Preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# external imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# my imports\n",
    "from Valid import *\n",
    "from Airport_CLC_Calculation import *\n",
    "from Pacificize import *\n",
    "from Table_Creation import *"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pre-Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saved 1 airport datasets\n",
      "Saved 2 airport datasets\n",
      "Saved 3 airport datasets\n",
      "Saved 4 airport datasets\n",
      "Saved 5 airport datasets\n",
      "Saved 6 airport datasets\n",
      "Saved 7 airport datasets\n",
      "Saved 8 airport datasets\n",
      "Saved 9 airport datasets\n",
      "Saved 10 airport datasets\n",
      "Saved 11 airport datasets\n",
      "Saved 12 airport datasets\n",
      "Saved 13 airport datasets\n",
      "Saved 14 airport datasets\n",
      "Saved 15 airport datasets\n",
      "Saved 16 airport datasets\n",
      "Saved 17 airport datasets\n",
      "Saved 18 airport datasets\n",
      "Saved 19 airport datasets\n",
      "Saved 20 airport datasets\n",
      "Saved 21 airport datasets\n",
      "Saved 22 airport datasets\n",
      "Saved 23 airport datasets\n",
      "Saved 24 airport datasets\n",
      "Saved 25 airport datasets\n",
      "Saved 26 airport datasets\n",
      "Saved 27 airport datasets\n",
      "Done\n"
     ]
    }
   ],
   "source": [
    "# uses folder labeled Merged_Files (data is manually merged)\n",
    "# converts given csv of airport data from utc csv to pt dataframe\n",
    "Pacificize()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table Creation by Year\n",
    "### Variables:\n",
    "### - years = 1950-2022\n",
    "### - elevation def = 1000\n",
    "### - hours = [7, 10, 13, 16]\n",
    "### Saves to \n",
    "### - Airport_Data_Tables/\n",
    "### - CLC_Data/Avg_Tables/ \n",
    "### - CLC_Data/Value_Tables/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PADK\n",
      "Processed 1 airport datasets\n",
      "CYAZ\n",
      "Processed 2 airport datasets\n",
      "KACV\n",
      "Processed 3 airport datasets\n",
      "PAHO\n",
      "Processed 4 airport datasets\n",
      "KLGB\n",
      "Processed 5 airport datasets\n",
      "KNUC\n",
      "Processed 6 airport datasets\n",
      "KNTD\n",
      "Processed 7 airport datasets\n",
      "KNZY\n",
      "Processed 8 airport datasets\n",
      "PACD\n",
      "Processed 9 airport datasets\n",
      "PANT\n",
      "Processed 10 airport datasets\n",
      "KMRY\n",
      "Processed 11 airport datasets\n",
      "KLAX\n",
      "Processed 12 airport datasets\n",
      "KAST\n",
      "Processed 13 airport datasets\n",
      "KSAN\n",
      "Processed 14 airport datasets\n",
      "KNSI\n",
      "Processed 15 airport datasets\n",
      "KSFO\n",
      "Processed 16 airport datasets\n",
      "KSIT\n",
      "Processed 17 airport datasets\n",
      "PYAK\n",
      "Processed 18 airport datasets\n",
      "KOAK\n",
      "Processed 19 airport datasets\n",
      "KOTH\n",
      "Processed 20 airport datasets\n",
      "PADQ\n",
      "Processed 21 airport datasets\n",
      "KVBG\n",
      "Processed 22 airport datasets\n",
      "PADK\n",
      "Processed 1 airport datasets\n",
      "CYAZ\n",
      "Processed 2 airport datasets\n",
      "KACV\n",
      "Processed 3 airport datasets\n",
      "PAHO\n",
      "Processed 4 airport datasets\n",
      "KLGB\n",
      "Processed 5 airport datasets\n",
      "KNUC\n",
      "Processed 6 airport datasets\n",
      "KNTD\n",
      "Processed 7 airport datasets\n",
      "KNZY\n",
      "Processed 8 airport datasets\n",
      "PACD\n",
      "Processed 9 airport datasets\n",
      "PANT\n",
      "Processed 10 airport datasets\n",
      "KMRY\n",
      "Processed 11 airport datasets\n",
      "KLAX\n",
      "Processed 12 airport datasets\n",
      "KAST\n",
      "Processed 13 airport datasets\n",
      "KSAN\n",
      "Processed 14 airport datasets\n",
      "KNSI\n",
      "Processed 15 airport datasets\n",
      "KSFO\n",
      "Processed 16 airport datasets\n",
      "KSIT\n",
      "Processed 17 airport datasets\n",
      "PYAK\n",
      "Processed 18 airport datasets\n",
      "KOAK\n",
      "Processed 19 airport datasets\n",
      "KOTH\n",
      "Processed 20 airport datasets\n",
      "PADQ\n",
      "Processed 21 airport datasets\n",
      "KVBG\n",
      "Processed 22 airport datasets\n",
      "PADK\n",
      "Processed 1 airport datasets\n",
      "CYAZ\n",
      "Processed 2 airport datasets\n",
      "KACV\n",
      "Processed 3 airport datasets\n",
      "PAHO\n",
      "Processed 4 airport datasets\n",
      "KLGB\n",
      "Processed 5 airport datasets\n",
      "KNUC\n",
      "Processed 6 airport datasets\n",
      "KNTD\n",
      "Processed 7 airport datasets\n",
      "KNZY\n",
      "Processed 8 airport datasets\n",
      "PACD\n",
      "Processed 9 airport datasets\n",
      "PANT\n",
      "Processed 10 airport datasets\n",
      "KMRY\n",
      "Processed 11 airport datasets\n",
      "KLAX\n",
      "Processed 12 airport datasets\n",
      "KAST\n",
      "Processed 13 airport datasets\n",
      "KSAN\n",
      "Processed 14 airport datasets\n",
      "KNSI\n",
      "Processed 15 airport datasets\n",
      "KSFO\n",
      "Processed 16 airport datasets\n",
      "KSIT\n",
      "Processed 17 airport datasets\n",
      "PYAK\n",
      "Processed 18 airport datasets\n",
      "KOAK\n",
      "Processed 19 airport datasets\n",
      "KOTH\n",
      "Processed 20 airport datasets\n",
      "PADQ\n",
      "Processed 21 airport datasets\n",
      "KVBG\n",
      "Processed 22 airport datasets\n",
      "PADK\n",
      "Processed 1 airport datasets\n",
      "CYAZ\n",
      "Processed 2 airport datasets\n",
      "KACV\n",
      "Processed 3 airport datasets\n",
      "PAHO\n",
      "Processed 4 airport datasets\n",
      "KLGB\n",
      "Processed 5 airport datasets\n",
      "KNUC\n",
      "Processed 6 airport datasets\n",
      "KNTD\n",
      "Processed 7 airport datasets\n",
      "KNZY\n",
      "Processed 8 airport datasets\n",
      "PACD\n",
      "Processed 9 airport datasets\n",
      "PANT\n",
      "Processed 10 airport datasets\n",
      "KMRY\n",
      "Processed 11 airport datasets\n",
      "KLAX\n",
      "Processed 12 airport datasets\n",
      "KAST\n",
      "Processed 13 airport datasets\n",
      "KSAN\n",
      "Processed 14 airport datasets\n",
      "KNSI\n",
      "Processed 15 airport datasets\n",
      "KSFO\n",
      "Processed 16 airport datasets\n",
      "KSIT\n",
      "Processed 17 airport datasets\n",
      "PYAK\n",
      "Processed 18 airport datasets\n",
      "KOAK\n",
      "Processed 19 airport datasets\n",
      "KOTH\n",
      "Processed 20 airport datasets\n",
      "PADQ\n",
      "Processed 21 airport datasets\n",
      "KVBG\n",
      "Processed 22 airport datasets\n",
      "PADK\n",
      "Processed 1 airport datasets\n",
      "CYAZ\n",
      "Processed 2 airport datasets\n",
      "KACV\n",
      "Processed 3 airport datasets\n",
      "PAHO\n",
      "Processed 4 airport datasets\n",
      "KLGB\n",
      "Processed 5 airport datasets\n",
      "KNUC\n",
      "Processed 6 airport datasets\n",
      "KNTD\n",
      "Processed 7 airport datasets\n",
      "KNZY\n",
      "Processed 8 airport datasets\n",
      "PACD\n",
      "Processed 9 airport datasets\n",
      "PANT\n",
      "Processed 10 airport datasets\n",
      "KMRY\n",
      "Processed 11 airport datasets\n",
      "KLAX\n",
      "Processed 12 airport datasets\n",
      "KAST\n",
      "Processed 13 airport datasets\n",
      "KSAN\n",
      "Processed 14 airport datasets\n",
      "KNSI\n",
      "Processed 15 airport datasets\n",
      "KSFO\n",
      "Processed 16 airport datasets\n",
      "KSIT\n",
      "Processed 17 airport datasets\n",
      "PYAK\n",
      "Processed 18 airport datasets\n",
      "KOAK\n",
      "Processed 19 airport datasets\n",
      "KOTH\n",
      "Processed 20 airport datasets\n",
      "PADQ\n",
      "Processed 21 airport datasets\n",
      "KVBG\n",
      "Processed 22 airport datasets\n",
      "PADK\n",
      "Processed 1 airport datasets\n",
      "CYAZ\n",
      "Processed 2 airport datasets\n",
      "KACV\n",
      "Processed 3 airport datasets\n",
      "PAHO\n",
      "Processed 4 airport datasets\n",
      "KLGB\n",
      "Processed 5 airport datasets\n",
      "KNUC\n",
      "Processed 6 airport datasets\n",
      "KNTD\n",
      "Processed 7 airport datasets\n",
      "KNZY\n",
      "Processed 8 airport datasets\n",
      "PACD\n",
      "Processed 9 airport datasets\n",
      "PANT\n",
      "Processed 10 airport datasets\n",
      "KMRY\n",
      "Processed 11 airport datasets\n",
      "KLAX\n",
      "Processed 12 airport datasets\n",
      "KAST\n",
      "Processed 13 airport datasets\n",
      "KSAN\n",
      "Processed 14 airport datasets\n",
      "KNSI\n",
      "Processed 15 airport datasets\n",
      "KSFO\n",
      "Processed 16 airport datasets\n",
      "KSIT\n",
      "Processed 17 airport datasets\n",
      "PYAK\n",
      "Processed 18 airport datasets\n",
      "KOAK\n",
      "Processed 19 airport datasets\n",
      "KOTH\n",
      "Processed 20 airport datasets\n",
      "PADQ\n",
      "Processed 21 airport datasets\n",
      "KVBG\n",
      "Processed 22 airport datasets\n",
      "PADK\n",
      "Processed 1 airport datasets\n",
      "CYAZ\n",
      "Processed 2 airport datasets\n",
      "KACV\n",
      "Processed 3 airport datasets\n",
      "PAHO\n",
      "Processed 4 airport datasets\n",
      "KLGB\n",
      "Processed 5 airport datasets\n",
      "KNUC\n",
      "Processed 6 airport datasets\n",
      "KNTD\n",
      "Processed 7 airport datasets\n",
      "KNZY\n",
      "Processed 8 airport datasets\n",
      "PACD\n",
      "Processed 9 airport datasets\n",
      "PANT\n",
      "Processed 10 airport datasets\n",
      "KMRY\n",
      "Processed 11 airport datasets\n",
      "KLAX\n",
      "Processed 12 airport datasets\n",
      "KAST\n",
      "Processed 13 airport datasets\n",
      "KSAN\n",
      "Processed 14 airport datasets\n",
      "KNSI\n",
      "Processed 15 airport datasets\n",
      "KSFO\n",
      "Processed 16 airport datasets\n",
      "KSIT\n",
      "Processed 17 airport datasets\n",
      "PYAK\n",
      "Processed 18 airport datasets\n",
      "KOAK\n",
      "Processed 19 airport datasets\n",
      "KOTH\n",
      "Processed 20 airport datasets\n",
      "PADQ\n",
      "Processed 21 airport datasets\n",
      "KVBG\n",
      "Processed 22 airport datasets\n",
      "PADK\n",
      "Processed 1 airport datasets\n",
      "CYAZ\n",
      "Processed 2 airport datasets\n",
      "KACV\n",
      "Processed 3 airport datasets\n",
      "PAHO\n",
      "Processed 4 airport datasets\n",
      "KLGB\n",
      "Processed 5 airport datasets\n",
      "KNUC\n",
      "Processed 6 airport datasets\n",
      "KNTD\n",
      "Processed 7 airport datasets\n",
      "KNZY\n",
      "Processed 8 airport datasets\n",
      "PACD\n",
      "Processed 9 airport datasets\n",
      "PANT\n",
      "Processed 10 airport datasets\n",
      "KMRY\n",
      "Processed 11 airport datasets\n",
      "KLAX\n",
      "Processed 12 airport datasets\n",
      "KAST\n",
      "Processed 13 airport datasets\n",
      "KSAN\n",
      "Processed 14 airport datasets\n",
      "KNSI\n",
      "Processed 15 airport datasets\n",
      "KSFO\n",
      "Processed 16 airport datasets\n",
      "KSIT\n",
      "Processed 17 airport datasets\n",
      "PYAK\n",
      "Processed 18 airport datasets\n",
      "KOAK\n",
      "Processed 19 airport datasets\n",
      "KOTH\n",
      "Processed 20 airport datasets\n",
      "PADQ\n",
      "Processed 21 airport datasets\n",
      "KVBG\n",
      "Processed 22 airport datasets\n"
     ]
    }
   ],
   "source": [
    "# by month\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"April\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "Table_Creation(years, months, hours, elevation_def)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"May\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "Table_Creation(years, months, hours, elevation_def)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"June\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "Table_Creation(years, months, hours, elevation_def)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"July\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "Table_Creation(years, months, hours, elevation_def)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"August\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "Table_Creation(years, months, hours, elevation_def)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"September\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "Table_Creation(years, months, hours, elevation_def)\n",
    "\n",
    "# by season\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"May\", \"June\", \"July\", \"August\", \"September\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "Table_Creation(years, months, hours, elevation_def)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"April\", \"May\", \"June\", \"July\", \"August\", \"September\", \"October\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "Table_Creation(years, months, hours, elevation_def)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table Creation by Era\n",
    "### Variables:\n",
    "### - years = 1950-2023\n",
    "### - elevation def = 1000\n",
    "### - era_length = 30\n",
    "### Saves to \n",
    "### - Airport_Data_Tables/\n",
    "### - CLC_Data/Avg_Tables/ \n",
    "### - CLC_Data/Value_Tables/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed 1 dataset eras\n",
      "[0000000000000000000000000000000000000000000]\n",
      "Processed 2 dataset eras\n",
      "[1000000000000000000000000000000000000000000]\n",
      "Processed 3 dataset eras\n",
      "[1100000000000000000000000000000000000000000]\n",
      "Processed 4 dataset eras\n",
      "[1110000000000000000000000000000000000000000]\n",
      "Processed 5 dataset eras\n",
      "[1111000000000000000000000000000000000000000]\n",
      "Processed 6 dataset eras\n",
      "[1111100000000000000000000000000000000000000]\n",
      "Processed 7 dataset eras\n",
      "[1111110000000000000000000000000000000000000]\n",
      "Processed 8 dataset eras\n",
      "[1111111000000000000000000000000000000000000]\n",
      "Processed 9 dataset eras\n",
      "[1111111100000000000000000000000000000000000]\n",
      "Processed 10 dataset eras\n",
      "[1111111110000000000000000000000000000000000]\n",
      "Processed 11 dataset eras\n",
      "[1111111111000000000000000000000000000000000]\n",
      "Processed 12 dataset eras\n",
      "[1111111111100000000000000000000000000000000]\n",
      "Processed 13 dataset eras\n",
      "[1111111111110000000000000000000000000000000]\n",
      "Processed 14 dataset eras\n",
      "[1111111111111000000000000000000000000000000]\n",
      "Processed 15 dataset eras\n",
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      "Processed 16 dataset eras\n",
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      "Processed 17 dataset eras\n",
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     ]
    }
   ],
   "source": [
    "# by month\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"April\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"May\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"June\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"July\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"August\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"September\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"October\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)\n",
    "\n",
    "# by season\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"May\", \"June\", \"July\", \"August\", \"September\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)\n",
    "\n",
    "years = range(1950, 2024)\n",
    "months = [\"April\", \"May\", \"June\", \"July\", \"August\", \"September\", \"October\"]\n",
    "hours = [7, 10, 13, 16]\n",
    "elevation_def = 1000\n",
    "era_length = 30\n",
    "Table_Creation_Era(years, months, hours, elevation_def, era_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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