1979, 1, 23, 12, 0),\n",
       " datetime.datetime(1979, 1, 23, 13, 0),\n",
       " datetime.datetime(1979, 1, 23, 14, 0),\n",
       " datetime.datetime(1979, 1, 23, 15, 0),\n",
       " datetime.datetime(1979, 1, 23, 16, 0),\n",
       " datetime.datetime(1979, 1, 23, 17, 0),\n",
       " datetime.datetime(1979, 1, 23, 18, 0),\n",
       " datetime.datetime(1979, 1, 23, 19, 0),\n",
       " datetime.datetime(1979, 1, 23, 20, 0),\n",
       " datetime.datetime(1979, 1, 23, 21, 0),\n",
       " datetime.datetime(1979, 1, 23, 22, 0),\n",
       " datetime.datetime(1979, 1, 23, 23, 0),\n",
       " datetime.datetime(1979, 1, 24, 0, 0),\n",
       " datetime.datetime(1979, 1, 24, 1, 0),\n",
       " datetime.datetime(1979, 1, 24, 2, 0),\n",
       " datetime.datetime(1979, 1, 24, 3, 0),\n",
       " datetime.datetime(1979, 1, 24, 4, 0),\n",
       " datetime.datetime(1979, 1, 24, 5, 0),\n",
       " datetime.datetime(1979, 1, 24, 6, 0),\n",
       " datetime.datetime(1979, 1, 24, 7, 0),\n",
       " datetime.datetime(1979, 1, 24, 8, 0),\n",
       " datetime.datetime(1979, 1, 24, 9, 0),\n",
       " datetime.datetime(1979, 1, 24, 10, 0),\n",
       " datetime.datetime(1979, 1, 24, 11, 0),\n",
       " datetime.datetime(1979, 1, 24, 12, 0),\n",
       " datetime.datetime(1979, 1, 24, 13, 0),\n",
       " datetime.datetime(1979, 1, 24, 14, 0),\n",
       " datetime.datetime(1979, 1, 24, 15, 0),\n",
       " datetime.datetime(1979, 1, 24, 16, 0),\n",
       " datetime.datetime(1979, 1, 24, 17, 0),\n",
       " datetime.datetime(1979, 1, 24, 18, 0),\n",
       " datetime.datetime(1979, 1, 24, 19, 0),\n",
       " datetime.datetime(1979, 1, 24, 20, 0),\n",
       " datetime.datetime(1979, 1, 24, 21, 0),\n",
       " datetime.datetime(1979, 1, 24, 22, 0),\n",
       " datetime.datetime(1979, 1, 24, 23, 0),\n",
       " datetime.datetime(1979, 1, 25, 0, 0),\n",
       " datetime.datetime(1979, 1, 25, 1, 0),\n",
       " datetime.datetime(1979, 1, 25, 2, 0),\n",
       " datetime.datetime(1979, 1, 25, 3, 0),\n",
       " datetime.datetime(1979, 1, 25, 4, 0),\n",
       " datetime.datetime(1979, 1, 25, 5, 0),\n",
       " datetime.datetime(1979, 1, 25, 6, 0),\n",
       " datetime.datetime(1979, 1, 25, 7, 0),\n",
       " datetime.datetime(1979, 1, 25, 8, 0),\n",
       " datetime.datetime(1979, 1, 25, 9, 0),\n",
       " datetime.datetime(1979, 1, 25, 10, 0),\n",
       " datetime.datetime(1979, 1, 25, 11, 0),\n",
       " datetime.datetime(1979, 1, 25, 12, 0),\n",
       " datetime.datetime(1979, 1, 25, 13, 0),\n",
       " datetime.datetime(1979, 1, 25, 14, 0),\n",
       " datetime.datetime(1979, 1, 25, 15, 0),\n",
       " datetime.datetime(1979, 1, 25, 16, 0),\n",
       " datetime.datetime(1979, 1, 25, 17, 0),\n",
       " datetime.datetime(1979, 1, 25, 18, 0),\n",
       " datetime.datetime(1979, 1, 25, 19, 0),\n",
       " datetime.datetime(1979, 1, 25, 20, 0),\n",
       " datetime.datetime(1979, 1, 25, 21, 0),\n",
       " datetime.datetime(1979, 1, 25, 22, 0),\n",
       " datetime.datetime(1979, 1, 25, 23, 0),\n",
       " datetime.datetime(1979, 1, 26, 0, 0),\n",
       " datetime.datetime(1979, 1, 26, 1, 0),\n",
       " datetime.datetime(1979, 1, 26, 2, 0),\n",
       " datetime.datetime(1979, 1, 26, 3, 0),\n",
       " datetime.datetime(1979, 1, 26, 4, 0),\n",
       " datetime.datetime(1979, 1, 26, 5, 0),\n",
       " datetime.datetime(1979, 1, 26, 6, 0),\n",
       " datetime.datetime(1979, 1, 26, 7, 0),\n",
       " datetime.datetime(1979, 1, 26, 8, 0),\n",
       " datetime.datetime(1979, 1, 26, 9, 0),\n",
       " datetime.datetime(1979, 1, 26, 10, 0),\n",
       " datetime.datetime(1979, 1, 26, 11, 0),\n",
       " datetime.datetime(1979, 1, 26, 12, 0),\n",
       " datetime.datetime(1979, 1, 26, 13, 0),\n",
       " datetime.datetime(1979, 1, 26, 14, 0),\n",
       " datetime.datetime(1979, 1, 26, 15, 0),\n",
       " datetime.datetime(1979, 1, 26, 16, 0),\n",
       " datetime.datetime(1979, 1, 26, 17, 0),\n",
       " datetime.datetime(1979, 1, 26, 18, 0),\n",
       " datetime.datetime(1979, 1, 26, 19, 0),\n",
       " datetime.datetime(1979, 1, 26, 20, 0),\n",
       " datetime.datetime(1979, 1, 26, 21, 0),\n",
       " datetime.datetime(1979, 1, 26, 22, 0),\n",
       " datetime.datetime(1979, 1, 26, 23, 0),\n",
       " datetime.datetime(1979, 1, 27, 0, 0),\n",
       " datetime.datetime(1979, 1, 27, 1, 0),\n",
       " datetime.datetime(1979, 1, 27, 2, 0),\n",
       " datetime.datetime(1979, 1, 27, 3, 0),\n",
       " datetime.datetime(1979, 1, 27, 4, 0),\n",
       " datetime.datetime(1979, 1, 27, 5, 0),\n",
       " datetime.datetime(1979, 1, 27, 6, 0),\n",
       " datetime.datetime(1979, 1, 27, 7, 0),\n",
       " datetime.datetime(1979, 1, 27, 8, 0),\n",
       " datetime.datetime(1979, 1, 27, 9, 0),\n",
       " datetime.datetime(1979, 1, 27, 10, 0),\n",
       " datetime.datetime(1979, 1, 27, 11, 0),\n",
       " datetime.datetime(1979, 1, 27, 12, 0),\n",
       " datetime.datetime(1979, 1, 27, 13, 0),\n",
       " datetime.datetime(1979, 1, 27, 14, 0),\n",
       " datetime.datetime(1979, 1, 27, 15, 0),\n",
       " datetime.datetime(1979, 1, 27, 16, 0),\n",
       " datetime.datetime(1979, 1, 27, 17, 0),\n",
       " datetime.datetime(1979, 1, 27, 18, 0),\n",
       " datetime.datetime(1979, 1, 27, 19, 0),\n",
       " datetime.datetime(1979, 1, 27, 20, 0),\n",
       " datetime.datetime(1979, 1, 27, 21, 0),\n",
       " datetime.datetime(1979, 1, 27, 22, 0),\n",
       " datetime.datetime(1979, 1, 27, 23, 0),\n",
       " datetime.datetime(1979, 1, 28, 0, 0),\n",
       " datetime.datetime(1979, 1, 28, 1, 0),\n",
       " datetime.datetime(1979, 1, 28, 2, 0),\n",
       " datetime.datetime(1979, 1, 28, 3, 0),\n",
       " datetime.datetime(1979, 1, 28, 4, 0),\n",
       " datetime.datetime(1979, 1, 28, 5, 0),\n",
       " datetime.datetime(1979, 1, 28, 6, 0),\n",
       " datetime.datetime(1979, 1, 28, 7, 0),\n",
       " datetime.datetime(1979, 1, 28, 8, 0),\n",
       " datetime.datetime(1979, 1, 28, 9, 0),\n",
       " datetime.datetime(1979, 1, 28, 10, 0),\n",
       " datetime.datetime(1979, 1, 28, 11, 0),\n",
       " datetime.datetime(1979, 1, 28, 12, 0),\n",
       " datetime.datetime(1979, 1, 28, 13, 0),\n",
       " datetime.datetime(1979, 1, 28, 14, 0),\n",
       " datetime.datetime(1979, 1, 28, 15, 0),\n",
       " datetime.datetime(1979, 1, 28, 16, 0),\n",
       " datetime.datetime(1979, 1, 28, 17, 0),\n",
       " datetime.datetime(1979, 1, 28, 18, 0),\n",
       " datetime.datetime(1979, 1, 28, 19, 0),\n",
       " datetime.datetime(1979, 1, 28, 20, 0),\n",
       " datetime.datetime(1979, 1, 28, 21, 0),\n",
       " datetime.datetime(1979, 1, 28, 22, 0),\n",
       " datetime.datetime(1979, 1, 28, 23, 0),\n",
       " datetime.datetime(1979, 1, 29, 0, 0),\n",
       " datetime.datetime(1979, 1, 29, 1, 0),\n",
       " datetime.datetime(1979, 1, 29, 2, 0),\n",
       " datetime.datetime(1979, 1, 29, 3, 0),\n",
       " datetime.datetime(1979, 1, 29, 4, 0),\n",
       " datetime.datetime(1979, 1, 29, 5, 0),\n",
       " datetime.datetime(1979, 1, 29, 6, 0),\n",
       " datetime.datetime(1979, 1, 29, 7, 0),\n",
       " datetime.datetime(1979, 1, 29, 8, 0),\n",
       " datetime.datetime(1979, 1, 29, 9, 0),\n",
       " datetime.datetime(1979, 1, 29, 10, 0),\n",
       " datetime.datetime(1979, 1, 29, 11, 0),\n",
       " datetime.datetime(1979, 1, 29, 12, 0),\n",
       " datetime.datetime(1979, 1, 29, 13, 0),\n",
       " datetime.datetime(1979, 1, 29, 14, 0),\n",
       " datetime.datetime(1979, 1, 29, 15, 0),\n",
       " datetime.datetime(1979, 1, 29, 16, 0),\n",
       " datetime.datetime(1979, 1, 29, 17, 0),\n",
       " datetime.datetime(1979, 1, 29, 18, 0),\n",
       " datetime.datetime(1979, 1, 29, 19, 0),\n",
       " datetime.datetime(1979, 1, 29, 20, 0),\n",
       " datetime.datetime(1979, 1, 29, 21, 0),\n",
       " datetime.datetime(1979, 1, 29, 22, 0),\n",
       " datetime.datetime(1979, 1, 29, 23, 0),\n",
       " datetime.datetime(1979, 1, 30, 0, 0),\n",
       " datetime.datetime(1979, 1, 30, 1, 0),\n",
       " datetime.datetime(1979, 1, 30, 2, 0),\n",
       " datetime.datetime(1979, 1, 30, 3, 0),\n",
       " datetime.datetime(1979, 1, 30, 4, 0),\n",
       " datetime.datetime(1979, 1, 30, 5, 0),\n",
       " datetime.datetime(1979, 1, 30, 6, 0),\n",
       " datetime.datetime(1979, 1, 30, 7, 0),\n",
       " datetime.datetime(1979, 1, 30, 8, 0),\n",
       " datetime.datetime(1979, 1, 30, 9, 0),\n",
       " datetime.datetime(1979, 1, 30, 10, 0),\n",
       " datetime.datetime(1979, 1, 30, 11, 0),\n",
       " datetime.datetime(1979, 1, 30, 12, 0),\n",
       " datetime.datetime(1979, 1, 30, 13, 0),\n",
       " datetime.datetime(1979, 1, 30, 14, 0),\n",
       " datetime.datetime(1979, 1, 30, 15, 0),\n",
       " datetime.datetime(1979, 1, 30, 16, 0),\n",
       " datetime.datetime(1979, 1, 30, 17, 0),\n",
       " datetime.datetime(1979, 1, 30, 18, 0),\n",
       " datetime.datetime(1979, 1, 30, 19, 0),\n",
       " datetime.datetime(1979, 1, 30, 20, 0),\n",
       " datetime.datetime(1979, 1, 30, 21, 0),\n",
       " datetime.datetime(1979, 1, 30, 22, 0),\n",
       " datetime.datetime(1979, 1, 30, 23, 0),\n",
       " datetime.datetime(1979, 1, 31, 0, 0),\n",
       " datetime.datetime(1979, 1, 31, 1, 0),\n",
       " datetime.datetime(1979, 1, 31, 2, 0),\n",
       " datetime.datetime(1979, 1, 31, 3, 0),\n",
       " datetime.datetime(1979, 1, 31, 4, 0),\n",
       " datetime.datetime(1979, 1, 31, 5, 0),\n",
       " datetime.datetime(1979, 1, 31, 6, 0),\n",
       " datetime.datetime(1979, 1, 31, 7, 0),\n",
       " datetime.datetime(1979, 1, 31, 8, 0),\n",
       " datetime.datetime(1979, 1, 31, 9, 0),\n",
       " datetime.datetime(1979, 1, 31, 10, 0),\n",
       " datetime.datetime(1979, 1, 31, 11, 0),\n",
       " datetime.datetime(1979, 1, 31, 12, 0),\n",
       " datetime.datetime(1979, 1, 31, 13, 0),\n",
       " datetime.datetime(1979, 1, 31, 14, 0),\n",
       " datetime.datetime(1979, 1, 31, 15, 0),\n",
       " datetime.datetime(1979, 1, 31, 16, 0),\n",
       " datetime.datetime(1979, 1, 31, 17, 0),\n",
       " datetime.datetime(1979, 1, 31, 18, 0),\n",
       " datetime.datetime(1979, 1, 31, 19, 0),\n",
       " datetime.datetime(1979, 1, 31, 20, 0),\n",
       " datetime.datetime(1979, 1, 31, 21, 0),\n",
       " datetime.datetime(1979, 1, 31, 22, 0),\n",
       " datetime.datetime(1979, 1, 31, 23, 0)]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dates_and_hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "8ddd4572-a516-4908-9797-af99262e8472",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index for 1979-01-01 12:00:00: 12\n"
     ]
    }
   ],
   "source": [
    "# Assuming you have a specific datetime value you want to find\n",
    "target_datetime = datetime(1979, 1, 1, 12, 0)  # Replace with your target datetime\n",
    "\n",
    "# Find the index for the target datetime in dates_and_hours\n",
    "target_index = next((i for i, dt in enumerate(dates_and_hours) if dt == target_datetime), None)\n",
    "\n",
    "if target_index is not None:\n",
    "    print(f\"Index for {target_datetime}: {target_index}\")\n",
    "else:\n",
    "    print(f\"{target_datetime} not found in dates_and_hours\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "550fbf89-4e25-4af6-b09f-1759235dad0c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "value_at_coordinates = nc_file.variables['Tair'][12, 276, 392]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "3b87ca1c-fb9e-48cd-953b-2e1a1e16dc3a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "masked_array(data=268.60394,\n",
       "             mask=False,\n",
       "       fill_value=1e+20,\n",
       "            dtype=float32)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "value_at_coordinates "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "1a5c100a-8d55-4182-b55d-9b99d81408d9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "268.60394287109375"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "float(value_at_coordinates.data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c56fc6b8-ccf3-4e32-a81c-6190b02c51d6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "fairicube-edc-2022.10-14",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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