dwn_data_manually.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73de9ce7-fd72-4af0-a007-63420d3561c5",
   "metadata": {},
   "source": [
    "# Download Data manually\n",
    "To avoid using app (with sometimes unstable GUI)\n",
    "Here the same functionality as notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a67f1d94-3442-44a5-83e9-fd24bb290f51",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "from visualize_data import Analyze_WD\n",
    "import pandas as pd\n",
    "from load_data import SummaryData, WeatherData2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73d7ab3a-50e1-4011-b233-dc30058587ec",
   "metadata": {},
   "source": [
    "# Download specific day\n",
    "To test that functionality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f34cba14-4c00-4ca5-9c7a-5b4ae3ca88a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading: Year: 2020 Month: 7 Day: 3 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-07-03/2020-07-03/daily\n",
      "Saving 0 rows\n"
     ]
    }
   ],
   "source": [
    "wd = WeatherData2()\n",
    "wd.output = True\n",
    "\n",
    "df = wd.download_data_day(11, 11, 2020)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7768bfa-7d02-4b75-b917-6a60317263a8",
   "metadata": {},
   "source": [
    "# Download specific month\n",
    "To test that functionality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c1e0e7fa-d93b-41f3-8a56-b2691c58a271",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading Year: 2020 Month: 11\n",
      "Downloading: Year: 2020 Month: 11 Day: 1 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-01/2020-11-01/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 2 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-02/2020-11-02/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 3 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-03/2020-11-03/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 4 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-04/2020-11-04/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 5 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-05/2020-11-05/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 6 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-06/2020-11-06/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 7 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-07/2020-11-07/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 8 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-08/2020-11-08/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 9 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-09/2020-11-09/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 10 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-10/2020-11-10/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 11 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-11/2020-11-11/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 12 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-12/2020-11-12/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 13 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-13/2020-11-13/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 14 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-14/2020-11-14/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 15 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-15/2020-11-15/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 16 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-16/2020-11-16/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 17 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-17/2020-11-17/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 18 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-18/2020-11-18/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 19 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-19/2020-11-19/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 20 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-20/2020-11-20/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 21 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-21/2020-11-21/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 22 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-22/2020-11-22/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 23 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-23/2020-11-23/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 24 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-24/2020-11-24/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 25 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-25/2020-11-25/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 26 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-26/2020-11-26/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 27 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-27/2020-11-27/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 28 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-28/2020-11-28/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 29 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-29/2020-11-29/daily\n",
      "Saving 0 rows\n",
      "Downloading: Year: 2020 Month: 11 Day: 30 \n",
      "Downloading Weather data from https://www.wunderground.com/dashboard/pws/IDRSING3/table/2020-11-30/2020-11-30/daily\n",
      "Saving 0 rows\n",
      "Successfully saved data to: ./Data/2020/11.csv\n"
     ]
    }
   ],
   "source": [
    "month = datetime.date(year=2020, month=11, day=1)\n",
    "\n",
    "wd = WeatherData2()\n",
    "wd.output = True\n",
    "wd.local_save_month(month)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c9957bc-621e-4812-82d0-d46942fbaf0c",
   "metadata": {},
   "source": [
    "# Download since last update\n",
    "This code is production code - the end date will get updated!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0cfb14ba-d14a-4e14-a964-a84dff317c17",
   "metadata": {},
   "outputs": [],
   "source": [
    "wd = WeatherData2()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9c142945-7ad0-4bbb-bd6c-41043b296bfc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading last Save Date. Year: 2021 Month: 9\n",
      "Download starting from:\n",
      "2021-09-01 00:00:00\n",
      "Downloading Year: 2021 Month: 9\n",
      "Downloading: Year: 2021 Month: 9 Day: 1 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 2 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 3 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 4 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 5 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 6 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 7 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 8 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 9 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 10 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 11 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 12 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 13 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 14 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 15 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 16 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 17 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 18 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 19 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 20 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 21 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 22 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 23 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 24 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 25 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 26 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 27 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 28 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 29 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 9 Day: 30 \n",
      "Saving 288 rows\n",
      "Successfully saved data to: ./Data/2021/9.csv\n",
      "Saving New Last Date. Year: 2021 Month: 9\n",
      "Downloading Year: 2021 Month: 10\n",
      "Downloading: Year: 2021 Month: 10 Day: 1 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 2 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 3 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 4 \n",
      "Saving 287 rows\n",
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      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 6 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 7 \n",
      "Saving 288 rows\n",
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      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 9 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 10 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 11 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 12 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 13 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 14 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 15 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 16 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 17 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 18 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 19 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 20 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 21 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 22 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 23 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 24 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 25 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 26 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 27 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 28 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 29 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 30 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 10 Day: 31 \n",
      "Saving 299 rows\n",
      "Successfully saved data to: ./Data/2021/10.csv\n",
      "Saving New Last Date. Year: 2021 Month: 10\n",
      "Downloading Year: 2021 Month: 11\n",
      "Downloading: Year: 2021 Month: 11 Day: 1 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 2 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 3 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 4 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 5 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 6 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 7 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 8 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 9 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 10 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 11 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 12 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 13 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 14 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 15 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 16 \n",
      "Saving 288 rows\n",
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      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 18 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 19 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 20 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 21 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 22 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 23 \n",
      "Saving 285 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 24 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 25 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 26 \n",
      "Saving 287 rows\n",
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      "Downloading: Year: 2021 Month: 11 Day: 29 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 11 Day: 30 \n",
      "Saving 288 rows\n",
      "Successfully saved data to: ./Data/2021/11.csv\n",
      "Saving New Last Date. Year: 2021 Month: 11\n",
      "Downloading Year: 2021 Month: 12\n",
      "Downloading: Year: 2021 Month: 12 Day: 1 \n",
      "Saving 288 rows\n",
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      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 11 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 12 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 13 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 14 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 15 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 16 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 17 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 18 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 19 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 20 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 21 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 22 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 23 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 24 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 25 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 26 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 27 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 287 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 28 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 29 \n",
      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 30 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2021 Month: 12 Day: 31 \n",
      "Saving 288 rows\n",
      "Successfully saved data to: ./Data/2021/12.csv\n",
      "Saving New Last Date. Year: 2021 Month: 12\n",
      "Downloading Year: 2022 Month: 1\n",
      "Downloading: Year: 2022 Month: 1 Day: 1 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2022 Month: 1 Day: 2 \n",
      "Saving 288 rows\n",
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      "Saving 288 rows\n",
      "Successfully saved data to: ./Data/2022/1.csv\n",
      "Saving New Last Date. Year: 2022 Month: 1\n",
      "Downloading Year: 2022 Month: 2\n",
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      "list index out of range! probably caused by an empty row in the data\n",
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      "list index out of range! probably caused by an empty row in the data\n",
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      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 288 rows\n",
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      "Saving 286 rows\n",
      "Successfully saved data to: ./Data/2022/2.csv\n",
      "Saving New Last Date. Year: 2022 Month: 2\n",
      "Downloading Year: 2022 Month: 3\n",
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      "Saving 286 rows\n",
      "Successfully saved data to: ./Data/2022/3.csv\n",
      "Saving New Last Date. Year: 2022 Month: 3\n",
      "Downloading Year: 2022 Month: 4\n",
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      "Saving 287 rows\n",
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      "list index out of range! probably caused by an empty row in the data\n",
      "Saving 286 rows\n",
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      "Saving 287 rows\n",
      "Successfully saved data to: ./Data/2022/4.csv\n",
      "Saving New Last Date. Year: 2022 Month: 4\n",
      "Downloading Year: 2022 Month: 5\n",
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      "list index out of range! probably caused by an empty row in the data\n",
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      "list index out of range! probably caused by an empty row in the data\n",
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      "list index out of range! probably caused by an empty row in the data\n",
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      "Saving 287 rows\n",
      "Successfully saved data to: ./Data/2022/5.csv\n",
      "Saving New Last Date. Year: 2022 Month: 5\n",
      "Downloading Year: 2022 Month: 6\n",
      "Downloading: Year: 2022 Month: 6 Day: 1 \n",
      "Saving 254 rows\n",
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      "Downloading: Year: 2022 Month: 6 Day: 16 \n",
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      "Downloading: Year: 2022 Month: 6 Day: 20 \n",
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      "Downloading: Year: 2022 Month: 6 Day: 21 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2022 Month: 6 Day: 22 \n",
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      "Saving 288 rows\n",
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      "Downloading: Year: 2022 Month: 6 Day: 26 \n",
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      "Downloading: Year: 2022 Month: 6 Day: 27 \n",
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      "Downloading: Year: 2022 Month: 6 Day: 28 \n",
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      "Downloading: Year: 2022 Month: 6 Day: 29 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2022 Month: 6 Day: 30 \n",
      "Saving 288 rows\n",
      "Successfully saved data to: ./Data/2022/6.csv\n",
      "Saving New Last Date. Year: 2022 Month: 6\n",
      "Downloading Year: 2022 Month: 7\n",
      "Downloading: Year: 2022 Month: 7 Day: 1 \n",
      "Saving 288 rows\n",
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      "Downloading: Year: 2022 Month: 7 Day: 8 \n",
      "Saving 239 rows\n",
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      "Saving 288 rows\n",
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      "Downloading: Year: 2022 Month: 7 Day: 11 \n",
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      "Downloading: Year: 2022 Month: 7 Day: 14 \n",
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      "Downloading: Year: 2022 Month: 7 Day: 19 \n",
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      "Downloading: Year: 2022 Month: 7 Day: 22 \n",
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      "Downloading: Year: 2022 Month: 7 Day: 23 \n",
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      "Saving 286 rows\n",
      "Downloading: Year: 2022 Month: 7 Day: 25 \n",
      "Saving 287 rows\n",
      "Downloading: Year: 2022 Month: 7 Day: 26 \n",
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      "Downloading: Year: 2022 Month: 7 Day: 27 \n",
      "Saving 288 rows\n",
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      "Saving 288 rows\n",
      "Downloading: Year: 2022 Month: 7 Day: 31 \n",
      "Saving 288 rows\n",
      "Successfully saved data to: ./Data/2022/7.csv\n",
      "Saving New Last Date. Year: 2022 Month: 7\n",
      "Downloading Year: 2022 Month: 8\n",
      "Downloading: Year: 2022 Month: 8 Day: 1 \n",
      "Saving 286 rows\n",
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      "Downloading: Year: 2022 Month: 8 Day: 9 \n",
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      "Downloading: Year: 2022 Month: 8 Day: 10 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 11 \n",
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      "Downloading: Year: 2022 Month: 8 Day: 12 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 13 \n",
      "Saving 288 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 14 \n",
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      "Downloading: Year: 2022 Month: 8 Day: 15 \n",
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      "Downloading: Year: 2022 Month: 8 Day: 16 \n",
      "Saving 286 rows\n",
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      "Saving 283 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 18 \n",
      "Saving 286 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 19 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 20 \n",
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      "Downloading: Year: 2022 Month: 8 Day: 21 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 22 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 23 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 24 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 25 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 26 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 27 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 28 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 29 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 30 \n",
      "Saving 276 rows\n",
      "Downloading: Year: 2022 Month: 8 Day: 31 \n",
      "Saving 276 rows\n",
      "Successfully saved data to: ./Data/2022/8.csv\n",
      "Saving New Last Date. Year: 2022 Month: 8\n",
      "Saving New Last Date. Year: 2022 Month: 8\n",
      "Update successfully finished!\n",
      "CPU times: user 3min 50s, sys: 2.17 s, total: 3min 52s\n",
      "Wall time: 30min 35s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "wd.update_local()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e65872b-da1c-49b8-9310-6434655b7101",
   "metadata": {},
   "source": [
    "# Manipulate last date of WD object"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd48c8b3-24a1-4879-a45e-c3ccb7b1cb53",
   "metadata": {},
   "source": [
    "import pickle as pickle\n",
    "from datetime import date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3d3ed3e3-30e8-4377-8e5c-5f7f1fcf0150",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading last Save Date. Year: 2021 Month: 1\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "datetime.date(2021, 1, 1)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = wd.load_last_date()  # Load the last time something was updated\n",
    "dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "da2f9231-c072-470a-924c-600a646beb89",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving New Last Date. Year: 2021 Month: 1\n"
     ]
    }
   ],
   "source": [
    "wd = WeatherData2()\n",
    "dt = date(2021, 1, 1)\n",
    "wd.save_last_date(dt)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0153de5-7198-4d3b-a615-6c580e2def07",
   "metadata": {},
   "source": [
    "# Update Summary Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7ed2e40c-ab31-4212-b86a-5e868b106ef6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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