From 745dced8a4dd3a712dfd38b6e34cbd2d9b8ef80b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Lu=C3=A3=20Bida=20Vacaro?= <luabidaa@gmail.com>
Date: Wed, 19 Oct 2022 16:00:23 -0300
Subject: [PATCH] Add copernicus task to celery beat

---
 .../celery_app/tasks.py                       |   23 +-
 .../reanalysis_usage.ipynb                    | 1007 -----------------
 2 files changed, 15 insertions(+), 1015 deletions(-)

diff --git a/satellite_weather_downloader/celery_app/tasks.py b/satellite_weather_downloader/celery_app/tasks.py
index af280db..d594e18 100644
--- a/satellite_weather_downloader/celery_app/tasks.py
+++ b/satellite_weather_downloader/celery_app/tasks.py
@@ -1,18 +1,18 @@
-import logging
-import os
-from datetime import datetime, timedelta
-from turtle import update
 import pandas as pd
 import subprocess
+import logging
+import os
 
+from sqlalchemy import create_engine
+from celery.schedules import crontab
+from datetime import datetime, timedelta
 from dotenv import find_dotenv, load_dotenv
 from satellite_weather_downloader.celery_app.celeryapp import app
+from satellite_weather_downloader.utils.extract_latlons import municipios
 from satellite_weather_downloader.extract_reanalysis import (
     download_netcdf,
     netcdf_to_dataframe,
 )
-from satellite_weather_downloader.utils.extract_latlons import municipios
-from sqlalchemy import create_engine
 
 load_dotenv(find_dotenv())
 
@@ -66,7 +66,7 @@ def reanalysis_delete_netcdf(file: str):
     logging.info(f'{file.split("/")[-1]} removed.')
 
 
-@app.task
+@app.task(name='fetch_copernicus_weather')
 def reanalysis_fetch_data_daily():
 
     today = datetime.now()
@@ -103,4 +103,11 @@ def reanalysis_fetch_data_daily():
     reanalysis_delete_netcdf(data)
 
 
-reanalysis_fetch_data_daily()
+app.conf.beat_schedule = {
+    # Executes every 0:01 a.m.
+    'fetch-copernicus-weather-daily': {
+        'task': 'fetch_copernicus_weather',
+        'schedule': crontab(minute="1", hour="0"),
+    },
+}
+
diff --git a/satellite_weather_downloader/reanalysis_usage.ipynb b/satellite_weather_downloader/reanalysis_usage.ipynb
index c29ba82..9b341b6 100644
--- a/satellite_weather_downloader/reanalysis_usage.ipynb
+++ b/satellite_weather_downloader/reanalysis_usage.ipynb
@@ -915,1013 +915,6 @@
     "\n",
     "netcdf_to_dataframe(dados_setembro, 3304557)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b11c68eb-1d78-4a71-8e53-5572955d33dc",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "netcdf_to_dataframe(BR_09_29, 3304557)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "ec96aea2-0475-40f4-83ea-03d8796d359d",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-10-06T11:35:39.544275Z",
-     "iopub.status.busy": "2022-10-06T11:35:39.543578Z",
-     "iopub.status.idle": "2022-10-06T11:35:39.918047Z",
-     "shell.execute_reply": "2022-10-06T11:35:39.917498Z",
-     "shell.execute_reply.started": "2022-10-06T11:35:39.544249Z"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
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-       "      <th>2022-09-02</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>14.819794</td>\n",
-       "      <td>20.856850</td>\n",
-       "      <td>29.028870</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
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-       "      <td>1019.984436</td>\n",
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-       "      <th>2022-09-03</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>15.996597</td>\n",
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-       "      <td>0.015141</td>\n",
-       "      <td>1016.173645</td>\n",
-       "      <td>1017.165344</td>\n",
-       "      <td>1018.591309</td>\n",
-       "      <td>46.802429</td>\n",
-       "      <td>72.510155</td>\n",
-       "      <td>84.202148</td>\n",
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-       "      <th>2022-09-04</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>17.192703</td>\n",
-       "      <td>18.785564</td>\n",
-       "      <td>20.721207</td>\n",
-       "      <td>0.047679</td>\n",
-       "      <td>0.280212</td>\n",
-       "      <td>0.697366</td>\n",
-       "      <td>1020.501953</td>\n",
-       "      <td>1023.441650</td>\n",
-       "      <td>1025.911377</td>\n",
-       "      <td>73.655609</td>\n",
-       "      <td>82.952972</td>\n",
-       "      <td>88.324532</td>\n",
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-       "      <th>2022-09-05</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>17.010643</td>\n",
-       "      <td>18.836924</td>\n",
-       "      <td>21.863403</td>\n",
-       "      <td>0.000469</td>\n",
-       "      <td>0.010311</td>\n",
-       "      <td>0.022181</td>\n",
-       "      <td>1024.211914</td>\n",
-       "      <td>1025.848999</td>\n",
-       "      <td>1027.486206</td>\n",
-       "      <td>61.256897</td>\n",
-       "      <td>76.039719</td>\n",
-       "      <td>85.157341</td>\n",
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-       "      <th>2022-09-06</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>18.363312</td>\n",
-       "      <td>20.415825</td>\n",
-       "      <td>23.819839</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.002893</td>\n",
-       "      <td>0.012169</td>\n",
-       "      <td>1024.383789</td>\n",
-       "      <td>1026.630737</td>\n",
-       "      <td>1028.510010</td>\n",
-       "      <td>49.177200</td>\n",
-       "      <td>67.958107</td>\n",
-       "      <td>78.894508</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-07</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>16.214142</td>\n",
-       "      <td>20.121052</td>\n",
-       "      <td>25.367950</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1018.582581</td>\n",
-       "      <td>1022.705933</td>\n",
-       "      <td>1025.358765</td>\n",
-       "      <td>48.671455</td>\n",
-       "      <td>68.939568</td>\n",
-       "      <td>84.687210</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-08</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>17.384560</td>\n",
-       "      <td>22.722889</td>\n",
-       "      <td>30.497002</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1012.381897</td>\n",
-       "      <td>1015.911743</td>\n",
-       "      <td>1019.577454</td>\n",
-       "      <td>42.104095</td>\n",
-       "      <td>66.718674</td>\n",
-       "      <td>84.351418</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-09</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>19.326942</td>\n",
-       "      <td>25.367989</td>\n",
-       "      <td>34.232864</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1012.295715</td>\n",
-       "      <td>1014.136719</td>\n",
-       "      <td>1016.723206</td>\n",
-       "      <td>29.033356</td>\n",
-       "      <td>62.281677</td>\n",
-       "      <td>83.088249</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-10</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>19.588982</td>\n",
-       "      <td>25.186079</td>\n",
-       "      <td>34.978355</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.003159</td>\n",
-       "      <td>0.023846</td>\n",
-       "      <td>1012.378784</td>\n",
-       "      <td>1013.480347</td>\n",
-       "      <td>1016.225708</td>\n",
-       "      <td>29.199791</td>\n",
-       "      <td>64.219101</td>\n",
-       "      <td>83.273239</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-11</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>18.425934</td>\n",
-       "      <td>19.992561</td>\n",
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-       "      <td>0.029567</td>\n",
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-       "      <td>1018.178772</td>\n",
-       "      <td>1020.287231</td>\n",
-       "      <td>1022.646240</td>\n",
-       "      <td>74.584633</td>\n",
-       "      <td>81.251511</td>\n",
-       "      <td>87.627266</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-12</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>17.919601</td>\n",
-       "      <td>19.163445</td>\n",
-       "      <td>20.860703</td>\n",
-       "      <td>0.000949</td>\n",
-       "      <td>0.035087</td>\n",
-       "      <td>0.088207</td>\n",
-       "      <td>1016.396851</td>\n",
-       "      <td>1019.633362</td>\n",
-       "      <td>1022.351257</td>\n",
-       "      <td>73.298241</td>\n",
-       "      <td>81.192245</td>\n",
-       "      <td>87.015793</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-13</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>18.434563</td>\n",
-       "      <td>21.644608</td>\n",
-       "      <td>26.814552</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.014961</td>\n",
-       "      <td>0.088687</td>\n",
-       "      <td>1009.779968</td>\n",
-       "      <td>1014.314575</td>\n",
-       "      <td>1018.706299</td>\n",
-       "      <td>60.856548</td>\n",
-       "      <td>80.831604</td>\n",
-       "      <td>91.894318</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-14</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>20.398476</td>\n",
-       "      <td>21.808422</td>\n",
-       "      <td>23.071915</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.031085</td>\n",
-       "      <td>0.132088</td>\n",
-       "      <td>1012.340637</td>\n",
-       "      <td>1014.818848</td>\n",
-       "      <td>1017.600098</td>\n",
-       "      <td>83.035416</td>\n",
-       "      <td>87.801659</td>\n",
-       "      <td>94.792259</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-15</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>19.447151</td>\n",
-       "      <td>20.297295</td>\n",
-       "      <td>21.050812</td>\n",
-       "      <td>0.059367</td>\n",
-       "      <td>0.540716</td>\n",
-       "      <td>1.218307</td>\n",
-       "      <td>1017.769348</td>\n",
-       "      <td>1019.022339</td>\n",
-       "      <td>1019.966919</td>\n",
-       "      <td>86.509529</td>\n",
-       "      <td>89.083611</td>\n",
-       "      <td>91.813614</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-16</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>17.630989</td>\n",
-       "      <td>18.590572</td>\n",
-       "      <td>19.551071</td>\n",
-       "      <td>0.097035</td>\n",
-       "      <td>1.061320</td>\n",
-       "      <td>2.530098</td>\n",
-       "      <td>1018.670654</td>\n",
-       "      <td>1020.726868</td>\n",
-       "      <td>1021.991882</td>\n",
-       "      <td>86.980721</td>\n",
-       "      <td>90.194946</td>\n",
-       "      <td>92.471062</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-17</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>16.272888</td>\n",
-       "      <td>18.293110</td>\n",
-       "      <td>20.805161</td>\n",
-       "      <td>0.000234</td>\n",
-       "      <td>0.102087</td>\n",
-       "      <td>0.261315</td>\n",
-       "      <td>1021.286194</td>\n",
-       "      <td>1022.498840</td>\n",
-       "      <td>1024.038086</td>\n",
-       "      <td>62.717041</td>\n",
-       "      <td>79.386345</td>\n",
-       "      <td>90.183540</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-18</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>15.197975</td>\n",
-       "      <td>18.348965</td>\n",
-       "      <td>22.205132</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.040458</td>\n",
-       "      <td>0.099537</td>\n",
-       "      <td>1018.990723</td>\n",
-       "      <td>1021.477112</td>\n",
-       "      <td>1023.152466</td>\n",
-       "      <td>55.940643</td>\n",
-       "      <td>74.839584</td>\n",
-       "      <td>87.903412</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-19</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>14.674187</td>\n",
-       "      <td>19.383968</td>\n",
-       "      <td>24.434761</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1014.124512</td>\n",
-       "      <td>1018.160400</td>\n",
-       "      <td>1020.384338</td>\n",
-       "      <td>51.149971</td>\n",
-       "      <td>72.642334</td>\n",
-       "      <td>91.275421</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-20</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>17.291397</td>\n",
-       "      <td>21.355183</td>\n",
-       "      <td>26.667297</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000194</td>\n",
-       "      <td>0.001554</td>\n",
-       "      <td>1008.933167</td>\n",
-       "      <td>1012.505127</td>\n",
-       "      <td>1014.877991</td>\n",
-       "      <td>56.903656</td>\n",
-       "      <td>74.727615</td>\n",
-       "      <td>87.556297</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-21</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>20.314034</td>\n",
-       "      <td>22.195860</td>\n",
-       "      <td>24.929375</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.017228</td>\n",
-       "      <td>0.065804</td>\n",
-       "      <td>1010.973816</td>\n",
-       "      <td>1013.083984</td>\n",
-       "      <td>1014.860046</td>\n",
-       "      <td>67.046585</td>\n",
-       "      <td>79.084778</td>\n",
-       "      <td>87.006851</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-22</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>20.025223</td>\n",
-       "      <td>21.726042</td>\n",
-       "      <td>24.991608</td>\n",
-       "      <td>0.000123</td>\n",
-       "      <td>0.222833</td>\n",
-       "      <td>0.462301</td>\n",
-       "      <td>1008.205566</td>\n",
-       "      <td>1010.355652</td>\n",
-       "      <td>1012.726807</td>\n",
-       "      <td>75.615273</td>\n",
-       "      <td>87.137749</td>\n",
-       "      <td>95.458206</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-23</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>18.911919</td>\n",
-       "      <td>20.902691</td>\n",
-       "      <td>22.764015</td>\n",
-       "      <td>0.000358</td>\n",
-       "      <td>0.082345</td>\n",
-       "      <td>0.472436</td>\n",
-       "      <td>1008.978149</td>\n",
-       "      <td>1012.567688</td>\n",
-       "      <td>1016.861816</td>\n",
-       "      <td>62.922340</td>\n",
-       "      <td>78.572899</td>\n",
-       "      <td>93.371651</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-24</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>16.431877</td>\n",
-       "      <td>19.637394</td>\n",
-       "      <td>23.440208</td>\n",
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-       "      <td>0.042562</td>\n",
-       "      <td>1019.266357</td>\n",
-       "      <td>1020.313477</td>\n",
-       "      <td>1022.101929</td>\n",
-       "      <td>48.452358</td>\n",
-       "      <td>65.652260</td>\n",
-       "      <td>80.154778</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-25</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>17.416946</td>\n",
-       "      <td>20.123814</td>\n",
-       "      <td>24.380280</td>\n",
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-       "      <td>0.000000</td>\n",
-       "      <td>1018.181335</td>\n",
-       "      <td>1020.619690</td>\n",
-       "      <td>1022.504944</td>\n",
-       "      <td>55.855579</td>\n",
-       "      <td>73.300682</td>\n",
-       "      <td>83.503021</td>\n",
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-       "    <tr>\n",
-       "      <th>2022-09-26</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>18.822540</td>\n",
-       "      <td>21.300831</td>\n",
-       "      <td>24.954575</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.059501</td>\n",
-       "      <td>0.475531</td>\n",
-       "      <td>1017.050598</td>\n",
-       "      <td>1018.390015</td>\n",
-       "      <td>1019.746216</td>\n",
-       "      <td>67.172211</td>\n",
-       "      <td>79.939430</td>\n",
-       "      <td>89.143913</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-27</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>20.163383</td>\n",
-       "      <td>22.733868</td>\n",
-       "      <td>26.387222</td>\n",
-       "      <td>0.005598</td>\n",
-       "      <td>0.222982</td>\n",
-       "      <td>0.926020</td>\n",
-       "      <td>1014.392578</td>\n",
-       "      <td>1016.536499</td>\n",
-       "      <td>1020.071899</td>\n",
-       "      <td>69.044144</td>\n",
-       "      <td>83.746109</td>\n",
-       "      <td>94.025185</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-28</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>20.327026</td>\n",
-       "      <td>21.043999</td>\n",
-       "      <td>22.357811</td>\n",
-       "      <td>0.000358</td>\n",
-       "      <td>0.632614</td>\n",
-       "      <td>1.501668</td>\n",
-       "      <td>1015.704346</td>\n",
-       "      <td>1017.363159</td>\n",
-       "      <td>1019.204346</td>\n",
-       "      <td>85.932777</td>\n",
-       "      <td>90.595695</td>\n",
-       "      <td>94.211685</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-09-29</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>18.854141</td>\n",
-       "      <td>19.878967</td>\n",
-       "      <td>20.482231</td>\n",
-       "      <td>0.544429</td>\n",
-       "      <td>1.014771</td>\n",
-       "      <td>2.258291</td>\n",
-       "      <td>1018.334961</td>\n",
-       "      <td>1020.259521</td>\n",
-       "      <td>1022.055664</td>\n",
-       "      <td>86.878639</td>\n",
-       "      <td>91.118866</td>\n",
-       "      <td>94.032166</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           geocodigo   temp_min   temp_med   temp_max  precip_min  precip_med  \\\n",
-       "date                                                                            \n",
-       "2022-09-01   3304557  13.273613  18.559853  24.848808    0.000000    0.000000   \n",
-       "2022-09-02   3304557  14.819794  20.856850  29.028870    0.000000    0.000000   \n",
-       "2022-09-03   3304557  15.996597  20.898968  27.536011    0.000000    0.001997   \n",
-       "2022-09-04   3304557  17.192703  18.785564  20.721207    0.047679    0.280212   \n",
-       "2022-09-05   3304557  17.010643  18.836924  21.863403    0.000469    0.010311   \n",
-       "2022-09-06   3304557  18.363312  20.415825  23.819839    0.000000    0.002893   \n",
-       "2022-09-07   3304557  16.214142  20.121052  25.367950    0.000000    0.000000   \n",
-       "2022-09-08   3304557  17.384560  22.722889  30.497002    0.000000    0.000000   \n",
-       "2022-09-09   3304557  19.326942  25.367989  34.232864    0.000000    0.000000   \n",
-       "2022-09-10   3304557  19.588982  25.186079  34.978355    0.000000    0.003159   \n",
-       "2022-09-11   3304557  18.425934  19.992561  22.084137    0.029567    0.281691   \n",
-       "2022-09-12   3304557  17.919601  19.163445  20.860703    0.000949    0.035087   \n",
-       "2022-09-13   3304557  18.434563  21.644608  26.814552    0.000000    0.014961   \n",
-       "2022-09-14   3304557  20.398476  21.808422  23.071915    0.000000    0.031085   \n",
-       "2022-09-15   3304557  19.447151  20.297295  21.050812    0.059367    0.540716   \n",
-       "2022-09-16   3304557  17.630989  18.590572  19.551071    0.097035    1.061320   \n",
-       "2022-09-17   3304557  16.272888  18.293110  20.805161    0.000234    0.102087   \n",
-       "2022-09-18   3304557  15.197975  18.348965  22.205132    0.000000    0.040458   \n",
-       "2022-09-19   3304557  14.674187  19.383968  24.434761    0.000000    0.000000   \n",
-       "2022-09-20   3304557  17.291397  21.355183  26.667297    0.000000    0.000194   \n",
-       "2022-09-21   3304557  20.314034  22.195860  24.929375    0.000000    0.017228   \n",
-       "2022-09-22   3304557  20.025223  21.726042  24.991608    0.000123    0.222833   \n",
-       "2022-09-23   3304557  18.911919  20.902691  22.764015    0.000358    0.082345   \n",
-       "2022-09-24   3304557  16.431877  19.637394  23.440208    0.000000    0.010432   \n",
-       "2022-09-25   3304557  17.416946  20.123814  24.380280    0.000000    0.000000   \n",
-       "2022-09-26   3304557  18.822540  21.300831  24.954575    0.000000    0.059501   \n",
-       "2022-09-27   3304557  20.163383  22.733868  26.387222    0.005598    0.222982   \n",
-       "2022-09-28   3304557  20.327026  21.043999  22.357811    0.000358    0.632614   \n",
-       "2022-09-29   3304557  18.854141  19.878967  20.482231    0.544429    1.014771   \n",
-       "\n",
-       "            precip_max  pressao_min  pressao_med  pressao_max   umid_min  \\\n",
-       "date                                                                       \n",
-       "2022-09-01    0.000000  1018.837463  1022.493530  1024.640625  45.955223   \n",
-       "2022-09-02    0.000000  1014.810486  1018.093750  1019.984436  34.359180   \n",
-       "2022-09-03    0.015141  1016.173645  1017.165344  1018.591309  46.802429   \n",
-       "2022-09-04    0.697366  1020.501953  1023.441650  1025.911377  73.655609   \n",
-       "2022-09-05    0.022181  1024.211914  1025.848999  1027.486206  61.256897   \n",
-       "2022-09-06    0.012169  1024.383789  1026.630737  1028.510010  49.177200   \n",
-       "2022-09-07    0.000000  1018.582581  1022.705933  1025.358765  48.671455   \n",
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-       "2022-09-10    0.023846  1012.378784  1013.480347  1016.225708  29.199791   \n",
-       "2022-09-11    0.455619  1018.178772  1020.287231  1022.646240  74.584633   \n",
-       "2022-09-12    0.088207  1016.396851  1019.633362  1022.351257  73.298241   \n",
-       "2022-09-13    0.088687  1009.779968  1014.314575  1018.706299  60.856548   \n",
-       "2022-09-14    0.132088  1012.340637  1014.818848  1017.600098  83.035416   \n",
-       "2022-09-15    1.218307  1017.769348  1019.022339  1019.966919  86.509529   \n",
-       "2022-09-16    2.530098  1018.670654  1020.726868  1021.991882  86.980721   \n",
-       "2022-09-17    0.261315  1021.286194  1022.498840  1024.038086  62.717041   \n",
-       "2022-09-18    0.099537  1018.990723  1021.477112  1023.152466  55.940643   \n",
-       "2022-09-19    0.000000  1014.124512  1018.160400  1020.384338  51.149971   \n",
-       "2022-09-20    0.001554  1008.933167  1012.505127  1014.877991  56.903656   \n",
-       "2022-09-21    0.065804  1010.973816  1013.083984  1014.860046  67.046585   \n",
-       "2022-09-22    0.462301  1008.205566  1010.355652  1012.726807  75.615273   \n",
-       "2022-09-23    0.472436  1008.978149  1012.567688  1016.861816  62.922340   \n",
-       "2022-09-24    0.042562  1019.266357  1020.313477  1022.101929  48.452358   \n",
-       "2022-09-25    0.000000  1018.181335  1020.619690  1022.504944  55.855579   \n",
-       "2022-09-26    0.475531  1017.050598  1018.390015  1019.746216  67.172211   \n",
-       "2022-09-27    0.926020  1014.392578  1016.536499  1020.071899  69.044144   \n",
-       "2022-09-28    1.501668  1015.704346  1017.363159  1019.204346  85.932777   \n",
-       "2022-09-29    2.258291  1018.334961  1020.259521  1022.055664  86.878639   \n",
-       "\n",
-       "             umid_med   umid_max  \n",
-       "date                              \n",
-       "2022-09-01  69.198792  87.169708  \n",
-       "2022-09-02  65.325073  86.448036  \n",
-       "2022-09-03  72.510155  84.202148  \n",
-       "2022-09-04  82.952972  88.324532  \n",
-       "2022-09-05  76.039719  85.157341  \n",
-       "2022-09-06  67.958107  78.894508  \n",
-       "2022-09-07  68.939568  84.687210  \n",
-       "2022-09-08  66.718674  84.351418  \n",
-       "2022-09-09  62.281677  83.088249  \n",
-       "2022-09-10  64.219101  83.273239  \n",
-       "2022-09-11  81.251511  87.627266  \n",
-       "2022-09-12  81.192245  87.015793  \n",
-       "2022-09-13  80.831604  91.894318  \n",
-       "2022-09-14  87.801659  94.792259  \n",
-       "2022-09-15  89.083611  91.813614  \n",
-       "2022-09-16  90.194946  92.471062  \n",
-       "2022-09-17  79.386345  90.183540  \n",
-       "2022-09-18  74.839584  87.903412  \n",
-       "2022-09-19  72.642334  91.275421  \n",
-       "2022-09-20  74.727615  87.556297  \n",
-       "2022-09-21  79.084778  87.006851  \n",
-       "2022-09-22  87.137749  95.458206  \n",
-       "2022-09-23  78.572899  93.371651  \n",
-       "2022-09-24  65.652260  80.154778  \n",
-       "2022-09-25  73.300682  83.503021  \n",
-       "2022-09-26  79.939430  89.143913  \n",
-       "2022-09-27  83.746109  94.025185  \n",
-       "2022-09-28  90.595695  94.211685  \n",
-       "2022-09-29  91.118866  94.032166  "
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "netcdf_to_dataframe(rio)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "0a4d2253-f56f-473d-a841-5abfef47cf1b",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-10-06T11:42:41.267135Z",
-     "iopub.status.busy": "2022-10-06T11:42:41.266815Z",
-     "iopub.status.idle": "2022-10-06T11:44:40.869674Z",
-     "shell.execute_reply": "2022-10-06T11:44:40.868555Z",
-     "shell.execute_reply.started": "2022-10-06T11:42:41.267118Z"
-    },
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2022-10-06 08:42:42,327 INFO Credentials file configured.\n",
-      "2022-10-06 08:42:42,328 INFO ['Welcome to the CDS']\n",
-      "2022-10-06 08:42:42,328 WARNING []\n",
-      "2022-10-06 08:42:42,617 INFO Welcome to the CDS\n",
-      "2022-10-06 08:42:42,617 INFO Sending request to https://cds.climate.copernicus.eu/api/v2/resources/reanalysis-era5-single-levels\n",
-      "2022-10-06 08:42:42,893 INFO Request is queued\n",
-      "2022-10-06 08:42:44,164 INFO Request is running\n",
-      "2022-10-06 08:44:39,025 INFO Request is completed\n",
-      "2022-10-06 08:44:39,026 INFO Downloading https://download-0009-clone.copernicus-climate.eu/cache-compute-0009/cache/data2/adaptor.mars.internal-1665056641.5645103-28594-19-a2d3bad7-1ff1-494a-a3d8-50917bc0e34e.nc to /mnt/sdb1/home/Projetos/OSL/osl-incubator/satellite-weather-downloader/data/3304557_20220101_20220301.nc (27.2K)\n",
-      "2022-10-06 08:44:40,589 INFO Download rate 17.4K/s                                                                                                                     \n",
-      "2022-10-06 08:44:40,865 INFO NetCDF 3304557_20220101_20220301.nc downloaded at /mnt/sdb1/home/Projetos/OSL/osl-incubator/satellite-weather-downloader/data.\n"
-     ]
-    }
-   ],
-   "source": [
-    "rio2 = download_netcdf(\n",
-    "        geocode   = 3304557,\n",
-    "        past_date = '2022-01-01',\n",
-    "        date      = '2022-03-01',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "55942045-af08-4780-a45b-fb9f522dda4a",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2022-10-06T11:42:04.052077Z",
-     "iopub.status.busy": "2022-10-06T11:42:04.050705Z",
-     "iopub.status.idle": "2022-10-06T11:42:05.956377Z",
-     "shell.execute_reply": "2022-10-06T11:42:05.955377Z",
-     "shell.execute_reply.started": "2022-10-06T11:42:04.052017Z"
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-   },
-   "outputs": [
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-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-01-03</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>24.811615</td>\n",
-       "      <td>27.147869</td>\n",
-       "      <td>30.395721</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>3.149961e-02</td>\n",
-       "      <td>1.384126e-01</td>\n",
-       "      <td>1007.511230</td>\n",
-       "      <td>1010.032043</td>\n",
-       "      <td>1011.380615</td>\n",
-       "      <td>64.379768</td>\n",
-       "      <td>80.983315</td>\n",
-       "      <td>92.106903</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-01-04</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>24.652039</td>\n",
-       "      <td>27.622200</td>\n",
-       "      <td>31.211647</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>9.774226e-02</td>\n",
-       "      <td>4.028531e-01</td>\n",
-       "      <td>1006.197510</td>\n",
-       "      <td>1008.418030</td>\n",
-       "      <td>1009.616882</td>\n",
-       "      <td>59.122009</td>\n",
-       "      <td>76.287140</td>\n",
-       "      <td>89.330826</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-01-05</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>25.651100</td>\n",
-       "      <td>28.077381</td>\n",
-       "      <td>31.542862</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>3.528243e-03</td>\n",
-       "      <td>2.622057e-02</td>\n",
-       "      <td>1004.627563</td>\n",
-       "      <td>1005.957214</td>\n",
-       "      <td>1007.435120</td>\n",
-       "      <td>54.111713</td>\n",
-       "      <td>71.372047</td>\n",
-       "      <td>82.177231</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",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-06-26</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>18.774605</td>\n",
-       "      <td>19.680939</td>\n",
-       "      <td>20.940613</td>\n",
-       "      <td>3.347057e-03</td>\n",
-       "      <td>4.024626e-01</td>\n",
-       "      <td>1.506641e+00</td>\n",
-       "      <td>1020.387024</td>\n",
-       "      <td>1021.790405</td>\n",
-       "      <td>1023.215637</td>\n",
-       "      <td>76.751686</td>\n",
-       "      <td>83.051346</td>\n",
-       "      <td>87.159851</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-06-27</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>16.636833</td>\n",
-       "      <td>18.532686</td>\n",
-       "      <td>21.597466</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>3.698093e-02</td>\n",
-       "      <td>8.323719e-02</td>\n",
-       "      <td>1021.565002</td>\n",
-       "      <td>1023.281372</td>\n",
-       "      <td>1025.176147</td>\n",
-       "      <td>60.549278</td>\n",
-       "      <td>77.937225</td>\n",
-       "      <td>87.060524</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-06-28</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>13.481377</td>\n",
-       "      <td>18.149086</td>\n",
-       "      <td>24.642319</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>1017.307495</td>\n",
-       "      <td>1020.017639</td>\n",
-       "      <td>1022.069336</td>\n",
-       "      <td>51.261471</td>\n",
-       "      <td>76.206558</td>\n",
-       "      <td>89.652519</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-06-29</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>15.770576</td>\n",
-       "      <td>20.590687</td>\n",
-       "      <td>28.492508</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>1012.435608</td>\n",
-       "      <td>1015.604492</td>\n",
-       "      <td>1018.646240</td>\n",
-       "      <td>47.530975</td>\n",
-       "      <td>75.070236</td>\n",
-       "      <td>89.106277</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2022-06-30</th>\n",
-       "      <td>3304557</td>\n",
-       "      <td>19.421036</td>\n",
-       "      <td>20.724705</td>\n",
-       "      <td>22.641853</td>\n",
-       "      <td>-4.656613e-07</td>\n",
-       "      <td>1.922602e-02</td>\n",
-       "      <td>6.214879e-02</td>\n",
-       "      <td>1014.252502</td>\n",
-       "      <td>1018.283203</td>\n",
-       "      <td>1020.651245</td>\n",
-       "      <td>67.818283</td>\n",
-       "      <td>80.456642</td>\n",
-       "      <td>89.411125</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>181 rows × 13 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           geocodigo   temp_min   temp_med   temp_max    precip_min  \\\n",
-       "date                                                                  \n",
-       "2022-01-01   3304557  23.395073  25.147663  27.565979  4.797475e-03   \n",
-       "2022-01-02   3304557  24.392265  26.466919  29.889214 -4.656613e-07   \n",
-       "2022-01-03   3304557  24.811615  27.147869  30.395721 -4.656613e-07   \n",
-       "2022-01-04   3304557  24.652039  27.622200  31.211647 -4.656613e-07   \n",
-       "2022-01-05   3304557  25.651100  28.077381  31.542862 -4.656613e-07   \n",
-       "...              ...        ...        ...        ...           ...   \n",
-       "2022-06-26   3304557  18.774605  19.680939  20.940613  3.347057e-03   \n",
-       "2022-06-27   3304557  16.636833  18.532686  21.597466 -4.656613e-07   \n",
-       "2022-06-28   3304557  13.481377  18.149086  24.642319 -4.656613e-07   \n",
-       "2022-06-29   3304557  15.770576  20.590687  28.492508 -4.656613e-07   \n",
-       "2022-06-30   3304557  19.421036  20.724705  22.641853 -4.656613e-07   \n",
-       "\n",
-       "              precip_med    precip_max  pressao_min  pressao_med  pressao_max  \\\n",
-       "date                                                                            \n",
-       "2022-01-01  6.067415e-01  1.396402e+00  1008.338867  1009.353455  1010.444336   \n",
-       "2022-01-02  2.114374e-02  5.662569e-02  1009.378784  1010.623657  1012.245605   \n",
-       "2022-01-03  3.149961e-02  1.384126e-01  1007.511230  1010.032043  1011.380615   \n",
-       "2022-01-04  9.774226e-02  4.028531e-01  1006.197510  1008.418030  1009.616882   \n",
-       "2022-01-05  3.528243e-03  2.622057e-02  1004.627563  1005.957214  1007.435120   \n",
-       "...                  ...           ...          ...          ...          ...   \n",
-       "2022-06-26  4.024626e-01  1.506641e+00  1020.387024  1021.790405  1023.215637   \n",
-       "2022-06-27  3.698093e-02  8.323719e-02  1021.565002  1023.281372  1025.176147   \n",
-       "2022-06-28 -4.656613e-07 -4.656613e-07  1017.307495  1020.017639  1022.069336   \n",
-       "2022-06-29 -4.656613e-07 -4.656613e-07  1012.435608  1015.604492  1018.646240   \n",
-       "2022-06-30  1.922602e-02  6.214879e-02  1014.252502  1018.283203  1020.651245   \n",
-       "\n",
-       "             umid_min   umid_med   umid_max  \n",
-       "date                                         \n",
-       "2022-01-01  76.049911  86.932861  94.246536  \n",
-       "2022-01-02  64.355621  80.975609  91.027832  \n",
-       "2022-01-03  64.379768  80.983315  92.106903  \n",
-       "2022-01-04  59.122009  76.287140  89.330826  \n",
-       "2022-01-05  54.111713  71.372047  82.177231  \n",
-       "...               ...        ...        ...  \n",
-       "2022-06-26  76.751686  83.051346  87.159851  \n",
-       "2022-06-27  60.549278  77.937225  87.060524  \n",
-       "2022-06-28  51.261471  76.206558  89.652519  \n",
-       "2022-06-29  47.530975  75.070236  89.106277  \n",
-       "2022-06-30  67.818283  80.456642  89.411125  \n",
-       "\n",
-       "[181 rows x 13 columns]"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "netcdf_to_dataframe(rio2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "212ea530-4bf6-4824-a291-2c9d05048e5c",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {