GPS_data_process_analyse_simple.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6a079093-9aa8-425a-8b05-684917048932",
   "metadata": {},
   "source": [
    "# Processing of US Coastguard GPS disruption data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f93a3faf-35cd-44f7-bf47-00a7a94184b7",
   "metadata": {},
   "source": [
    "## Prerequisites"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "571ad400-44c0-44be-9f28-361e0e0df9cf",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Installs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7703d7d6-2cb6-46a3-a09e-2c6c042eb3a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: lxml in /usr/local/python/3.10.13/lib/python3.10/site-packages (4.9.3)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install lxml"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f2e09d9-259a-4d7e-916a-dc94bba454d8",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "09bbb9e4-54e4-46a3-8cbb-3430adfcad01",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from datetime import datetime as dt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "400e0bb0-700b-477e-bec0-5505b7da33e4",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Webscrape\n",
    "Run this to webscrape the data to files. If you already have the data locally, skip this section."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ca17ead-3145-4925-b3c7-65226f4cc0b9",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Web scrape GPS interruptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3ec7a4d4-671d-4057-b174-8fa8e9810751",
   "metadata": {},
   "outputs": [],
   "source": [
    "table_list = pd.read_html(r'https://navcen.uscg.gov/gps-problem-report-status')\n",
    "table_list[0].to_csv('gps_navcen.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7560a2a1-b006-4f8a-9847-66d9b2eba912",
   "metadata": {},
   "source": [
    "### Web scrape wikipedia \n",
    "#### US state codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a25e6e01-62c1-47e4-9b0c-7fb228179f7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "table_list_iso3166= pd.read_html('https://en.wikipedia.org/wiki/ISO_3166-2:US')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cea95b3b-f176-42cc-998f-baf9a22d892b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Subdivision name (en)</th>\n",
       "      <th>Subdivision category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>US-AL</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>US-AK</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US-AZ</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US-AR</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US-CA</td>\n",
       "      <td>California</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>US-CO</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>US-CT</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>US-DE</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>US-FL</td>\n",
       "      <td>Florida</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>US-GA</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>US-HI</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>US-ID</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>US-IL</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>US-IN</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>US-IA</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>US-KS</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>US-KY</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>US-LA</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>US-ME</td>\n",
       "      <td>Maine</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>US-MD</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>US-MA</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>US-MI</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>US-MN</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>US-MS</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>US-MO</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>US-MT</td>\n",
       "      <td>Montana</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>US-NE</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>US-NV</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>US-NH</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>US-NJ</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>US-NM</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>US-NY</td>\n",
       "      <td>New York</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>US-NC</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>US-ND</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>US-OH</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>US-OK</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>US-OR</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>US-PA</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>US-RI</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>US-SC</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>US-SD</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>US-TN</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>US-TX</td>\n",
       "      <td>Texas</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>US-UT</td>\n",
       "      <td>Utah</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>US-VT</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>US-VA</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>US-WA</td>\n",
       "      <td>Washington</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>US-WV</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>US-WI</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>US-WY</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>State</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>US-DC</td>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>District</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>US-AS</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>Outlying area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>US-GU</td>\n",
       "      <td>Guam</td>\n",
       "      <td>Outlying area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>US-MP</td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "      <td>Outlying area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>US-PR</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>Outlying area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>US-UM</td>\n",
       "      <td>United States Minor Outlying Islands</td>\n",
       "      <td>Outlying area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>US-VI</td>\n",
       "      <td>Virgin Islands, U.S.</td>\n",
       "      <td>Outlying area</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                 Subdivision name (en) Subdivision category\n",
       "0   US-AL                               Alabama                State\n",
       "1   US-AK                                Alaska                State\n",
       "2   US-AZ                               Arizona                State\n",
       "3   US-AR                              Arkansas                State\n",
       "4   US-CA                            California                State\n",
       "5   US-CO                              Colorado                State\n",
       "6   US-CT                           Connecticut                State\n",
       "7   US-DE                              Delaware                State\n",
       "8   US-FL                               Florida                State\n",
       "9   US-GA                               Georgia                State\n",
       "10  US-HI                                Hawaii                State\n",
       "11  US-ID                                 Idaho                State\n",
       "12  US-IL                              Illinois                State\n",
       "13  US-IN                               Indiana                State\n",
       "14  US-IA                                  Iowa                State\n",
       "15  US-KS                                Kansas                State\n",
       "16  US-KY                              Kentucky                State\n",
       "17  US-LA                             Louisiana                State\n",
       "18  US-ME                                 Maine                State\n",
       "19  US-MD                              Maryland                State\n",
       "20  US-MA                         Massachusetts                State\n",
       "21  US-MI                              Michigan                State\n",
       "22  US-MN                             Minnesota                State\n",
       "23  US-MS                           Mississippi                State\n",
       "24  US-MO                              Missouri                State\n",
       "25  US-MT                               Montana                State\n",
       "26  US-NE                              Nebraska                State\n",
       "27  US-NV                                Nevada                State\n",
       "28  US-NH                         New Hampshire                State\n",
       "29  US-NJ                            New Jersey                State\n",
       "30  US-NM                            New Mexico                State\n",
       "31  US-NY                              New York                State\n",
       "32  US-NC                        North Carolina                State\n",
       "33  US-ND                          North Dakota                State\n",
       "34  US-OH                                  Ohio                State\n",
       "35  US-OK                              Oklahoma                State\n",
       "36  US-OR                                Oregon                State\n",
       "37  US-PA                          Pennsylvania                State\n",
       "38  US-RI                          Rhode Island                State\n",
       "39  US-SC                        South Carolina                State\n",
       "40  US-SD                          South Dakota                State\n",
       "41  US-TN                             Tennessee                State\n",
       "42  US-TX                                 Texas                State\n",
       "43  US-UT                                  Utah                State\n",
       "44  US-VT                               Vermont                State\n",
       "45  US-VA                              Virginia                State\n",
       "46  US-WA                            Washington                State\n",
       "47  US-WV                         West Virginia                State\n",
       "48  US-WI                             Wisconsin                State\n",
       "49  US-WY                               Wyoming                State\n",
       "50  US-DC                  District of Columbia             District\n",
       "51  US-AS                        American Samoa        Outlying area\n",
       "52  US-GU                                  Guam        Outlying area\n",
       "53  US-MP              Northern Mariana Islands        Outlying area\n",
       "54  US-PR                           Puerto Rico        Outlying area\n",
       "55  US-UM  United States Minor Outlying Islands        Outlying area\n",
       "56  US-VI                  Virgin Islands, U.S.        Outlying area"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table_list_iso3166[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "978335fb-7afb-46ca-afd7-840566b88391",
   "metadata": {},
   "outputs": [],
   "source": [
    "US_states_iso3166=table_list_iso3166[0]\n",
    "US_states_iso3166['clean_state']=US_states_iso3166['Code'].str.split('-',expand=True)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "15a6cb5e-dc35-40a0-b342-8aff6ab83bd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "US_states_iso3166.to_csv('US_states_iso3166.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77465824-d22a-4e64-910b-28caafe867c1",
   "metadata": {},
   "source": [
    "#### List of sovereign states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bb64ddcf-42b5-4c4b-9b6e-2559a98d9391",
   "metadata": {},
   "outputs": [],
   "source": [
    "sovereign_states_list= pd.read_html('https://en.wikipedia.org/wiki/ISO_3166-1_alpha-2')[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6a7a8b94-fd03-40eb-9532-8d1201477812",
   "metadata": {},
   "outputs": [],
   "source": [
    "sovereign_states_list[sovereign_states_list['Country name (using title case)'].notna()].to_csv('sovereign_states.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21079639-93d7-4b29-8578-35bc7945d574",
   "metadata": {},
   "source": [
    "## Processing and Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b6e2c48-2566-4369-bf82-5f35a582d794",
   "metadata": {},
   "source": [
    "### Load from csv files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f0c07b05-a645-400f-919e-f2260bfc56ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "gps_disruption_df=pd.read_csv('gps_navcen.csv')\n",
    "two_letter_codes=pd.read_csv('US_states_iso3166.csv')\n",
    "sovereign_states=pd.read_csv('sovereign_states.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "82947d92-9898-423f-be62-8a744ff38c8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "gps_disruption_df['User']=gps_disruption_df['Description'].str.split(pat='NAVCEN:',n=1,expand=True)[0]\n",
    "gps_disruption_df['NAVCEN']=gps_disruption_df['Description'].str.split(pat='NAVCEN:',n=1,expand=True)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "29a65651-5871-410a-aa3c-24889de04d51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disruption Date/Time</th>\n",
       "      <th>Location</th>\n",
       "      <th>Type</th>\n",
       "      <th>Description</th>\n",
       "      <th>Cause</th>\n",
       "      <th>Closed Date</th>\n",
       "      <th>User</th>\n",
       "      <th>NAVCEN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>06/15/2023 15:55:00 Eastern African Time</td>\n",
       "      <td>JAZIRAT JABAL ZUQAR</td>\n",
       "      <td>Marine</td>\n",
       "      <td>USER: GPS Disruption Commenced at 1555 LT (125...</td>\n",
       "      <td>Unknown Interference</td>\n",
       "      <td>06/22/2023</td>\n",
       "      <td>USER: GPS Disruption Commenced at 1555 LT (125...</td>\n",
       "      <td>The GPS Operations Center reviewed the GPS Co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>06/02/2023 13:38:00 EST</td>\n",
       "      <td>Sparta, Georgia</td>\n",
       "      <td>Automobile</td>\n",
       "      <td>USER: On three separate devices, GPS was eithe...</td>\n",
       "      <td>Insufficient Information</td>\n",
       "      <td>06/22/2023</td>\n",
       "      <td>USER: On three separate devices, GPS was eithe...</td>\n",
       "      <td>The GPS Operations Center reviewed the GPS Co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>05/25/2023 05:55:00 UTC</td>\n",
       "      <td>Annapolis, MD</td>\n",
       "      <td>Other</td>\n",
       "      <td>USER: The tracking system on my boat sent an a...</td>\n",
       "      <td>Insufficient Information</td>\n",
       "      <td>06/22/2023</td>\n",
       "      <td>USER: The tracking system on my boat sent an a...</td>\n",
       "      <td>The GPS Operations Center reviewed the GPS Co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>05/22/2023 16:26:00 PST</td>\n",
       "      <td>Perris, CA</td>\n",
       "      <td>Communications</td>\n",
       "      <td>USER: Google pin wanders off beyond GPS margin...</td>\n",
       "      <td>User Equipment</td>\n",
       "      <td>06/22/2023</td>\n",
       "      <td>USER: Google pin wanders off beyond GPS margin...</td>\n",
       "      <td>There were no authorized GPS tests in the are...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>05/13/2023 23:30:31 EEST</td>\n",
       "      <td>Constanta, Romania</td>\n",
       "      <td>Timing</td>\n",
       "      <td>USER: We have often GPS outages, almost every ...</td>\n",
       "      <td>Unknown Interference</td>\n",
       "      <td>06/21/2023</td>\n",
       "      <td>USER: We have often GPS outages, almost every ...</td>\n",
       "      <td>The GPS Operations Center reviewed the GPS Co...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>01/05/2017 4:35 UTC</td>\n",
       "      <td>Chile</td>\n",
       "      <td>Law Enforcement</td>\n",
       "      <td>User: There were large spikes in geozone alarm...</td>\n",
       "      <td>User Equipment</td>\n",
       "      <td>05/20/2019</td>\n",
       "      <td>User: There were large spikes in geozone alarm...</td>\n",
       "      <td>The GPS Operations Center reviewed the GPS Co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>01/03/2017 11:AM CST</td>\n",
       "      <td>San Angelo Airport</td>\n",
       "      <td>Aviation</td>\n",
       "      <td>User: The GPS systems in normal mode not milit...</td>\n",
       "      <td>Unintentional Interference</td>\n",
       "      <td>05/20/2019</td>\n",
       "      <td>User: The GPS systems in normal mode not milit...</td>\n",
       "      <td>Report referred to FCC. FCC conducted an inve...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>01/02/2017 3:00 EST</td>\n",
       "      <td>North Carolina - South Carolina border</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>User: GPS would say when you plug in that ther...</td>\n",
       "      <td>User Equipment</td>\n",
       "      <td>05/20/2019</td>\n",
       "      <td>User: GPS would say when you plug in that ther...</td>\n",
       "      <td>The GPS Operations Center reviewed the GPS Co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>01/01/2017 12:00 EST</td>\n",
       "      <td>Elizabeth, NJ</td>\n",
       "      <td>Transportation</td>\n",
       "      <td>User: My business is located in Elizabeth, NJ....</td>\n",
       "      <td>Mapping Issue</td>\n",
       "      <td>05/20/2019</td>\n",
       "      <td>User: My business is located in Elizabeth, NJ....</td>\n",
       "      <td>User provided information on how to contact m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>11/16/2016 7h37 UTC</td>\n",
       "      <td>Rennes, France</td>\n",
       "      <td>Research</td>\n",
       "      <td>User: I experimented high range error on PRN 3...</td>\n",
       "      <td>User Equipment</td>\n",
       "      <td>05/20/2019</td>\n",
       "      <td>User: I experimented high range error on PRN 3...</td>\n",
       "      <td>The GPS Operations Center reviewed the GPS Co...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>459 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Disruption Date/Time  \\\n",
       "0    06/15/2023 15:55:00 Eastern African Time   \n",
       "1                     06/02/2023 13:38:00 EST   \n",
       "2                     05/25/2023 05:55:00 UTC   \n",
       "3                     05/22/2023 16:26:00 PST   \n",
       "4                    05/13/2023 23:30:31 EEST   \n",
       "..                                        ...   \n",
       "454                       01/05/2017 4:35 UTC   \n",
       "455                      01/03/2017 11:AM CST   \n",
       "456                       01/02/2017 3:00 EST   \n",
       "457                      01/01/2017 12:00 EST   \n",
       "458                       11/16/2016 7h37 UTC   \n",
       "\n",
       "                                   Location             Type  \\\n",
       "0                       JAZIRAT JABAL ZUQAR           Marine   \n",
       "1                           Sparta, Georgia       Automobile   \n",
       "2                             Annapolis, MD            Other   \n",
       "3                                Perris, CA   Communications   \n",
       "4                        Constanta, Romania           Timing   \n",
       "..                                      ...              ...   \n",
       "454                                   Chile  Law Enforcement   \n",
       "455                      San Angelo Airport         Aviation   \n",
       "456  North Carolina - South Carolina border   Transportation   \n",
       "457                           Elizabeth, NJ   Transportation   \n",
       "458                          Rennes, France         Research   \n",
       "\n",
       "                                           Description  \\\n",
       "0    USER: GPS Disruption Commenced at 1555 LT (125...   \n",
       "1    USER: On three separate devices, GPS was eithe...   \n",
       "2    USER: The tracking system on my boat sent an a...   \n",
       "3    USER: Google pin wanders off beyond GPS margin...   \n",
       "4    USER: We have often GPS outages, almost every ...   \n",
       "..                                                 ...   \n",
       "454  User: There were large spikes in geozone alarm...   \n",
       "455  User: The GPS systems in normal mode not milit...   \n",
       "456  User: GPS would say when you plug in that ther...   \n",
       "457  User: My business is located in Elizabeth, NJ....   \n",
       "458  User: I experimented high range error on PRN 3...   \n",
       "\n",
       "                          Cause Closed Date  \\\n",
       "0          Unknown Interference  06/22/2023   \n",
       "1      Insufficient Information  06/22/2023   \n",
       "2      Insufficient Information  06/22/2023   \n",
       "3                User Equipment  06/22/2023   \n",
       "4          Unknown Interference  06/21/2023   \n",
       "..                          ...         ...   \n",
       "454              User Equipment  05/20/2019   \n",
       "455  Unintentional Interference  05/20/2019   \n",
       "456              User Equipment  05/20/2019   \n",
       "457               Mapping Issue  05/20/2019   \n",
       "458              User Equipment  05/20/2019   \n",
       "\n",
       "                                                  User  \\\n",
       "0    USER: GPS Disruption Commenced at 1555 LT (125...   \n",
       "1    USER: On three separate devices, GPS was eithe...   \n",
       "2    USER: The tracking system on my boat sent an a...   \n",
       "3    USER: Google pin wanders off beyond GPS margin...   \n",
       "4    USER: We have often GPS outages, almost every ...   \n",
       "..                                                 ...   \n",
       "454  User: There were large spikes in geozone alarm...   \n",
       "455  User: The GPS systems in normal mode not milit...   \n",
       "456  User: GPS would say when you plug in that ther...   \n",
       "457  User: My business is located in Elizabeth, NJ....   \n",
       "458  User: I experimented high range error on PRN 3...   \n",
       "\n",
       "                                                NAVCEN  \n",
       "0     The GPS Operations Center reviewed the GPS Co...  \n",
       "1     The GPS Operations Center reviewed the GPS Co...  \n",
       "2     The GPS Operations Center reviewed the GPS Co...  \n",
       "3     There were no authorized GPS tests in the are...  \n",
       "4     The GPS Operations Center reviewed the GPS Co...  \n",
       "..                                                 ...  \n",
       "454   The GPS Operations Center reviewed the GPS Co...  \n",
       "455   Report referred to FCC. FCC conducted an inve...  \n",
       "456   The GPS Operations Center reviewed the GPS Co...  \n",
       "457   User provided information on how to contact m...  \n",
       "458   The GPS Operations Center reviewed the GPS Co...  \n",
       "\n",
       "[459 rows x 8 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gps_disruption_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d640c40-c321-473f-aa00-5e6fa67dbcf6",
   "metadata": {},
   "source": [
    "## Analyse disruptions by date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bff75004-449c-4cbf-b543-7f58c5b10a1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "gps_disruption_df['local_date']=gps_disruption_df['Disruption Date/Time']\\\n",
    ".apply(lambda x:dt.strptime(x[0:10],'%m/%d/%Y'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdd2ca0f-64f8-4d63-b94b-b2425fd81c97",
   "metadata": {},
   "source": [
    "The local date is the UTC date with up to 0.5 day error. That's not bad for analysis to the nearest day. This will have to be improved for more precise analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1fd44f7d-b467-4af7-9a2c-10f79a964045",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='local_date'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gps_disruption_df.resample('M', on='local_date').\\\n",
    "count()['Disruption Date/Time'].plot(rot=90)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02920851-0daf-419a-8a52-a470621e5f45",
   "metadata": {},
   "source": [
    "## Analyse disruptions by location"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c85b235a-30c1-4e69-821b-458f535cd754",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Add UK and US to two letter codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fc9118fa-e2d7-46c1-8c0f-667eb31f79d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "two_letter_codes['code_spaced']=two_letter_codes['Code'].str.replace('-',' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3f54257e-a5cc-4220-956b-c4022c339925",
   "metadata": {},
   "outputs": [],
   "source": [
    "two_letter_codes=\\\n",
    "pd.concat([two_letter_codes,\\\n",
    "           pd.DataFrame({'Code':\"GB\",'Subdivision name (en)':\"United Kingdom\",'Subdivision category':\"Country\",'clean_state':\"UK\",'code_spaced':\"UK\"},index=[two_letter_codes['Code'].count()])])\n",
    "two_letter_codes=\\\n",
    "pd.concat([two_letter_codes,\\\n",
    "           pd.DataFrame({'Code':\"US\",'Subdivision name (en)':\"United States\",'Subdivision category':\"Country\",'clean_state':\"US\",'code_spaced':\"US\"},index=[two_letter_codes['Code'].count()])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "601c2c00-e420-4949-8d44-edb8c3f26beb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Subdivision name (en)</th>\n",
       "      <th>Subdivision category</th>\n",
       "      <th>clean_state</th>\n",
       "      <th>code_spaced</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>US-AL</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>State</td>\n",
       "      <td>AL</td>\n",
       "      <td>US AL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>US-AK</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>State</td>\n",
       "      <td>AK</td>\n",
       "      <td>US AK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>US-AZ</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>State</td>\n",
       "      <td>AZ</td>\n",
       "      <td>US AZ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>US-AR</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>State</td>\n",
       "      <td>AR</td>\n",
       "      <td>US AR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>US-CA</td>\n",
       "      <td>California</td>\n",
       "      <td>State</td>\n",
       "      <td>CA</td>\n",
       "      <td>US CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>US-CO</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>State</td>\n",
       "      <td>CO</td>\n",
       "      <td>US CO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>US-CT</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>State</td>\n",
       "      <td>CT</td>\n",
       "      <td>US CT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>US-DE</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>State</td>\n",
       "      <td>DE</td>\n",
       "      <td>US DE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>US-FL</td>\n",
       "      <td>Florida</td>\n",
       "      <td>State</td>\n",
       "      <td>FL</td>\n",
       "      <td>US FL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>US-GA</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>State</td>\n",
       "      <td>GA</td>\n",
       "      <td>US GA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>US-HI</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>State</td>\n",
       "      <td>HI</td>\n",
       "      <td>US HI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>US-ID</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>State</td>\n",
       "      <td>ID</td>\n",
       "      <td>US ID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>US-IL</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>State</td>\n",
       "      <td>IL</td>\n",
       "      <td>US IL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>US-IN</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>State</td>\n",
       "      <td>IN</td>\n",
       "      <td>US IN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>US-IA</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>State</td>\n",
       "      <td>IA</td>\n",
       "      <td>US IA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>US-KS</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>State</td>\n",
       "      <td>KS</td>\n",
       "      <td>US KS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>US-KY</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>State</td>\n",
       "      <td>KY</td>\n",
       "      <td>US KY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>US-LA</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>State</td>\n",
       "      <td>LA</td>\n",
       "      <td>US LA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>US-ME</td>\n",
       "      <td>Maine</td>\n",
       "      <td>State</td>\n",
       "      <td>ME</td>\n",
       "      <td>US ME</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>US-MD</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>State</td>\n",
       "      <td>MD</td>\n",
       "      <td>US MD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>US-MA</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>State</td>\n",
       "      <td>MA</td>\n",
       "      <td>US MA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>US-MI</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>State</td>\n",
       "      <td>MI</td>\n",
       "      <td>US MI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>US-MN</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>State</td>\n",
       "      <td>MN</td>\n",
       "      <td>US MN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>US-MS</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>State</td>\n",
       "      <td>MS</td>\n",
       "      <td>US MS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>US-MO</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>State</td>\n",
       "      <td>MO</td>\n",
       "      <td>US MO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>US-MT</td>\n",
       "      <td>Montana</td>\n",
       "      <td>State</td>\n",
       "      <td>MT</td>\n",
       "      <td>US MT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>US-NE</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>State</td>\n",
       "      <td>NE</td>\n",
       "      <td>US NE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>US-NV</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>State</td>\n",
       "      <td>NV</td>\n",
       "      <td>US NV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>US-NH</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>State</td>\n",
       "      <td>NH</td>\n",
       "      <td>US NH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>US-NJ</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>State</td>\n",
       "      <td>NJ</td>\n",
       "      <td>US NJ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>US-NM</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>State</td>\n",
       "      <td>NM</td>\n",
       "      <td>US NM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>US-NY</td>\n",
       "      <td>New York</td>\n",
       "      <td>State</td>\n",
       "      <td>NY</td>\n",
       "      <td>US NY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>US-NC</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>State</td>\n",
       "      <td>NC</td>\n",
       "      <td>US NC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>US-ND</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>State</td>\n",
       "      <td>ND</td>\n",
       "      <td>US ND</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>US-OH</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>State</td>\n",
       "      <td>OH</td>\n",
       "      <td>US OH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>US-OK</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>State</td>\n",
       "      <td>OK</td>\n",
       "      <td>US OK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>US-OR</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>State</td>\n",
       "      <td>OR</td>\n",
       "      <td>US OR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>US-PA</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>State</td>\n",
       "      <td>PA</td>\n",
       "      <td>US PA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>US-RI</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>State</td>\n",
       "      <td>RI</td>\n",
       "      <td>US RI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>US-SC</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>State</td>\n",
       "      <td>SC</td>\n",
       "      <td>US SC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>US-SD</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>State</td>\n",
       "      <td>SD</td>\n",
       "      <td>US SD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>US-TN</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>State</td>\n",
       "      <td>TN</td>\n",
       "      <td>US TN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>US-TX</td>\n",
       "      <td>Texas</td>\n",
       "      <td>State</td>\n",
       "      <td>TX</td>\n",
       "      <td>US TX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>US-UT</td>\n",
       "      <td>Utah</td>\n",
       "      <td>State</td>\n",
       "      <td>UT</td>\n",
       "      <td>US UT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>US-VT</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>State</td>\n",
       "      <td>VT</td>\n",
       "      <td>US VT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>US-VA</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>State</td>\n",
       "      <td>VA</td>\n",
       "      <td>US VA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>US-WA</td>\n",
       "      <td>Washington</td>\n",
       "      <td>State</td>\n",
       "      <td>WA</td>\n",
       "      <td>US WA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>US-WV</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>State</td>\n",
       "      <td>WV</td>\n",
       "      <td>US WV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>US-WI</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>State</td>\n",
       "      <td>WI</td>\n",
       "      <td>US WI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>US-WY</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>State</td>\n",
       "      <td>WY</td>\n",
       "      <td>US WY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>US-DC</td>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>District</td>\n",
       "      <td>DC</td>\n",
       "      <td>US DC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>US-AS</td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>Outlying area</td>\n",
       "      <td>AS</td>\n",
       "      <td>US AS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>US-GU</td>\n",
       "      <td>Guam</td>\n",
       "      <td>Outlying area</td>\n",
       "      <td>GU</td>\n",
       "      <td>US GU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>US-MP</td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "      <td>Outlying area</td>\n",
       "      <td>MP</td>\n",
       "      <td>US MP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>US-PR</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>Outlying area</td>\n",
       "      <td>PR</td>\n",
       "      <td>US PR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>US-UM</td>\n",
       "      <td>United States Minor Outlying Islands</td>\n",
       "      <td>Outlying area</td>\n",
       "      <td>UM</td>\n",
       "      <td>US UM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>US-VI</td>\n",
       "      <td>Virgin Islands, U.S.</td>\n",
       "      <td>Outlying area</td>\n",
       "      <td>VI</td>\n",
       "      <td>US VI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>GB</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Country</td>\n",
       "      <td>UK</td>\n",
       "      <td>UK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>US</td>\n",
       "      <td>United States</td>\n",
       "      <td>Country</td>\n",
       "      <td>US</td>\n",
       "      <td>US</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                 Subdivision name (en) Subdivision category  \\\n",
       "0   US-AL                               Alabama                State   \n",
       "1   US-AK                                Alaska                State   \n",
       "2   US-AZ                               Arizona                State   \n",
       "3   US-AR                              Arkansas                State   \n",
       "4   US-CA                            California                State   \n",
       "5   US-CO                              Colorado                State   \n",
       "6   US-CT                           Connecticut                State   \n",
       "7   US-DE                              Delaware                State   \n",
       "8   US-FL                               Florida                State   \n",
       "9   US-GA                               Georgia                State   \n",
       "10  US-HI                                Hawaii                State   \n",
       "11  US-ID                                 Idaho                State   \n",
       "12  US-IL                              Illinois                State   \n",
       "13  US-IN                               Indiana                State   \n",
       "14  US-IA                                  Iowa                State   \n",
       "15  US-KS                                Kansas                State   \n",
       "16  US-KY                              Kentucky                State   \n",
       "17  US-LA                             Louisiana                State   \n",
       "18  US-ME                                 Maine                State   \n",
       "19  US-MD                              Maryland                State   \n",
       "20  US-MA                         Massachusetts                State   \n",
       "21  US-MI                              Michigan                State   \n",
       "22  US-MN                             Minnesota                State   \n",
       "23  US-MS                           Mississippi                State   \n",
       "24  US-MO                              Missouri                State   \n",
       "25  US-MT                               Montana                State   \n",
       "26  US-NE                              Nebraska                State   \n",
       "27  US-NV                                Nevada                State   \n",
       "28  US-NH                         New Hampshire                State   \n",
       "29  US-NJ                            New Jersey                State   \n",
       "30  US-NM                            New Mexico                State   \n",
       "31  US-NY                              New York                State   \n",
       "32  US-NC                        North Carolina                State   \n",
       "33  US-ND                          North Dakota                State   \n",
       "34  US-OH                                  Ohio                State   \n",
       "35  US-OK                              Oklahoma                State   \n",
       "36  US-OR                                Oregon                State   \n",
       "37  US-PA                          Pennsylvania                State   \n",
       "38  US-RI                          Rhode Island                State   \n",
       "39  US-SC                        South Carolina                State   \n",
       "40  US-SD                          South Dakota                State   \n",
       "41  US-TN                             Tennessee                State   \n",
       "42  US-TX                                 Texas                State   \n",
       "43  US-UT                                  Utah                State   \n",
       "44  US-VT                               Vermont                State   \n",
       "45  US-VA                              Virginia                State   \n",
       "46  US-WA                            Washington                State   \n",
       "47  US-WV                         West Virginia                State   \n",
       "48  US-WI                             Wisconsin                State   \n",
       "49  US-WY                               Wyoming                State   \n",
       "50  US-DC                  District of Columbia             District   \n",
       "51  US-AS                        American Samoa        Outlying area   \n",
       "52  US-GU                                  Guam        Outlying area   \n",
       "53  US-MP              Northern Mariana Islands        Outlying area   \n",
       "54  US-PR                           Puerto Rico        Outlying area   \n",
       "55  US-UM  United States Minor Outlying Islands        Outlying area   \n",
       "56  US-VI                  Virgin Islands, U.S.        Outlying area   \n",
       "57     GB                        United Kingdom              Country   \n",
       "58     US                         United States              Country   \n",
       "\n",
       "   clean_state code_spaced  \n",
       "0           AL       US AL  \n",
       "1           AK       US AK  \n",
       "2           AZ       US AZ  \n",
       "3           AR       US AR  \n",
       "4           CA       US CA  \n",
       "5           CO       US CO  \n",
       "6           CT       US CT  \n",
       "7           DE       US DE  \n",
       "8           FL       US FL  \n",
       "9           GA       US GA  \n",
       "10          HI       US HI  \n",
       "11          ID       US ID  \n",
       "12          IL       US IL  \n",
       "13          IN       US IN  \n",
       "14          IA       US IA  \n",
       "15          KS       US KS  \n",
       "16          KY       US KY  \n",
       "17          LA       US LA  \n",
       "18          ME       US ME  \n",
       "19          MD       US MD  \n",
       "20          MA       US MA  \n",
       "21          MI       US MI  \n",
       "22          MN       US MN  \n",
       "23          MS       US MS  \n",
       "24          MO       US MO  \n",
       "25          MT       US MT  \n",
       "26          NE       US NE  \n",
       "27          NV       US NV  \n",
       "28          NH       US NH  \n",
       "29          NJ       US NJ  \n",
       "30          NM       US NM  \n",
       "31          NY       US NY  \n",
       "32          NC       US NC  \n",
       "33          ND       US ND  \n",
       "34          OH       US OH  \n",
       "35          OK       US OK  \n",
       "36          OR       US OR  \n",
       "37          PA       US PA  \n",
       "38          RI       US RI  \n",
       "39          SC       US SC  \n",
       "40          SD       US SD  \n",
       "41          TN       US TN  \n",
       "42          TX       US TX  \n",
       "43          UT       US UT  \n",
       "44          VT       US VT  \n",
       "45          VA       US VA  \n",
       "46          WA       US WA  \n",
       "47          WV       US WV  \n",
       "48          WI       US WI  \n",
       "49          WY       US WY  \n",
       "50          DC       US DC  \n",
       "51          AS       US AS  \n",
       "52          GU       US GU  \n",
       "53          MP       US MP  \n",
       "54          PR       US PR  \n",
       "55          UM       US UM  \n",
       "56          VI       US VI  \n",
       "57          UK          UK  \n",
       "58          US          US  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "two_letter_codes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e62007b-d78a-47cf-b280-ff61f081d45c",
   "metadata": {},
   "source": [
    "### Add previous and common names to ISO list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8235b6f8-2e4c-4e8b-835a-46ed33577e82",
   "metadata": {},
   "outputs": [],
   "source": [
    "sovereign_states['previous country name']=\\\n",
    "sovereign_states['Notes']\\\n",
    ".str.split(pat='Previous ISO country name: ',n=1,expand=True)[1]\\\n",
    ".str.split(pat='(',n=1,expand=True)[0]\\\n",
    ".str.split(pat=';',n=1,expand=True)[0]\\\n",
    ".str.split(pat='.',n=1,expand=True)[0].str.strip()\n",
    "\n",
    "#       if 'Previous ISO country name: ' in str(x) \\\n",
    "#       else None ) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "66c24264-d2f2-4fda-838e-3c72d6b987fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "sovereign_states['common name']=\\\n",
    "sovereign_states['Notes']\\\n",
    ".str.split(pat='common name: ',n=1,expand=True)[1]\\\n",
    ".str.split(pat=')',n=1,expand=True)[0].str.strip()\n",
    "       #if 'common name: ' in str(x) \\\n",
    "       #else None )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ce8da5d5-febb-4ce5-bfcd-8c2320563420",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Country name (using title case)</th>\n",
       "      <th>Year</th>\n",
       "      <th>ccTLD</th>\n",
       "      <th>Notes</th>\n",
       "      <th>previous country name</th>\n",
       "      <th>common name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>BN</td>\n",
       "      <td>Brunei Darussalam</td>\n",
       "      <td>1974</td>\n",
       "      <td>.bn</td>\n",
       "      <td>Previous ISO country name: Brunei</td>\n",
       "      <td>Brunei</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>BO</td>\n",
       "      <td>Bolivia (Plurinational State of)</td>\n",
       "      <td>1974</td>\n",
       "      <td>.bo</td>\n",
       "      <td>Previous ISO country name: Bolivia</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>BQ</td>\n",
       "      <td>Bonaire, Sint Eustatius and Saba</td>\n",
       "      <td>2010</td>\n",
       "      <td>.bq</td>\n",
       "      <td>Consists of three Caribbean \"special municipal...</td>\n",
       "      <td>Bonaire, Saint Eustatius and Saba  BQ previous...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>CM</td>\n",
       "      <td>Cameroon</td>\n",
       "      <td>1974</td>\n",
       "      <td>.cm</td>\n",
       "      <td>Previous ISO country name: Cameroon, United Re...</td>\n",
       "      <td>Cameroon, United Republic of</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>CZ</td>\n",
       "      <td>Czechia</td>\n",
       "      <td>1993</td>\n",
       "      <td>.cz</td>\n",
       "      <td>Previous ISO country name: Czech Republic</td>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>EH</td>\n",
       "      <td>Western Sahara</td>\n",
       "      <td>1974</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Previous ISO country name: Spanish Sahara (cod...</td>\n",
       "      <td>Spanish Sahara</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>FM</td>\n",
       "      <td>Micronesia (Federated States of)</td>\n",
       "      <td>1986</td>\n",
       "      <td>.fm</td>\n",
       "      <td>Previous ISO country name: Micronesia</td>\n",
       "      <td>Micronesia</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>GB</td>\n",
       "      <td>United Kingdom of Great Britain and Northern I...</td>\n",
       "      <td>1974</td>\n",
       "      <td>.gb (.uk)</td>\n",
       "      <td>Includes Akrotiri and Dhekelia (Sovereign Base...</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>IR</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>1974</td>\n",
       "      <td>.ir</td>\n",
       "      <td>Previous ISO country name: Iran</td>\n",
       "      <td>Iran</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>KH</td>\n",
       "      <td>Cambodia</td>\n",
       "      <td>1974</td>\n",
       "      <td>.kh</td>\n",
       "      <td>Code taken from former name: Khmer Republic  P...</td>\n",
       "      <td>Kampuchea, Democratic</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>KM</td>\n",
       "      <td>Comoros</td>\n",
       "      <td>1974</td>\n",
       "      <td>.km</td>\n",
       "      <td>Code taken from name in Comorian: Komori Previ...</td>\n",
       "      <td>Comoro Islands</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>KN</td>\n",
       "      <td>Saint Kitts and Nevis</td>\n",
       "      <td>1974</td>\n",
       "      <td>.kn</td>\n",
       "      <td>Previous ISO country name: Saint Kitts-Nevis-A...</td>\n",
       "      <td>Saint Kitts-Nevis-Anguilla</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>KZ</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>1992</td>\n",
       "      <td>.kz</td>\n",
       "      <td>Previous ISO country name: Kazakstan</td>\n",
       "      <td>Kazakstan</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>LY</td>\n",
       "      <td>Libya</td>\n",
       "      <td>1974</td>\n",
       "      <td>.ly</td>\n",
       "      <td>Previous ISO country name: Libyan Arab Jamahiriya</td>\n",
       "      <td>Libyan Arab Jamahiriya</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>MD</td>\n",
       "      <td>Moldova, Republic of</td>\n",
       "      <td>1992</td>\n",
       "      <td>.md</td>\n",
       "      <td>Previous ISO country name: Moldova (briefly fr...</td>\n",
       "      <td>Moldova</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>MK</td>\n",
       "      <td>North Macedonia</td>\n",
       "      <td>1993</td>\n",
       "      <td>.mk</td>\n",
       "      <td>Code taken from name in Macedonian: Severna Ma...</td>\n",
       "      <td>Macedonia, the former Yugoslav Republic of</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>MO</td>\n",
       "      <td>Macao</td>\n",
       "      <td>1974</td>\n",
       "      <td>.mo</td>\n",
       "      <td>Previous ISO country name: Macau; Macao is off...</td>\n",
       "      <td>Macau</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>NL</td>\n",
       "      <td>Netherlands, Kingdom of the</td>\n",
       "      <td>1974</td>\n",
       "      <td>.nl</td>\n",
       "      <td>Officially includes the islands Bonaire, Saint...</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>NU</td>\n",
       "      <td>Niue</td>\n",
       "      <td>1974</td>\n",
       "      <td>.nu</td>\n",
       "      <td>Previous ISO country name: Niue Island</td>\n",
       "      <td>Niue Island</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>PN</td>\n",
       "      <td>Pitcairn</td>\n",
       "      <td>1974</td>\n",
       "      <td>.pn</td>\n",
       "      <td>Previous ISO country name: Pitcairn Islands</td>\n",
       "      <td>Pitcairn Islands</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>PS</td>\n",
       "      <td>Palestine, State of</td>\n",
       "      <td>1999</td>\n",
       "      <td>.ps</td>\n",
       "      <td>Previous ISO country name: Palestinian Territo...</td>\n",
       "      <td>Palestinian Territory, Occupied  Consists of t...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>SH</td>\n",
       "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
       "      <td>1974</td>\n",
       "      <td>.sh</td>\n",
       "      <td>Previous ISO country name: Saint Helena.</td>\n",
       "      <td>Saint Helena</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>SR</td>\n",
       "      <td>Suriname</td>\n",
       "      <td>1974</td>\n",
       "      <td>.sr</td>\n",
       "      <td>Previous ISO country name: Surinam</td>\n",
       "      <td>Surinam</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>SZ</td>\n",
       "      <td>Eswatini</td>\n",
       "      <td>1974</td>\n",
       "      <td>.sz</td>\n",
       "      <td>Previous ISO country name: Swaziland</td>\n",
       "      <td>Swaziland</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>TK</td>\n",
       "      <td>Tokelau</td>\n",
       "      <td>1974</td>\n",
       "      <td>.tk</td>\n",
       "      <td>Previous ISO country name: Tokelau Islands</td>\n",
       "      <td>Tokelau Islands</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>TR</td>\n",
       "      <td>Türkiye</td>\n",
       "      <td>1974</td>\n",
       "      <td>.tr</td>\n",
       "      <td>Previous ISO country name: Turkey</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>UA</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>1974</td>\n",
       "      <td>.ua</td>\n",
       "      <td>Previous ISO country name: Ukrainian SSR  Code...</td>\n",
       "      <td>Ukrainian SSR  Code assigned as the country wa...</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>US</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>1974</td>\n",
       "      <td>.us</td>\n",
       "      <td>Previous ISO country name: United States</td>\n",
       "      <td>United States</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>VE</td>\n",
       "      <td>Venezuela (Bolivarian Republic of)</td>\n",
       "      <td>1974</td>\n",
       "      <td>.ve</td>\n",
       "      <td>Previous ISO country name: Venezuela</td>\n",
       "      <td>Venezuela</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>WF</td>\n",
       "      <td>Wallis and Futuna</td>\n",
       "      <td>1974</td>\n",
       "      <td>.wf</td>\n",
       "      <td>Previous ISO country name: Wallis and Futuna I...</td>\n",
       "      <td>Wallis and Futuna Islands</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>YE</td>\n",
       "      <td>Yemen</td>\n",
       "      <td>1974</td>\n",
       "      <td>.ye</td>\n",
       "      <td>Previous ISO country name: Yemen, Republic of ...</td>\n",
       "      <td>Yemen, Republic of</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Code                    Country name (using title case)  Year      ccTLD  \\\n",
       "27    BN                                  Brunei Darussalam  1974        .bn   \n",
       "28    BO                   Bolivia (Plurinational State of)  1974        .bo   \n",
       "29    BQ                   Bonaire, Sint Eustatius and Saba  2010        .bq   \n",
       "46    CM                                           Cameroon  1974        .cm   \n",
       "55    CZ                                            Czechia  1993        .cz   \n",
       "65    EH                                     Western Sahara  1974        NaN   \n",
       "72    FM                   Micronesia (Federated States of)  1986        .fm   \n",
       "76    GB  United Kingdom of Great Britain and Northern I...  1974  .gb (.uk)   \n",
       "107   IR                         Iran (Islamic Republic of)  1974        .ir   \n",
       "116   KH                                           Cambodia  1974        .kh   \n",
       "118   KM                                            Comoros  1974        .km   \n",
       "119   KN                              Saint Kitts and Nevis  1974        .kn   \n",
       "124   KZ                                         Kazakhstan  1992        .kz   \n",
       "135   LY                                              Libya  1974        .ly   \n",
       "138   MD                               Moldova, Republic of  1992        .md   \n",
       "143   MK                                    North Macedonia  1993        .mk   \n",
       "147   MO                                              Macao  1974        .mo   \n",
       "165   NL                        Netherlands, Kingdom of the  1974        .nl   \n",
       "169   NU                                               Niue  1974        .nu   \n",
       "180   PN                                           Pitcairn  1974        .pn   \n",
       "182   PS                                Palestine, State of  1999        .ps   \n",
       "198   SH       Saint Helena, Ascension and Tristan da Cunha  1974        .sh   \n",
       "206   SR                                           Suriname  1974        .sr   \n",
       "212   SZ                                           Eswatini  1974        .sz   \n",
       "219   TK                                            Tokelau  1974        .tk   \n",
       "224   TR                                            Türkiye  1974        .tr   \n",
       "229   UA                                            Ukraine  1974        .ua   \n",
       "232   US                           United States of America  1974        .us   \n",
       "237   VE                 Venezuela (Bolivarian Republic of)  1974        .ve   \n",
       "242   WF                                  Wallis and Futuna  1974        .wf   \n",
       "244   YE                                              Yemen  1974        .ye   \n",
       "\n",
       "                                                 Notes  \\\n",
       "27                   Previous ISO country name: Brunei   \n",
       "28                  Previous ISO country name: Bolivia   \n",
       "29   Consists of three Caribbean \"special municipal...   \n",
       "46   Previous ISO country name: Cameroon, United Re...   \n",
       "55           Previous ISO country name: Czech Republic   \n",
       "65   Previous ISO country name: Spanish Sahara (cod...   \n",
       "72               Previous ISO country name: Micronesia   \n",
       "76   Includes Akrotiri and Dhekelia (Sovereign Base...   \n",
       "107                    Previous ISO country name: Iran   \n",
       "116  Code taken from former name: Khmer Republic  P...   \n",
       "118  Code taken from name in Comorian: Komori Previ...   \n",
       "119  Previous ISO country name: Saint Kitts-Nevis-A...   \n",
       "124               Previous ISO country name: Kazakstan   \n",
       "135  Previous ISO country name: Libyan Arab Jamahiriya   \n",
       "138  Previous ISO country name: Moldova (briefly fr...   \n",
       "143  Code taken from name in Macedonian: Severna Ma...   \n",
       "147  Previous ISO country name: Macau; Macao is off...   \n",
       "165  Officially includes the islands Bonaire, Saint...   \n",
       "169             Previous ISO country name: Niue Island   \n",
       "180        Previous ISO country name: Pitcairn Islands   \n",
       "182  Previous ISO country name: Palestinian Territo...   \n",
       "198           Previous ISO country name: Saint Helena.   \n",
       "206                 Previous ISO country name: Surinam   \n",
       "212               Previous ISO country name: Swaziland   \n",
       "219         Previous ISO country name: Tokelau Islands   \n",
       "224                  Previous ISO country name: Turkey   \n",
       "229  Previous ISO country name: Ukrainian SSR  Code...   \n",
       "232           Previous ISO country name: United States   \n",
       "237               Previous ISO country name: Venezuela   \n",
       "242  Previous ISO country name: Wallis and Futuna I...   \n",
       "244  Previous ISO country name: Yemen, Republic of ...   \n",
       "\n",
       "                                 previous country name common name  \n",
       "27                                              Brunei        None  \n",
       "28                                             Bolivia        None  \n",
       "29   Bonaire, Saint Eustatius and Saba  BQ previous...        None  \n",
       "46                        Cameroon, United Republic of        None  \n",
       "55                                      Czech Republic        None  \n",
       "65                                      Spanish Sahara        None  \n",
       "72                                          Micronesia        None  \n",
       "76                                      United Kingdom        None  \n",
       "107                                               Iran        None  \n",
       "116                              Kampuchea, Democratic        None  \n",
       "118                                     Comoro Islands        None  \n",
       "119                         Saint Kitts-Nevis-Anguilla        None  \n",
       "124                                          Kazakstan        None  \n",
       "135                             Libyan Arab Jamahiriya        None  \n",
       "138                                            Moldova        None  \n",
       "143         Macedonia, the former Yugoslav Republic of        None  \n",
       "147                                              Macau        None  \n",
       "165                                        Netherlands        None  \n",
       "169                                        Niue Island        None  \n",
       "180                                   Pitcairn Islands        None  \n",
       "182  Palestinian Territory, Occupied  Consists of t...        None  \n",
       "198                                       Saint Helena        None  \n",
       "206                                            Surinam        None  \n",
       "212                                          Swaziland        None  \n",
       "219                                    Tokelau Islands        None  \n",
       "224                                             Turkey        None  \n",
       "229  Ukrainian SSR  Code assigned as the country wa...        None  \n",
       "232                                      United States        None  \n",
       "237                                          Venezuela        None  \n",
       "242                          Wallis and Futuna Islands        None  \n",
       "244                                 Yemen, Republic of        None  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sovereign_states[sovereign_states['previous country name'].notna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7d577b90-8765-4b6b-93b8-f4709a56fea7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Country name (using title case)</th>\n",
       "      <th>Year</th>\n",
       "      <th>ccTLD</th>\n",
       "      <th>Notes</th>\n",
       "      <th>previous country name</th>\n",
       "      <th>common name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>FK</td>\n",
       "      <td>Falkland Islands (Malvinas)</td>\n",
       "      <td>1974</td>\n",
       "      <td>.fk</td>\n",
       "      <td>ISO country name follows UN designation due to...</td>\n",
       "      <td>None</td>\n",
       "      <td>Falkland Islands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>KP</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>1974</td>\n",
       "      <td>.kp</td>\n",
       "      <td>ISO country name follows UN designation (commo...</td>\n",
       "      <td>None</td>\n",
       "      <td>North Korea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>KR</td>\n",
       "      <td>Korea, Republic of</td>\n",
       "      <td>1974</td>\n",
       "      <td>.kr</td>\n",
       "      <td>ISO country name follows UN designation (commo...</td>\n",
       "      <td>None</td>\n",
       "      <td>South Korea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>RU</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>1992</td>\n",
       "      <td>.ru</td>\n",
       "      <td>ISO country name follows UN designation (commo...</td>\n",
       "      <td>None</td>\n",
       "      <td>Russia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>TW</td>\n",
       "      <td>Taiwan, Province of China</td>\n",
       "      <td>1974</td>\n",
       "      <td>.tw</td>\n",
       "      <td>Covers the current jurisdiction of the Republi...</td>\n",
       "      <td>None</td>\n",
       "      <td>Taiwan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>VN</td>\n",
       "      <td>Viet Nam</td>\n",
       "      <td>1974</td>\n",
       "      <td>.vn</td>\n",
       "      <td>ISO country name follows UN designation (commo...</td>\n",
       "      <td>None</td>\n",
       "      <td>Vietnam</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Code          Country name (using title case)  Year ccTLD  \\\n",
       "71    FK              Falkland Islands (Malvinas)  1974   .fk   \n",
       "120   KP  Korea (Democratic People's Republic of)  1974   .kp   \n",
       "121   KR                       Korea, Republic of  1974   .kr   \n",
       "190   RU                       Russian Federation  1992   .ru   \n",
       "227   TW                Taiwan, Province of China  1974   .tw   \n",
       "240   VN                                 Viet Nam  1974   .vn   \n",
       "\n",
       "                                                 Notes previous country name  \\\n",
       "71   ISO country name follows UN designation due to...                  None   \n",
       "120  ISO country name follows UN designation (commo...                  None   \n",
       "121  ISO country name follows UN designation (commo...                  None   \n",
       "190  ISO country name follows UN designation (commo...                  None   \n",
       "227  Covers the current jurisdiction of the Republi...                  None   \n",
       "240  ISO country name follows UN designation (commo...                  None   \n",
       "\n",
       "          common name  \n",
       "71   Falkland Islands  \n",
       "120       North Korea  \n",
       "121       South Korea  \n",
       "190            Russia  \n",
       "227            Taiwan  \n",
       "240           Vietnam  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sovereign_states[sovereign_states['common name'].notna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d0d79ce8-1d09-43fa-b76e-ec8a97ec965f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ANDORRA',\n",
       " 'UNITED ARAB EMIRATES',\n",
       " 'AFGHANISTAN',\n",
       " 'ANTIGUA AND BARBUDA',\n",
       " 'ANGUILLA',\n",
       " 'ALBANIA',\n",
       " 'ARMENIA',\n",
       " 'ANGOLA',\n",
       " 'ANTARCTICA',\n",
       " 'ARGENTINA',\n",
       " 'AMERICAN SAMOA',\n",
       " 'AUSTRIA',\n",
       " 'AUSTRALIA',\n",
       " 'ARUBA',\n",
       " 'ÅLAND ISLANDS',\n",
       " 'AZERBAIJAN',\n",
       " 'BOSNIA AND HERZEGOVINA',\n",
       " 'BARBADOS',\n",
       " 'BANGLADESH',\n",
       " 'BELGIUM',\n",
       " 'BURKINA FASO',\n",
       " 'BULGARIA',\n",
       " 'BAHRAIN',\n",
       " 'BURUNDI',\n",
       " 'BENIN',\n",
       " 'SAINT BARTHÉLEMY',\n",
       " 'BERMUDA',\n",
       " 'BRUNEI DARUSSALAM',\n",
       " 'BOLIVIA (PLURINATIONAL STATE OF)',\n",
       " 'BONAIRE, SINT EUSTATIUS AND SABA',\n",
       " 'BRAZIL',\n",
       " 'BAHAMAS',\n",
       " 'BHUTAN',\n",
       " 'BOUVET ISLAND',\n",
       " 'BOTSWANA',\n",
       " 'BELARUS',\n",
       " 'BELIZE',\n",
       " 'CANADA',\n",
       " 'COCOS (KEELING) ISLANDS',\n",
       " 'CONGO, DEMOCRATIC REPUBLIC OF THE',\n",
       " 'CENTRAL AFRICAN REPUBLIC',\n",
       " 'CONGO',\n",
       " 'SWITZERLAND',\n",
       " \"CÔTE D'IVOIRE\",\n",
       " 'COOK ISLANDS',\n",
       " 'CHILE',\n",
       " 'CAMEROON',\n",
       " 'CHINA',\n",
       " 'COLOMBIA',\n",
       " 'COSTA RICA',\n",
       " 'CUBA',\n",
       " 'CABO VERDE',\n",
       " 'CURAÇAO',\n",
       " 'CHRISTMAS ISLAND',\n",
       " 'CYPRUS',\n",
       " 'CZECHIA',\n",
       " 'GERMANY',\n",
       " 'DJIBOUTI',\n",
       " 'DENMARK',\n",
       " 'DOMINICA',\n",
       " 'DOMINICAN REPUBLIC',\n",
       " 'ALGERIA',\n",
       " 'ECUADOR',\n",
       " 'ESTONIA',\n",
       " 'EGYPT',\n",
       " 'WESTERN SAHARA',\n",
       " 'ERITREA',\n",
       " 'SPAIN',\n",
       " 'ETHIOPIA',\n",
       " 'FINLAND',\n",
       " 'FIJI',\n",
       " 'FALKLAND ISLANDS (MALVINAS)',\n",
       " 'MICRONESIA (FEDERATED STATES OF)',\n",
       " 'FAROE ISLANDS',\n",
       " 'FRANCE',\n",
       " 'GABON',\n",
       " 'UNITED KINGDOM OF GREAT BRITAIN AND NORTHERN IRELAND',\n",
       " 'GRENADA',\n",
       " 'GEORGIA',\n",
       " 'FRENCH GUIANA',\n",
       " 'GUERNSEY',\n",
       " 'GHANA',\n",
       " 'GIBRALTAR',\n",
       " 'GREENLAND',\n",
       " 'GAMBIA',\n",
       " 'GUINEA',\n",
       " 'GUADELOUPE',\n",
       " 'EQUATORIAL GUINEA',\n",
       " 'GREECE',\n",
       " 'SOUTH GEORGIA AND THE SOUTH SANDWICH ISLANDS',\n",
       " 'GUATEMALA',\n",
       " 'GUAM',\n",
       " 'GUINEA-BISSAU',\n",
       " 'GUYANA',\n",
       " 'HONG KONG',\n",
       " 'HEARD ISLAND AND MCDONALD ISLANDS',\n",
       " 'HONDURAS',\n",
       " 'CROATIA',\n",
       " 'HAITI',\n",
       " 'HUNGARY',\n",
       " 'INDONESIA',\n",
       " 'IRELAND',\n",
       " 'ISRAEL',\n",
       " 'ISLE OF MAN',\n",
       " 'INDIA',\n",
       " 'BRITISH INDIAN OCEAN TERRITORY',\n",
       " 'IRAQ',\n",
       " 'IRAN (ISLAMIC REPUBLIC OF)',\n",
       " 'ICELAND',\n",
       " 'ITALY',\n",
       " 'JERSEY',\n",
       " 'JAMAICA',\n",
       " 'JORDAN',\n",
       " 'JAPAN',\n",
       " 'KENYA',\n",
       " 'KYRGYZSTAN',\n",
       " 'CAMBODIA',\n",
       " 'KIRIBATI',\n",
       " 'COMOROS',\n",
       " 'SAINT KITTS AND NEVIS',\n",
       " \"KOREA (DEMOCRATIC PEOPLE'S REPUBLIC OF)\",\n",
       " 'KOREA, REPUBLIC OF',\n",
       " 'KUWAIT',\n",
       " 'CAYMAN ISLANDS',\n",
       " 'KAZAKHSTAN',\n",
       " \"LAO PEOPLE'S DEMOCRATIC REPUBLIC\",\n",
       " 'LEBANON',\n",
       " 'SAINT LUCIA',\n",
       " 'LIECHTENSTEIN',\n",
       " 'SRI LANKA',\n",
       " 'LIBERIA',\n",
       " 'LESOTHO',\n",
       " 'LITHUANIA',\n",
       " 'LUXEMBOURG',\n",
       " 'LATVIA',\n",
       " 'LIBYA',\n",
       " 'MOROCCO',\n",
       " 'MONACO',\n",
       " 'MOLDOVA, REPUBLIC OF',\n",
       " 'MONTENEGRO',\n",
       " 'SAINT MARTIN (FRENCH PART)',\n",
       " 'MADAGASCAR',\n",
       " 'MARSHALL ISLANDS',\n",
       " 'NORTH MACEDONIA',\n",
       " 'MALI',\n",
       " 'MYANMAR',\n",
       " 'MONGOLIA',\n",
       " 'MACAO',\n",
       " 'NORTHERN MARIANA ISLANDS',\n",
       " 'MARTINIQUE',\n",
       " 'MAURITANIA',\n",
       " 'MONTSERRAT',\n",
       " 'MALTA',\n",
       " 'MAURITIUS',\n",
       " 'MALDIVES',\n",
       " 'MALAWI',\n",
       " 'MEXICO',\n",
       " 'MALAYSIA',\n",
       " 'MOZAMBIQUE',\n",
       " 'NAMIBIA',\n",
       " 'NEW CALEDONIA',\n",
       " 'NIGER',\n",
       " 'NORFOLK ISLAND',\n",
       " 'NIGERIA',\n",
       " 'NICARAGUA',\n",
       " 'NETHERLANDS, KINGDOM OF THE',\n",
       " 'NORWAY',\n",
       " 'NEPAL',\n",
       " 'NAURU',\n",
       " 'NIUE',\n",
       " 'NEW ZEALAND',\n",
       " 'OMAN',\n",
       " 'PANAMA',\n",
       " 'PERU',\n",
       " 'FRENCH POLYNESIA',\n",
       " 'PAPUA NEW GUINEA',\n",
       " 'PHILIPPINES',\n",
       " 'PAKISTAN',\n",
       " 'POLAND',\n",
       " 'SAINT PIERRE AND MIQUELON',\n",
       " 'PITCAIRN',\n",
       " 'PUERTO RICO',\n",
       " 'PALESTINE, STATE OF',\n",
       " 'PORTUGAL',\n",
       " 'PALAU',\n",
       " 'PARAGUAY',\n",
       " 'QATAR',\n",
       " 'RÉUNION',\n",
       " 'ROMANIA',\n",
       " 'SERBIA',\n",
       " 'RUSSIAN FEDERATION',\n",
       " 'RWANDA',\n",
       " 'SAUDI ARABIA',\n",
       " 'SOLOMON ISLANDS',\n",
       " 'SEYCHELLES',\n",
       " 'SUDAN',\n",
       " 'SWEDEN',\n",
       " 'SINGAPORE',\n",
       " 'SAINT HELENA, ASCENSION AND TRISTAN DA CUNHA',\n",
       " 'SLOVENIA',\n",
       " 'SVALBARD AND JAN MAYEN',\n",
       " 'SLOVAKIA',\n",
       " 'SIERRA LEONE',\n",
       " 'SAN MARINO',\n",
       " 'SENEGAL',\n",
       " 'SOMALIA',\n",
       " 'SURINAME',\n",
       " 'SOUTH SUDAN',\n",
       " 'SAO TOME AND PRINCIPE',\n",
       " 'EL SALVADOR',\n",
       " 'SINT MAARTEN (DUTCH PART)',\n",
       " 'SYRIAN ARAB REPUBLIC',\n",
       " 'ESWATINI',\n",
       " 'TURKS AND CAICOS ISLANDS',\n",
       " 'CHAD',\n",
       " 'FRENCH SOUTHERN TERRITORIES',\n",
       " 'TOGO',\n",
       " 'THAILAND',\n",
       " 'TAJIKISTAN',\n",
       " 'TOKELAU',\n",
       " 'TIMOR-LESTE',\n",
       " 'TURKMENISTAN',\n",
       " 'TUNISIA',\n",
       " 'TONGA',\n",
       " 'TÜRKIYE',\n",
       " 'TRINIDAD AND TOBAGO',\n",
       " 'TUVALU',\n",
       " 'TAIWAN, PROVINCE OF CHINA',\n",
       " 'TANZANIA, UNITED REPUBLIC OF',\n",
       " 'UKRAINE',\n",
       " 'UGANDA',\n",
       " 'UNITED STATES MINOR OUTLYING ISLANDS',\n",
       " 'UNITED STATES OF AMERICA',\n",
       " 'URUGUAY',\n",
       " 'UZBEKISTAN',\n",
       " 'HOLY SEE',\n",
       " 'SAINT VINCENT AND THE GRENADINES',\n",
       " 'VENEZUELA (BOLIVARIAN REPUBLIC OF)',\n",
       " 'VIRGIN ISLANDS (BRITISH)',\n",
       " 'VIRGIN ISLANDS (U.S.)',\n",
       " 'VIET NAM',\n",
       " 'VANUATU',\n",
       " 'WALLIS AND FUTUNA',\n",
       " 'SAMOA',\n",
       " 'YEMEN',\n",
       " 'MAYOTTE',\n",
       " 'SOUTH AFRICA',\n",
       " 'ZAMBIA',\n",
       " 'ZIMBABWE']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(sovereign_states['Country name (using title case)'].str.upper())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b05b6040-45cf-46bb-a3f4-7d0dad88b410",
   "metadata": {},
   "source": [
    "### Clean up Location to get country/code "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "276412a6-a9e5-4d99-9fb5-e48131427717",
   "metadata": {},
   "outputs": [],
   "source": [
    "gps_disruption_df['location_state_country']=(gps_disruption_df['Location'].str.upper()\n",
    " .str.split(pat=',',n=1,expand=True)[1].str.strip()\n",
    " .combine_first(\n",
    "     gps_disruption_df['Location'].str.upper()\n",
    "     .str.split(pat=',',n=1,expand=True)[0].str.strip()\n",
    " )\n",
    " #.combine_first(list(sovereign_states['Country name (using title case)']) in gps_disruption_df['Location']\n",
    " .replace('LIMASSOL','CYPRUS')\n",
    " .replace('STRAIT OF HORMUZ','IRAN')\n",
    " .replace('PRC','CHINA')\n",
    " .replace('EAST OF MALTA','MALTA') #.contains approach?\n",
    " .replace('ISTANBUL','TURKEY')\n",
    " .replace('SUEZ CANAL','EGYPT')\n",
    "                                             \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c58476ae-77ed-4c39-bf67-a5809e30cd7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Location</th>\n",
       "      <th>location_state_country</th>\n",
       "      <th>Cause</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JAZIRAT JABAL ZUQAR</td>\n",
       "      <td>JAZIRAT JABAL ZUQAR</td>\n",
       "      <td>Unknown Interference</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sparta, Georgia</td>\n",
       "      <td>GEORGIA</td>\n",
       "      <td>Insufficient Information</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Annapolis, MD</td>\n",
       "      <td>MD</td>\n",
       "      <td>Insufficient Information</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Perris, CA</td>\n",
       "      <td>CA</td>\n",
       "      <td>User Equipment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Constanta, Romania</td>\n",
       "      <td>ROMANIA</td>\n",
       "      <td>Unknown Interference</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>Chile</td>\n",
       "      <td>CHILE</td>\n",
       "      <td>User Equipment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>San Angelo Airport</td>\n",
       "      <td>SAN ANGELO AIRPORT</td>\n",
       "      <td>Unintentional Interference</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>North Carolina - South Carolina border</td>\n",
       "      <td>NORTH CAROLINA - SOUTH CAROLINA BORDER</td>\n",
       "      <td>User Equipment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Elizabeth, NJ</td>\n",
       "      <td>NJ</td>\n",
       "      <td>Mapping Issue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Rennes, France</td>\n",
       "      <td>FRANCE</td>\n",
       "      <td>User Equipment</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>459 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   Location  \\\n",
       "0                       JAZIRAT JABAL ZUQAR   \n",
       "1                           Sparta, Georgia   \n",
       "2                             Annapolis, MD   \n",
       "3                                Perris, CA   \n",
       "4                        Constanta, Romania   \n",
       "..                                      ...   \n",
       "454                                   Chile   \n",
       "455                      San Angelo Airport   \n",
       "456  North Carolina - South Carolina border   \n",
       "457                           Elizabeth, NJ   \n",
       "458                          Rennes, France   \n",
       "\n",
       "                     location_state_country                       Cause  \n",
       "0                       JAZIRAT JABAL ZUQAR        Unknown Interference  \n",
       "1                                   GEORGIA    Insufficient Information  \n",
       "2                                        MD    Insufficient Information  \n",
       "3                                        CA              User Equipment  \n",
       "4                                   ROMANIA        Unknown Interference  \n",
       "..                                      ...                         ...  \n",
       "454                                   CHILE              User Equipment  \n",
       "455                      SAN ANGELO AIRPORT  Unintentional Interference  \n",
       "456  NORTH CAROLINA - SOUTH CAROLINA BORDER              User Equipment  \n",
       "457                                      NJ               Mapping Issue  \n",
       "458                                  FRANCE              User Equipment  \n",
       "\n",
       "[459 rows x 3 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gps_disruption_df[['Location','location_state_country','Cause']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "663dad92-4d0b-4cd1-8567-c555ac896363",
   "metadata": {},
   "source": [
    "### Cause Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "31584d6e-cfca-4600-b69e-3bb881fb47de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Cause'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gps_disruption_df.groupby('Cause').count()['Disruption Date/Time'].sort_values().plot(kind='barh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3458bfa8-6e7d-4822-8db3-bb1f55722215",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " After investigation it was determined where the source of interference was coming from. Once the interference was secured the GPS signal was fully operational.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported problem. Space weather was reviewed and found unlikely to have impacted GPS performance. There were no authorized GPS tests in the area. After further investigation from inter-agency partners the source of interference was identified and secured.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported problem. The Federal Communications Commission conducted a local investigation. They identified the cause to be spurious emission from equipment collocated on the tower. GPS functionality returned with the elimination of the spurious emission.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported problem. Space weather was reviewed and found unlikely to have impacted GPS performance. There were no authorized GPS tests in the area. No correlating reports from other users or inter-agency partners.  NAVCEN requested additional dates and times of possible outages. User no longer experiencing outage. UPDATE Interference came back but reporting source was able to determine the cause.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported outage. Space Weather was reviewed and found unlikely to have impacted GPS performance. No correlating reports from other users or interagency partners. User determined the cause of the interference was a transit bus operating near the location. Coordination between the ferry operator and the bus operator determined the cause was unintentional interference caused by improper equipment installation onboard the transit bus. The installation was corrected and the issue resolved.\n",
      " Report referred to FCC. FCC conducted an investigation and found no further interference events.\n"
     ]
    }
   ],
   "source": [
    "for navcen_comment in gps_disruption_df[gps_disruption_df.Cause==\"Unintentional Interference\"].NAVCEN :\n",
    "    print(navcen_comment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "df6293b8-d981-425e-bf25-d292a3295d7e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported problem. Space weather was reviewed and found unlikely to have impacted GPS performance. There were authorized GPS tests in the area, listed on NAVCEN webpage. No correlating reports from interagency partners. No response when NAVCEN followed up with the reporting source to see if the issue was ongoing.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, they informed us that due to the current GPS constellation there is abnormally high DOP in the Gulf of Mexico. It is only for a short time. Additionally, there was an authorized GPS test in the vicinity at the date of the report. NOAA reported impacts to their equipment in the area. No other correlating reports from other users or interagency partner.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported outage. There was an authorized GPS tests in the vicinity at the date and time of the report. No correlating reports from other users or interagency partner.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported outage. Space Weather was reviewed and found unlikely to have impacted GPS performance. No correlating reports from other users or interagency partners. Authorized GPS testing was scheduled near the reported location and may have impacted GPS performance.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported outage. Space Weather was reviewed and found unlikely to have impacted GPS performance. No correlating reports from other users or interagency partners. Authorized GPS testing was scheduled near the reported location and may have impacted GPS performance.\n",
      " The GPS Operations Center reviewed the GPS Constellation and Control Segment, there are no known anomalies that might affect GPS signal integrity at the time and vicinity of the reported outage. Space Weather was reviewed and found unlikely to have impacted GPS performance. No correlating reports from other users or interagency partners. Authorized GPS testing was scheduled within 200 miles of the reported location and may have impacted GPS performance.\n",
      " The GPS Operation Center (GPSOC) stated these conﬁguration changes were published in NANU 2017005.\n",
      " 5 January 2017 the Civil GPS Service Interface Committee Executive Secretariat release the following message: Beginning 25 January 2017, Air Force Space Command (AFSPC) will conduct a limited duration test implementing an increase of the L1 C/A power level on the GPS Block IIR-M and IIF satellites (19 vehicles). The C/A power will remain within IS-GPS-200-H specifications and the power increase is not expected to increase the noise floor by more than 0.3 signal-to-noise ratio in the worst case. AFSPC reports, \"We assess that there will be no adverse impacts to civil, commercial or military GPS users, but anyone who experiences issues during this test should address them through established reporting channels.\" Civil, non-aviation, GPS users should contact the U.S. Coast Guard Navigation Center at 703-313-5900 or online at http://www.navcen.uscg.gov/?pageName=gpsUserInput. Civil aviation GPS users should contact the FAA and file a report at https://www.faa.gov/air_traffic/nas/gps_reports/. All other nonoperational concerns or inquiries regarding this test should be directed to Air Force Space Command at a3sm.wf@us.af.mil.\n"
     ]
    }
   ],
   "source": [
    "for navcen_comment in gps_disruption_df[gps_disruption_df.Cause==\"GPS Testing\"].NAVCEN :\n",
    "    print(navcen_comment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4ceb6e8d-2ae2-4b44-b070-bc2143dc16ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disruption Date/Time</th>\n",
       "      <th>Location</th>\n",
       "      <th>Type</th>\n",
       "      <th>Description</th>\n",
       "      <th>Cause</th>\n",
       "      <th>Closed Date</th>\n",
       "      <th>User</th>\n",
       "      <th>NAVCEN</th>\n",
       "      <th>local_date</th>\n",
       "      <th>location_state_country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>02/09/2023 23:30:00 Brazil Eastern Time</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marine</td>\n",
       "      <td>Users: GPS units Leica MXMarine MX-420 and SIM...</td>\n",
       "      <td>Unknown Interference</td>\n",
       "      <td>05/10/2023</td>\n",
       "      <td>Users: GPS units Leica MXMarine MX-420 and SIM...</td>\n",
       "      <td>The GPS Operations Center reviewed the GPS Co...</td>\n",
       "      <td>2023-02-09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>06/09/2022 00:08:31 CST</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Communications</td>\n",
       "      <td>User: The location in Google maps and other ap...</td>\n",
       "      <td>Insufficient Information</td>\n",
       "      <td>06/22/2023</td>\n",
       "      <td>User: The location in Google maps and other ap...</td>\n",
       "      <td>There were no authorized GPS tests in the are...</td>\n",
       "      <td>2022-06-09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Disruption Date/Time Location            Type  \\\n",
       "14  02/09/2023 23:30:00 Brazil Eastern Time      NaN          Marine   \n",
       "59                  06/09/2022 00:08:31 CST      NaN  Communications   \n",
       "\n",
       "                                          Description  \\\n",
       "14  Users: GPS units Leica MXMarine MX-420 and SIM...   \n",
       "59  User: The location in Google maps and other ap...   \n",
       "\n",
       "                       Cause Closed Date  \\\n",
       "14      Unknown Interference  05/10/2023   \n",
       "59  Insufficient Information  06/22/2023   \n",
       "\n",
       "                                                 User  \\\n",
       "14  Users: GPS units Leica MXMarine MX-420 and SIM...   \n",
       "59  User: The location in Google maps and other ap...   \n",
       "\n",
       "                                               NAVCEN local_date  \\\n",
       "14   The GPS Operations Center reviewed the GPS Co... 2023-02-09   \n",
       "59   There were no authorized GPS tests in the are... 2022-06-09   \n",
       "\n",
       "   location_state_country  \n",
       "14                    NaN  \n",
       "59                    NaN  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gps_disruption_df[gps_disruption_df['location_state_country'].isna() ]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54e5e390-71ae-4630-9573-89da7f14d29e",
   "metadata": {},
   "source": [
    "### Focus on unintentional"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "76375622-65d4-4a81-80af-58e2a1d1337d",
   "metadata": {},
   "outputs": [],
   "source": [
    "gps_disruption_counted=(gps_disruption_df[gps_disruption_df['location_state_country'].notna() & gps_disruption_df.Cause.str.contains('Unknown Interference')]\n",
    "                        .groupby('location_state_country')\n",
    "                        .count()['Disruption Date/Time']\n",
    "                        \n",
    "                        .sort_values()\n",
    "                       )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "8d485930-9010-40de-b5b9-acdbe5fe14ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='location_state_country'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BAAAAlHYkrSg16tSpo02bNqlt27Z64YUXFBERofbt2+u7777Te++9V+zzDR06VF5eXrbPP//8s7Zs2aKYmBiHvr6+vnrggQeuuSETAAAAAHsGa1F2sAHwj7BYLFd2ER4yX27GiiUdDlzYgYnRJR0CAABAoeT+xjWbzUXaw8XjBsYE4DptHxfJpkwAAAAo07g9GAAAAADgskhaAQAAAAAui6QVAAAAAOCySFoBAAAAAC6LpBUAAAAA4LJIWgEAAAAALoukFQAAAADgskhaAQAAAAAui6QVAAAAAOCySFoBAAAAAC6LpBUAAAAA4LJIWgEAAAAALoukFQAAAADgsjxKOgAA+YsY85XcjBVLOgy4sAMTo0s6BAAAgBuKlVYAAAAAgMsiaQUAAAAAuCySVgAAAACAyyJpxU0nPj5eBoPBVqpUqaKoqCht3brV1ufqdh8fHzVt2lSffvppnuMlJibK3d1db775pkPb1ePkVXKFhIRo6tSp+X4GAAAA4BySVtyUoqKilJGRoYyMDH333Xfy8PBQx44d7fokJycrIyNDaWlpatWqlbp06aJt27Y5jJWUlKRhw4YpKSnJoS13jqvLhg0b5OXlpYEDB96w8wMAAABwBUkrbkpGo1EBAQEKCAhQkyZNNGLECB06dEjHjx+39fHz81NAQIDq16+vV155RZcvX9bKlSvtxlm1apXOnz+v8ePHy2KxaP369XbtuXPkFh8fH/Xr10933303K6kAAADAP4CkFTe9M2fOaNasWQoNDVWVKlUc2i9fviyTySRJKl++vF2byWRSbGysypUrp9jYWFu//Dz55JMym81asGCBPDyK741RWVlZslgsdgUAAAAA72nFTWr58uXy8vKSJJ09e1aBgYFavny53Nz+9//DxMbGyt3dXefPn1dOTo5CQkLUrVs3W7vFYtHChQu1YcMGSVJcXJzuvfdeTZs2zTb21RITE/X5559r3bp1qlq1arGeT2JiosaNG1esYwIAAAClASutuCm1bdtW6enpSk9P18aNGxUZGakHH3xQBw8etPWZMmWK0tPT9eWXXyo8PFwfffSR/P39be1z5sxR3bp1dfvtt0uSmjRpouDgYM2bN89hvi+++EIvv/yykpOTbf2LU0JCgsxms60cOnSo2OcAAAAAbkYkrbgpVapUSaGhoQoNDVXTpk310Ucf6ezZs5o+fbqtT0BAgEJDQ9WhQwclJyere/fuOnbsmK3dZDJpx44d8vDwsJWdO3c6bMi0d+9e9ezZUyNGjFDXrl1vyPkYjUb5+PjYFQAAAADcHoxSwmAwyM3NTefPn8+zvVmzZrrrrrs0YcIETZs2Tdu2bVNaWppSU1PtVl9PnjypNm3aaPfu3QoLC5PFYtG///1vtW7dWq+88so/dToAAAAA/j+SVtyUsrKydPToUUnSqVOn9Pbbb+vMmTN6+OGH8z1myJAh6ty5s4YNGyaTyaRmzZqpdevWDv2aNm0qk8mkN954Q4899pjOnTunSZMm6c8//3ToW61aNbm7u+c53+HDh5Wenm5XFxwcrMqVKxfhTAEAAICyjaQVN6UVK1YoMDBQkuTt7a2wsDAtWLBAbdq0yfeYqKgo1a5dWxMmTND8+fM1fPjwPPvFxMRo0qRJGjRokJYvXy5Jql+/fp599+/fr5CQkDzb3nrrLb311lt2dR9//LHi4uKucXYAAAAAchmsVqu1pIMAYM9iscjX11dBQ+bLzVixpMOBCzswMbqkQwAAACiU3N+4ZrO5SHu4sNIKuLDt4yLZlAkAAABlGrsHAwAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABclkdJBwAgfxFjvpKbsWJJhwEXdmBidEmHAAAAcEOx0goAAAAAcFkkrQAAAAAAl0XSijIjPj5enTp1ksFgKLCMHTvWdkxYWJiMRqOOHj3qMF6bNm00ZMgQ2+e//vpLAQEBeu211xz6duvWTS1atFB2dvaNODUAAACg1CJpRZmTkZFhK1OnTpWPj49d3dChQyVJa9eu1fnz59WlSxfNmDHjmuNWrVpVH374ocaNG6dt27bZ6hcsWKDly5drxowZcnd3v2HnBQAAAJRGJK0ocwICAmzF19dXBoPBrs7Ly0uSZDKZ1LNnTz3++ONKSkoq1NiPPPKIevbsqV69eunSpUs6fvy4Bg4cqIkTJ6pBgwY38rQAAACAUondg4E8nD59WgsWLNCPP/6osLAwmc1mrVmzRvfee+81j502bZpuu+02vfLKK9q1a5ciIiI0ePDgAo/JyspSVlaW7bPFYrnucwAAAABKA5JWIA9z585VvXr11KhRI0lSjx49ZDKZCpW0+vj4KDk5WR06dFClSpW0detWGQyGAo9JTEzUuHHjiiV2AAAAoDTh9mAgD0lJSYqLi7N9jouL04IFC3T69OlCHX///ferRYsWevzxxxUcHHzN/gkJCTKbzbZy6NAhp2MHAAAAShOSVuBvdu7cqR9++EHDhg2Th4eHPDw81KJFC507d05z584t9Di5xxaG0WiUj4+PXQEAAABA0go4MJlMat26tbZs2aL09HRbef7552UymUo6PAAAAKBM4ZlW4CqXLl3Sxx9/rPHjxysiIsKu7amnntLkyZO1Y8cO27Oux48fV3p6ul2/wMBA1ahR458KGQAAACjVWGkFrrJs2TKdOHFCnTt3dmhr2LChGjZsaLfaOnv2bN1xxx12Zfr06f9kyAAAAECpZrBardaSDgKAPYvFIl9fXwUNmS83Y8WSDgcu7MDE6JIOAQAAoFByf+OazeYi7eHC7cGAC9s+LpJNmQAAAFCmcXswAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBleZR0AADyFzHmK7kZK5Z0GCiCAxOjSzoEAACAUoWVVgAAAACAyyJpBQAAAAC4LJJWAAAAAIDLImlFmRMfH69OnTrZ/m0wGGQwGFSuXDnVrl1bw4YN04ULFxyO++OPP1S+fHlFRETkOa7BYJCnp6cOHjxoV9+pUyfFx8cX92kAAAAAZQJJK8q8qKgoZWRk6LffftOUKVP0wQcfaMyYMQ79UlJS1K1bN1ksFv344495jmUwGDR69OgbHTIAAABQZpC0oswzGo0KCAhQUFCQOnXqpHbt2umbb76x62O1WpWcnKzHH39cPXv2lMlkynOsQYMGadasWdq+fXuRYsjKypLFYrErAAAAAEhaATvbt2/X+vXrVb58ebv6lStX6ty5c2rXrp3i4uI0d+5cnT171uH4Vq1aqWPHjhoxYkSR5k1MTJSvr6+tBAUFXdd5AAAAAKUFSSvKvOXLl8vLy0uenp667bbbdOzYMb344ot2fUwmk3r06CF3d3dFRESoTp06WrBgQZ7jJSYmasWKFVqzZk2hY0hISJDZbLaVQ4cOXdc5AQAAAKUFSSvKvLZt2yo9PV0//vijevXqpSeffFIxMTG29szMTC1evFhxcXG2uri4uHxvEQ4PD9cTTzxRpNVWo9EoHx8fuwIAAABA8ijpAICSVqlSJYWGhkqSkpKSdPvtt8tkMqlPnz6SpNmzZ+vChQtq3ry57Rir1aqcnBzt3btX9evXdxhz3Lhxql+/vpYuXfqPnAMAAABQWrHSClzFzc1NI0eO1EsvvaTz589LunJr8AsvvKD09HRb2bJli+69914lJSXlOU5QUJAGDRqkkSNHKjs7+588BQAAAKBUIWkF/qZr165yd3fXO++8o/T0dG3atElPPfWUIiIi7EpsbKxmzJihy5cv5zlOQkKCjhw5om+//fYfPgMAAACg9CBpBf7Gw8NDgwYN0htvvKF33nlH4eHhCgsLc+jXuXNnHTt2TF988UWe4/j7+2v48OG6cOHCjQ4ZAAAAKLUMVqvVWtJBALBnsVjk6+srs9nMpkwAAAAoFZz9jctKKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABclkdJBwAgfxFjvpKbsWJJh4EiODAxuqRDAAAAKFVYaQUAAAAAuCySVgAAAACAyyJphcsyGAwFlrFjxyo1NVUGg0GZmZkOx4eEhGjq1Kl5jufj46OmTZvq008/tTsmJSVFfn5+dnW7du1SUFCQunbtqosXLyolJSXPeDw9PWW1WtWuXTtFRkY6xPPuu+/Kz89Pf/zxR3F8PQAAAECZQNIKl5WRkWErU6dOlY+Pj13d0KFDizxmcnKyMjIylJaWplatWqlLly7atm1bvv1/+ukn3XvvvYqKitK8efNUvnx5SXKIJSMjQwcPHpTBYFBycrJ+/PFHffDBB7Zx9u/fr2HDhum///2vbr311qJ/GQAAAEAZRdIKlxUQEGArvr6+MhgMdnVeXl5FHtPPz08BAQGqX7++XnnlFV2+fFkrV67Ms+/333+v+++/X3369NH06dPl5va/P5e/xxIQEKAaNWpIkoKCgjRt2jQNHTpU+/fvl9VqVZ8+fdShQwc9/vjjzn0ZAAAAQBnF7sEoky5fviyTySRJttXTqy1ZskQ9e/bU2LFjNXz48CKP36tXLy1ZskS9e/fWo48+qu3bt2vHjh359s/KylJWVpbts8ViKfKcAAAAQGlE0ooyJTY2Vu7u7jp//rxycnIUEhKibt262fU5c+aMunbtqpEjR+absJrNZoeV3nvvvVdffvml7fOHH36oRo0aafXq1Vq0aJGqVauWb1yJiYkaN27cdZwZAAAAUDpxezDKlClTpig9PV1ffvmlwsPD9dFHH8nf39+uT4UKFdS+fXtNnz5du3btynMcb29vpaen25WPPvrIrk/16tX1f//3f2rYsKE6depUYFwJCQkym822cujQoes6TwAAAKC0YKUVNzUfHx9JV1Y+/77rb2Zmpnx9fe3qAgICFBoaqtDQUCUnJ+uhhx7Szp07Vb16dVsfd3d3LV26VI8++qjatm2rlStXqmHDhnbjuLm5KTQ09JrxeXh4yMPj2n9mRqNRRqPxmv0AAACAsoaVVtzU6tWrJzc3N/3888929b/99pvMZrPq16+f77HNmjXTXXfdpQkTJji0GY1GLV68WE2bNlXbtm21c+fOYo8dAAAAwLWRtOKm5u3traeeekovvPCCli1bpv3792v16tV67LHH1KJFC7Vs2bLA44cMGaIPPvhAhw8fdmgzGo1atGiRmjdvrrZt29ptpGS1WnX06FGHkpOTU+znCAAAAJRlJK246U2bNk29evXS8OHD1ahRI8XHx6tx48b67LPPZDAYCjw2KipKtWvXznO1Vbqys/DChQvVsmVLtW3bVtu3b5d0ZXffwMBAh3Ls2LFiPz8AAACgLDNYrVZrSQcBwJ7FYpGvr6+ChsyXm7FiSYeDIjgwMbqkQwAAAHBJub9xzWazbW+awmAjJsCFbR8XWaQ/aAAAAKC04fZgAAAAAIDLcippPXv2bHHHAQAAAACAA6eS1ho1aqh3795au3ZtcccDAAAAAICNU0nrrFmzdPLkSd1///2qX7++Jk6cqCNHjhR3bAAAAACAMs6ppLVTp05aunSpDh8+rH79+mn27NkKDg5Wx44dtXjxYl2+fLm44wQAAAAAlEHF9sqb//73v3rxxRd18eJFVa1aVf369dOIESNUsSKv6wCKytntwAEAAABXVSKvvPnzzz81Y8YMpaSk6ODBg+rSpYv69OmjP/74Q6+//rp++OEHff3119czBQAAAACgDHMqaV28eLGSk5P11VdfKTw8XAMGDFBcXJz8/PxsfVq2bKmGDRsWV5wAAAAAgDLIqaT1ySefVGxsrNatW6emTZvm2admzZoaNWrUdQUHAAAAACjbivxM6+XLl/Xhhx8qJiZGNWrUuFFxAWUaz7QCAACgtHH2N26Rdw/28PDQ0KFDdeHChaIeCgAAAABAkTj1yptmzZpp8+bNxR0LAAAAAAB2nHqmdcCAAXrhhRf0xx9/6K677lKlSpXs2hs3blwswQEAAAAAyjan3tPq5ua4QGswGGS1WmUwGJSdnV0swQFlVe79/kFD5svNyLuObyYHJkaXdAgAAAAu6R99T+v+/fudOQwAAAAAgCJxKmk9ePCgWrZsKQ8P+8MvX76s9evXKzg4uFiCAwAAAACUbU5txNS2bVudPHnSod5sNqtt27bXHRRQVPHx8TIYDOrXr59D28CBA2UwGBQfH29Xv2HDBrm7uys62vF2zgMHDshgMCg9Pd1hjvxKSEiIrW9iYqLc3d315ptvFtcpAgAAAGWSU0lr7rOrf3fixAmHTZmAf0pQUJDmzp2r8+fP2+ouXLig2bNnq1atWg79TSaTBg8erNWrV+vIkSPXHH/atGnKyMiwFUlKTk62ff7pp59sfZOSkjRs2DAlJSUVw5kBAAAAZVeRbg9+9NFHJcm2amU0Gm1t2dnZ2rp1q1q2bFm8EQKFdOedd2rfvn1avHixHnvsMUnS4sWLVatWLdWuXduu75kzZzRv3jylpaXp6NGjSklJ0ciRIwsc39fXV76+vnZ1fn5+CggIsKtbtWqVzp8/r/Hjx2vmzJlav349fxcAAACAk4q00pr7o91qtcrb29v22dfXVwEBAXr66ac1a9asGxUrcE29e/dWcnKy7XNSUpKefPJJh37z589XWFiYGjRooLi4OCUlJcmJjbTzZDKZFBsbq3Llyik2NlYmk+max2RlZclisdgVAAAAAEVcac1NBkJCQjR06FBuBYbLiYuLU0JCgg4ePChJWrdunebOnavU1FS7fiaTSXFxcZKkqKgomc1mrVq1Sm3atLmu+S0WixYuXKgNGzbY4rn33ns1bdo0eXl55XtcYmKixo0bd11zAwAAAKWRU8+0jhkzhoQVLqlatWqKjo5WSkqKkpOTFR0drapVq9r12bNnjzZu3KjY2FhJkoeHh7p3716oFdFrmTNnjurWravbb79dktSkSRMFBwdr3rx5BR6XkJAgs9lsK4cOHbruWAAAAIDSwKlX3vz5558aOnSovvvuOx07dszhtsrs7OxiCQ5wRu/evTVo0CBJ0jvvvOPQbjKZdPnyZdWsWdNWZ7VaZTQa9fbbbzs8t1oUJpNJO3bssHsdVE5OjpKSktSnT598jzMajXbPiAMAAAC4wqmkNT4+Xr///rtefvllBQYG5rmTMFBSoqKidPHiRRkMBkVGRtq1Xb58WTNnztSkSZPUoUMHu7ZOnTppzpw5eb42pzC2bdumtLQ0paamyt/f31Z/8uRJtWnTRrt371ZYWJhTYwMAAABllVNJ69q1a7VmzRo1adKkmMMBrp+7u7t27dpl+/fVli9frlOnTqlPnz4OK6oxMTEymUx2SeuePXscxm/UqJHKlSvnUG8ymdSsWTO1bt3aoa1p06YymUy8txUAAAAoIqeeaQ0KCiq2nVaBG8HHx0c+Pj4O9SaTSe3atcvzFuCYmBilpaVp69attroePXrojjvusCt//vmnw7EXL17UrFmzFBMTk2c8MTExmjlzpi5dunQdZwUAAACUPQarE9nn119/rUmTJumDDz5QSEjIDQgLKNssFot8fX0VNGS+3IwVSzocFMGBidElHQIAAIBLyv2Nazab81xgyo9TSWvlypV17tw5Xb58WRUrVnS4VfLkyZNFHRLAVZz9gwYAAABclbO/cZ16pnXq1KnOHAYAAAAAQJE4lbT26tWruOMAAAAAAMCBU0nr77//XmB7rVq1nAoGAAAAAICrOZW0hoSEFPhu1uzsbKcDAgAAAAAgl1NJ6+bNm+0+X7p0SZs3b9bkyZM1YcKEYgkMAAAAAACnktbbb7/doe7uu+9WzZo19eabb+rRRx+97sAAAAAAAHArzsEaNGign376qTiHBAAAAACUYU6ttFosFrvPVqtVGRkZGjt2rOrVq1csgQEAAAAA4FTS6ufn57ARk9VqVVBQkObOnVssgQEAAAAA4FTSunLlSrvPbm5uqlatmkJDQ+Xh4dSQAAAAAAA4cCrDvO+++4o7DgAAAAAAHDi9LLpv3z5NnTpVu3btkiSFh4fr2WefVd26dYstOAAAAABA2ebU7sFfffWVwsPDtXHjRjVu3FiNGzfWjz/+qEaNGumbb74p7hgBAAAAAGWUwWq1Wot60B133KHIyEhNnDjRrn7EiBH6+uuvtWnTpmILECiLLBaLfH19FTRkvtyMFUs6nJvegYnRJR0CAABAmZf7G9dsNsvHx6fQxzm10rpr1y716dPHob53797auXOnM0MCAAAAAODAqaS1WrVqSk9Pd6hPT09X9erVrzcmAAAAAAAkObkRU9++ffX000/rt99+U8uWLSVJ69at0+uvv67nn3++WAMEAAAAAJRdTq20vvzyyxo9erT++9//6r777tN9992nt99+W2PHjtVLL71U3DGilIiPj1enTp3ybAsJCZHBYHAouc9NHzhwwK6+fPnyCg0N1auvvqq8Hsv+448/VL58eUVEROQ5n8FgkKenpw4ePGhX36lTJ8XHx9vVHTp0SL1791bNmjVVvnx5BQcH69lnn9WJEyfs+rVp00YGg0Fz5861q586dapCQkIK+GYAAAAA5MeppNVgMOi5557TH3/8IbPZLLPZrD/++EPPPvusDAZDcceIMmL8+PHKyMiwK4MHD7br8+233yojI0O//PKLxo0bpwkTJigpKclhrJSUFHXr1k0Wi0U//vhjnvMZDAaNHj26wJh+++033X333frll180Z84c/frrr3r//ff13Xff6Z577tHJkyft+nt6euqll17SpUuXinj2AAAAAPLiVNK6f/9+/fLLL5Ikb29veXt7S5J++eUXHThwoNiCQ9ni7e2tgIAAu1KpUiW7PlWqVFFAQICCg4P12GOPqVWrVg67VVutViUnJ+vxxx9Xz549ZTKZ8pxv0KBBmjVrlrZv355vTAMHDlT58uX19ddf67777lOtWrX04IMP6ttvv9Xhw4c1atQou/6xsbHKzMzU9OnTi3TuWVlZslgsdgUAAACAk0lrfHy81q9f71D/448/OtxaCdwoaWlp+vnnn9W8eXO7+pUrV+rcuXNq166d4uLiNHfuXJ09e9bh+FatWqljx44aMWJEnuOfPHlSX331lQYMGKAKFSrYtQUEBOixxx7TvHnz7G5P9vHx0ahRozR+/Pg858xPYmKifH19bSUoKKjQxwIAAAClmVNJ6+bNm9WqVSuH+hYtWuS5qzBQGMOHD5eXl5ddWbNmjV2fli1bysvLS+XLl1fTpk3VrVs3PfHEE3Z9TCaTevToIXd3d0VERKhOnTpasGBBnnMmJiZqxYoVDvNIV+4csFqtatiwYZ7HNmzYUKdOndLx48ft6gcMGCBPT09Nnjy50OeekJBgu9XebDbr0KFDhT4WAAAAKM2c2j3YYDDo9OnTDvVms1nZ2dnXHRTKphdffNFhpf6WW26x+zxv3jw1bNhQly5d0vbt2zV48GBVrlzZtmFTZmamFi9erLVr19qOiYuLk8lkyvMugPDwcD3xxBMaMWKE1q1bl2dceW30VBCj0ajx48dr8ODB6t+/f6GPMRqNRZoHAAAAKAucSlpbt26txMREzZkzR+7u7pKk7OxsJSYm6l//+lexBoiyo2rVqgoNDS2wT1BQkK1Pw4YNtW/fPr388ssaO3asPD09NXv2bF24cMHulmGr1aqcnBzt3btX9evXdxhz3Lhxql+/vpYuXWpXHxoaKoPBoF27dqlz584Ox+3atUuVK1dWtWrVHNri4uL01ltv6dVXX2XnYAAAAOA6OHV78Ouvv67vv/9eDRo00JNPPqknn3xSDRo00OrVq/Xmm28Wd4xAvtzd3XX58mVdvHhR0pVbg1944QWlp6fbypYtW3TvvffmucuwdCURHjRokEaOHGl3p0CVKlXUvn17vfvuuzp//rzdMUePHtUnn3yi7t2757ljtpubmxITE/Xee++xORkAAABwHZxKWsPDw7V161Z169ZNx44d0+nTp/XEE09o9+7d+b4XE5Cu3EJ+dUKZnp5ue37z9OnTOnr0qF35+y66J06c0NGjR/XHH3/oyy+/1LRp09S2bVv5+PgoPT1dmzZt0lNPPaWIiAi7EhsbqxkzZujy5ct5xpWQkKAjR47o22+/tat/++23lZWVpcjISK1evVqHDh3SihUr1L59e91yyy2aMGFCvucaHR2t5s2b64MPPrjObw0AAAAou5xKWiWpZs2aeu211/T5559r4cKFGj16tPz9/e36DBgwQH/99dd1B4nSIzU1VXfccYddGTdunCRp9OjRCgwMtCvDhg2zO75du3YKDAxUSEiInn76aT300EOaN2+epCurrOHh4QoLC3OYt3Pnzjp27Ji++OKLPOPy9/fX8OHDdeHCBbv6evXqKS0tTXXq1FG3bt1Ut25dPf3002rbtq02bNjgcM3/3euvv+4wJgAAAIDCM1iLustMEeSuftWpU+dGTQGUShaL5cqrb4bMl5uxYkmHc9M7MDG6pEMAAAAo83J/45rNZvn4+BT6OKc2YiqsG5gPA2XC9nGRRfqDBgAAAEobp28PBgAAAADgRiNpBQAAAAC4LJJWAAAAAIDLImkFAAAAALisG5q0xsXFsYkMAAAAAMBpTieta9asUVxcnO655x4dPnxYkvTxxx9r7dq1tj7vvfeeqlatev1RAgAAAADKJKeS1kWLFikyMlIVKlTQ5s2blZWVJUkym8167bXXijVAAAAAAEDZ5VTS+uqrr+r999/X9OnTVa5cOVt9q1attGnTpmILDgAAAABQtjmVtO7Zs0etW7d2qPf19VVmZub1xgQAAAAAgCQnk9aAgAD9+uuvDvVr165VnTp1rjsoAAAAAAAkJ5PWvn376tlnn9WPP/4og8GgI0eO6JNPPtHQoUPVv3//4o4RAAAAAFBGeThz0IgRI5STk6MHHnhA586dU+vWrWU0GjV06FANHjy4uGMEAAAAAJRRBqvVanX24IsXL+rXX3/VmTNnFB4eLi8vr+KMDSizLBaLfH19ZTabedcxAAAASgVnf+M6tdLau3dvTZs2Td7e3goPD7fVnz17VoMHD1ZSUpIzwwL4m4gxX8nNWLGkw7jpHZgYXdIhAAAAwElOPdM6Y8YMnT9/3qH+/Pnzmjlz5nUHBQAAAACAVMSVVovFIqvVKqvVqtOnT8vT09PWlp2drS+++ELVq1cv9iABAAAAAGVTkVZa/fz85O/vL4PBoPr166ty5cq2UrVqVfXu3VsDBw68UbECTomPj1enTp3ybAsJCdHUqVPtPhsMBhkMBrm7u6tmzZrq06ePTp06pb1796pixYqaPXu23Rg5OTlq2bKlunTpYqubM2eO3N3d+XsAAAAArlORVlpXrlwpq9Wq+++/X4sWLZK/v7+trXz58goODlbNmjWLPUjgnzR+/Hj17dtX2dnZ2rt3r55++mk988wz+vjjjzVx4kQNHjxYbdu2VWBgoCRp0qRJ+u2337Rs2TLbGCaTScOGDdMHH3ygSZMm2d2VAAAAAKDwipS03nfffZKk/fv3KygoSG5uTj0SC7g0b29vBQQESJJuueUW9erVS3PmzJEkDR48WEuXLlXfvn21fPly7d69W6NHj9a8efNUtWpVSVf+PtavX69FixZp5cqVWrx4sXr27Fli5wMAAADczJzaPTg4OFiSdO7cOf3++++6ePGiXXvjxo2vPzLABRw+fFifffaZmjdvLkkyGAxKTk5W48aNNX36dJlMJvXo0UOPPPKI7Zjk5GRFR0fL19dXcXFxMplM10xas7KylJWVZftssVhuzAkBAAAANxmnlkqPHz+ujh07ytvbW40aNdIdd9xhV4Cb2fDhw+Xl5aUKFSro1ltvlcFg0OTJk23twcHBmjp1qvr166eMjAxNmzbN1paTk6OUlBTFxcVJknr06KG1a9dq//79Bc6ZmJgoX19fWwkKCroxJwcAAADcZJxKWocMGaLMzEz9+OOPqlChglasWKEZM2aoXr16ds/1ATejF198Uenp6dq6dau+++47SVJ0dLSys7NtfZ588kkFBgZq8ODBdi9G/uabb3T27Fk99NBDkqSqVauqffv213x3cUJCgsxms60cOnToBpwZAAAAcPNx6vbg77//Xp9++qnuvvtuubm5KTg4WO3bt5ePj48SExMVHR1d3HEC/5iqVasqNDRUklSvXj1NnTpV99xzj1auXKl27drZ+nl4eMjDw/5PyGQy6eTJk6pQoYKtLicnR1u3btW4cePyfQ7caDTKaDTegLMBAAAAbm5OrbSePXvW9j7WypUr6/jx45Kk2267TZs2bSq+6AAX4O7uLkk6f/58gf1OnDihTz/9VHPnzlV6erqtbN68WadOndLXX3/9T4QLAAAAlCpOrbQ2aNBAe/bsUUhIiG6//XZ98MEHCgkJ0fvvv297DQjgSsxms9LT0+3qqlSpkmff06dP6+jRo7JarTp06JCGDRumatWqqWXLlgXO8fHHH6tKlSrq1q2bDAaDXdtDDz0kk8mkqKio6zoPAAAAoKxxKml99tlnlZGRIUkaM2aMoqKi9Mknn6h8+fJKSUkpzviAYpGamuqwSVifPn3y7Dt69GiNHj1aklStWjU1bdpUX3/9db5Jbq6kpCR17tzZIWGVpJiYGD3++OP666+/bK/GAQAAAHBtBqvVar3eQc6dO6fdu3erVq1a/CAHioHFYrmyi/CQ+XIzVizpcG56BybynD0AAEBJy/2Nazab7TYzvRanktbx48dr6NChqljR/sf0+fPn9eabb9pWqQA4x9k/aAAAAMBV/aNJq7u7uzIyMmybMeU6ceKEqlevbvdqEABFR9IKAACA0sbZ37hO7R5stVrzfG5vy5Yt8vf3d2ZIAAAAAAAcFGkjpsqVK8tgMMhgMKh+/fp2iWt2drbOnDmjfv36FXuQAAAAAICyqUhJ69SpU2W1WtW7d2+NGzdOvr6+trby5csrJCRE99xzT7EHCQAAAAAom4qUtPbq1UuSVLt2bbVq1UoeHk69MQcAAAAAgEJx6plWb29v7dq1y/b5008/VadOnTRy5EhdvHix2IIDAAAAAJRtTiWt//d//6e9e/dKkn777Td1795dFStW1IIFCzRs2LBiDRAAAAAAUHY5lbTu3btXTZo0kSQtWLBA9913n2bPnq2UlBQtWrSoOOMDAAAAAJRhTr/yJicnR5L07bff6qGHHpIkBQUF6a+//iq+6AAAAAAAZZpTSevdd9+tV199VR9//LFWrVql6OhoSdL+/ftVo0aNYg0QAAAAAFB2OZW0Tp06VZs2bdKgQYM0atQohYaGSpIWLlyoli1bFmuAAAAAAICyy2C1Wq3FNdiFCxfk7u6ucuXKSZLmzJmjRx55RJUqVSquKYAywWKxyNfXV2azWT4+PiUdDgAAAHDdnP2N69RKa348PT1tCat0ZZfhP//8szinAAAAAACUIR43cvBiXMQFyqSIMV/JzVixpMO46R2YGF3SIQAAAMBJxbrSCgAAAABAcSJpBQAAAAC4LJJW3JTi4+PVqVMnSdLx48fVv39/1apVS0ajUQEBAYqMjNS6dets/UNCQmQwGGQwGFSxYkXddttt+uijj/Ice86cOXJ3d9fAgQMd2lJTU23j/L0cPXpUkjR27Fg1adKk2M8ZAAAAKItIWnHTi4mJ0ebNmzVjxgzt3btXy5YtU5s2bXTixAm7fuPHj1dGRoa2b9+uuLg49e3bV19++aXDeCaTScOGDdOcOXN04cKFPOfcs2ePMjIy7Er16tVvyPkBAAAAZdkN3YgpODjYbjdhoLhlZmZqzZo1Sk1N1X333SfpynXXrFkzh77e3t4KCAiQJA0fPlxvvPGGvvnmGz344IO2Pvv379f69eu1aNEirVy5UosXL1bPnj0dxqpevbr8/PxuzEkBAAAAsLmupPXixYs6duyYcnJy7Opr1aolSdq+ffv1DA9ck5eXl7y8vLR06VK1aNFCRqPxmsfk5ORoyZIlOnXqlMqXL2/XlpycrOjoaPn6+iouLk4mkynPpLW4ZWVlKSsry/bZYrHc8DkBAACAm4FTtwf/8ssvuvfee1WhQgUFBwerdu3aql27tkJCQlS7du3ijhHIl4eHh1JSUjRjxgz5+fmpVatWGjlypLZu3erQd/jw4fLy8pLRaFSXLl1UuXJlPfXUU7b2nJwcpaSkKC4uTpLUo0cPrV27Vvv373cY69Zbb7UlzF5eXmrUqNF1nUdiYqJ8fX1tJSgo6LrGAwAAAEoLp5LW+Ph4ubm5afny5fr555+1adMmbdq0SZs3b9amTZuKO0agQDExMTpy5IiWLVumqKgopaam6s4771RKSopdvxdffFHp6en6/vvv1bx5c02ZMkWhoaG29m+++UZnz57VQw89JEmqWrWq2rdvr6SkJIc516xZo/T0dFv54osvruscEhISZDabbeXQoUPXNR4AAABQWjh1e3B6erp+/vlnhYWFFXc8gFM8PT3Vvn17tW/fXi+//LKeeuopjRkzRvHx8bY+VatWVWhoqEJDQ7VgwQLddtttuvvuuxUeHi7pygZMJ0+eVIUKFWzH5OTkaOvWrRo3bpzc3P73//HUrl27WJ9pNRqNhbq1GQAAAChrnFppDQ8P119//VXcsQDFJjw8XGfPns23PSgoSN27d1dCQoIk6cSJE/r00081d+5cuxXUzZs369SpU/r666//qdABAAAAXMWpldbXX39dw4YN02uvvabbbrvNYYdgHx+fYgkOuJYTJ06oa9eu6t27txo3bixvb2+lpaXpjTfe0L///e8Cj3322WcVERGhtLQ0rV27VlWqVFG3bt1kMBjs+j300EMymUyKioqy1R07dszhdThVqlSx/S2cP39e6enpdu3e3t6qW7fudZwtAAAAUPY4lbS2a9dOkvTAAw/Y1VutVhkMBmVnZ19/ZEAheHl52Z5P3bdvny5duqSgoCD17dtXI0eOLPDY8PBwdejQQaNHj9Yff/yhzp07OySs0pVnZh9//HG7uwsaNGjg0G/Dhg1q0aKFJGnv3r2644477NofeOABffvtt86cJgAAAFBmGaxWq7WoB61atarA9tz3ZQJwjsViubKL8JD5cjNWLOlwbnoHJkaXdAgAAABlXu5vXLPZXKS7c51KWgHcWM7+QQMAAACuytnfuE7dHixJmZmZMplM2rVrlySpUaNG6t27t3x9fZ0dEgAAAAAAO07tHpyWlqa6detqypQpOnnypE6ePKnJkyerbt26vKcVAAAAAFBsnLo9+N5771VoaKimT58uD48ri7WXL1/WU089pd9++02rV68u9kCBsoTbgwEAAFDa/KPPtFaoUEGbN29WWFiYXf3OnTt1991369y5c0UdEsBVSFoBAABQ2jj7G9ep24N9fHz0+++/O9QfOnRI3t7ezgwJAAAAAIADp5LW7t27q0+fPpo3b54OHTqkQ4cOae7cuXrqqacUGxtb3DECAAAAAMoop3YPfuutt2QwGPTEE0/o8uXLkqRy5cqpf//+mjhxYrEGCAAAAAAou67rPa3nzp3Tvn37JEl169ZVxYoViy0woCzjmVYAAACUNv/4e1olqWLFirrtttuuZwgAAAAAAPJV6KT10UcfVUpKinx8fPToo48W2Hfx4sXXHRgAAAAAAIVOWn19fWUwGCRd2T04998AAAAAANwo1/VMK4Abg2daAQAAUNr8o+9pvf/++5WZmZlnEPfff78zQwIAAAAA4MCpjZhSU1N18eJFh/oLFy5ozZo11x0UgCsixnwlN2Pp25X7wMTokg4BAAAAN4kiJa1bt261/Xvnzp06evSo7XN2drZWrFihW265pfiiAwAAAACUaUVKWps0aSKDwSCDwZDnbcAVKlTQf//732ILDgAAAABQthUpad2/f7+sVqvq1KmjjRs3qlq1ara28uXLq3r16nJ3dy/2IAEAAAAAZVORNmIKDg5WSEiIcnJydPfddys4ONhWAgMDS13CGh8fL4PBoH79+jm0DRw4UAaDQfHx8Q79/16ioqJsfUJCQmz1FSpUUEhIiLp166bvv//ebvwDBw7IYDAoPT1dY8eOzXPcq4sz81esWFG33XabPvroI7u5U1NT7Y6vVq2aHnroIW3bti3P7ykyMlLu7u766aef8v0OJ06caFe/dOlSu9cm/X3Oq8vVt6FL0h9//KHy5csrIiIiz3gMBoM8PT118OBBu/pOnTrZ/ffKy/Tp03X77bfLy8tLfn5+uuOOO5SYmGhrz++/RVhYmMNYc+bMkbu7uwYOHFjgnAAAAADy59Tuwbl27typFStWaNmyZXalNAkKCtLcuXN1/vx5W92FCxc0e/Zs1apVy6F/VFSUMjIy7MqcOXPs+owfP14ZGRnas2ePZs6cKT8/P7Vr104TJkzIM4ahQ4fajXfrrbfaxsgtzsy/fft2xcXFqW/fvvryyy8d5t2zZ48yMjL01VdfKSsrS9HR0Q4bcP3+++9av369Bg0apKSkpDzj9/T01Ouvv65Tp07l2Z7XnFeX6tWr2/VJSUlRt27dZLFY9OOPP+Y5jsFg0OjRo68539WSkpI0ZMgQPfPMM0pPT9e6des0bNgwnTlzxq5fo0aNHGJcu3atw3gmk0nDhg3TnDlzdOHChSLFAgAAAOAKp3YP/u2339S5c2dt27ZNBoNBua96zV05y87OLr4IS9idd96pffv2afHixXrsscckSYsXL1atWrVUu3Zth/5Go1EBAQEFjunt7W3rU6tWLbVu3VqBgYEaPXq0unTpogYNGtj19/LykpeXl+2zu7u73RjXM//w4cP1xhtv6JtvvtGDDz5o16969ery8/NTQECAhgwZokceeUS7d+9W48aNbX2Sk5PVsWNH9e/fXy1atNDkyZNVoUIFu3HatWunX3/9VYmJiXrjjTcKjC13zvxYrVYlJyfr3Xff1a233iqTyaTmzZs79Bs0aJAmT56sF198Md8V2b9btmyZunXrpj59+tjqGjVq5NDPw8Pjmt/x/v37tX79ei1atEgrV67U4sWL1bNnz0LFAQAAAOB/nFppffbZZ1W7dm0dO3ZMFStW1I4dO7R69WrdfffdSk1NLeYQS17v3r2VnJxs+5yUlKQnn3yyWOd49tlnZbVa9emnnxbruAXJycnRokWLdOrUKZUvXz7ffmazWXPnzpUku365CWRcXJzCwsIUGhqqhQsXOhzv7u6u1157Tf/973/1xx9/XFfMK1eu1Llz59SuXTvFxcVp7ty5Onv2rEO/Vq1aqWPHjhoxYkShxw4ICNAPP/zgcFuxM5KTkxUdHS1fX1/FxcXJZDIV2D8rK0sWi8WuAAAAAHAyad2wYYPGjx+vqlWrys3NTW5ubvrXv/6lxMREPfPMM8UdY4mLi4vT2rVrdfDgQR08eFDr1q1TXFxcnn2XL19uWxnNLa+99to15/D391f16tV14MCB64q1MPMPHz5cXl5eMhqN6tKliypXrqynnnrKYaxbb73V9mzn7Nmz9cgjj9g9u/ntt9/q3LlzioyMlKQCk7POnTurSZMmGjNmTIHx586ZW/6+0mkymdSjRw+5u7srIiJCderU0YIFC/IcKzExUStWrCj0u4PHjBkjPz8/hYSEqEGDBoqPj9f8+fOVk5Nj12/btm0O3/HVzz3n5OQoJSXFdo306NFDa9eu1f79+/OdOzExUb6+vrYSFBRUqJgBAACA0s6p24Ozs7Pl7e0tSapataqOHDmiBg0aKDg4WHv27CnWAF1BtWrVFB0drZSUFFmtVkVHR6tq1ap59m3btq3ee+89uzp/f/9CzWO1Wu02J3JGYeZ/8cUXFR8fr4yMDL344osaMGCAQkNDHcZas2aNKlasqB9++EGvvfaa3n//fbv2pKQkde/eXR4eVy6j2NhYvfjii9q3b5/q1q3rMN7rr7+u+++/X0OHDs03/jVr1tiuLUkqV66c7d+ZmZlavHix3fOjuYlyXhsshYeH64knntCIESO0bt26fOfMFRgYqA0bNmj79u1avXq11q9fr169eumjjz7SihUr5OZ25f/jadCggcOz2z4+PrZ/f/PNNzp79qweeughSVf+Rtq3b6+kpCS98sorec6dkJCg559/3vbZYrGQuAIAAAByMmmNiIjQli1bVLt2bTVv3lxvvPGGypcvrw8//FB16tQp7hhdQu/evTVo0CBJ0jvvvJNvv0qVKuWZAF7LiRMndPz48Tyfky2KwsxftWpVhYaGKjQ0VAsWLNBtt92mu+++W+Hh4Xb9ateuLT8/PzVo0EDHjh1T9+7dtXr1aknSyZMntWTJEl26dMkuSc7OzlZSUlKem0q1bt1akZGRSkhIyHcX39w58zJ79mxduHDB7hlWq9WqnJwc7d27V/Xr13c4Zty4capfv76WLl1a4HdytYiICEVERGjAgAHq16+f7r33Xq1atUpt27aVdOUW6YK+Y5PJpJMnT9o925uTk6OtW7dq3LhxtuT3akajUUajsdAxAgAAAGWFU7cHv/TSS7ZbJsePH6/9+/fr3nvv1RdffKH//Oc/xRqgq4iKitLFixd16dIl2+2wxWnatGlyc3NTp06din3sggQFBal79+5KSEgosN/AgQO1fft2LVmyRJL0ySef6NZbb9WWLVuUnp5uK5MmTVJKSkq+m3FNnDhRn332mTZs2FDkWE0mk1544QW7+bZs2aJ77703352Lg4KCNGjQII0cOdKpDcJyE/m8npvNy4kTJ/Tpp59q7ty5dnFu3rxZp06d0tdff13kGAAAAICyzKmV1quTttDQUO3evVsnT55U5cqVr/v2Vlfl7u6uXbt22f6dn6ysLIf3inp4eNjdTnz69GkdPXpUly5d0v79+zVr1ix99NFHSkxMdGqVtqjz/92zzz6riIgIpaWl6e67786zT8WKFdW3b1+NGTNGnTp1kslkUpcuXRx25g0KClJCQoJWrFih6Ohoh3Fuu+02PfbYY/n+nxvHjh1zeD1MlSpVtGPHDm3atEmffPKJwztRY2NjNX78eL366qu2W5WvlpCQoOnTp2v//v3q3r17vt9D//79VbNmTd1///269dZblZGRoVdffVXVqlXTPffcY+t3+fJlh+/YYDCoRo0a+vjjj1WlShV169bN4W/hoYcekslksntvLgAAAICCObXSajabdfLkSbs6f39/nTp1qlTveurj42P37GJeVqxYocDAQLvyr3/9y67P6NGjFRgYqNDQUD3++OMym8367rvvNHz48OuOsTDz/114eLg6dOhwzfeaDho0SLt27dIbb7yhLVu2KCYmxqGPr6+vHnjggQJ3yx0/frzD5ka5GjRo4BD/zz//LJPJpPDwcIeEVbqyydOxY8f0xRdf5Dmmv7+/hg8ffs13pbZr104//PCDunbtqvr16ysmJkaenp767rvvVKVKFVu/HTt2OMQYHBws6cpzvp07d87z/7yJiYnRsmXL9NdffxUYBwAAAID/MVhzX7JaBA8++KAefvhhDRgwwK7+/fff17Jly/JNHgAUjsViubKL8JD5cjNWLOlwit2BiY6r8AAAACjdcn/jms3may4GXs2ppNXf31/r1q1Tw4YN7ep3796tVq1a6cSJE0UdEsBVnP2DBgAAAFyVs79xnbo9OCsrS5cvX3aov3Tpks6fP+/MkAAAAAAAOHAqaW3WrJk+/PBDh/r3339fd91113UHBQAAAACA5OTuwa+++qratWunLVu26IEHHpAkfffdd/rpp594pQcAAAAAoNg4tdLaqlUrbdiwQbfeeqvmz5+vzz77TKGhodq6davuvffe4o4RAAAAAFBGObURE4Abi42YAAAAUNo4+xvXqduDJSk7O1tLly7Vrl27JEmNGjXSI488Ind3d2eHBAAAAADAjlNJ66+//qro6Gj98ccfatCggSQpMTFRQUFB+vzzz1W3bt1iDRIAAAAAUDY59UzrM888ozp16ujQoUPatGmTNm3apN9//121a9fWM888U9wxAgAAAADKKKdWWletWqUffvhB/v7+troqVapo4sSJatWqVbEFBwAAAAAo25xaaTUajTp9+rRD/ZkzZ1S+fPnrDgoAAAAAAMnJpLVjx456+umn9eOPP8pqtcpqteqHH35Qv3799MgjjxR3jAAAAACAMsqppPU///mP6tatq3vuuUeenp7y9PRUy5YtFRoaqqlTpxZziAAAAACAssqpZ1r9/Pz06aef6tdff7W98qZhw4YKDQ0t1uAAAAAAAGVboZPW559/vsD2lStX2v49efJk5yMCYBMx5iu5GSuWdBjF7sDE6JIOAQAAADeJQietmzdvLlQ/g8HgdDAAAAAAAFyt0Enr1SupAAAAAAD8E5zaiAm4GRw/flz9+/dXrVq1ZDQaFRAQoMjISK1bt06SFBISIoPBIIPBoEqVKunOO+/UggUL7MY4f/68/P39VbVqVWVlZTnMERISYrf5WO6YP/zwg12/IUOGqE2bNsV+jgAAAEBpR9KKUismJkabN2/WjBkztHfvXi1btkxt2rTRiRMnbH3Gjx+vjIwMbd68WU2bNlX37t21fv16W/uiRYvUqFEjhYWFaenSpYWa19PTU8OHDy/u0wEAAADKJKd2DwZcXWZmptasWaPU1FTdd999kqTg4GA1a9bMrp+3t7cCAgIUEBCgd955R7NmzdJnn32mli1bSpJMJpPi4uJktVplMpnUvXv3a8799NNP6/3339cXX3yhhx56qPhPDgAAAChDWGlFqeTl5SUvLy8tXbo0z9t68+Lh4aFy5crp4sWLkqR9+/Zpw4YN6tatm7p166Y1a9bo4MGD1xyndu3a6tevnxISEpSTk1OoubOysmSxWOwKAAAAAJJWlFIeHh5KSUnRjBkz5Ofnp1atWmnkyJHaunVrnv0vXryoxMREmc1m3X///ZKkpKQkPfjgg6pcubL8/f0VGRmp5OTkQs3/0ksvaf/+/frkk08K1T8xMVG+vr62EhQUVLgTBQAAAEo5klaUWjExMTpy5IiWLVumqKgopaam6s4771RKSoqtz/Dhw+Xl5aWKFSvq9ddf18SJExUdHa3s7GzNmDFDcXFxtr5xcXFKSUkp1OpptWrVNHToUI0ePdq2cluQhIQEmc1mWzl06JBT5wwAAACUNiStKNU8PT3Vvn17vfzyy1q/fr3i4+M1ZswYW/uLL76o9PR0/fHHHzp16pRtA6WvvvpKhw8fVvfu3eXh4SEPDw/16NFDBw8e1HfffVeouZ9//nmdP39e77777jX7Go1G+fj42BUAAAAAJK0oY8LDw3X27Fnb56pVqyo0NFQBAQEyGAy2epPJpB49eig9Pd2u9OjRQyaTqVBzeXl56eWXX9aECRN0+vTpYj8XAAAAoCxg92CUSidOnFDXrl3Vu3dvNW7cWN7e3kpLS9Mbb7yhf//73wUee/z4cX322WdatmyZIiIi7NqeeOIJde7cWSdPnpS/v/8143j66ac1ZcoUzZ49W82bN7+ucwIAAADKIlZaUSp5eXmpefPmmjJlilq3bq2IiAi9/PLL6tu3r95+++0Cj505c6YqVaqkBx54wKHtgQceUIUKFTRr1qxCxVGuXDm98sorunDhglPnAQAAAJR1BqvVai3pIADYs1gsV3YRHjJfbsaKJR1OsTswMbqkQwAAAMA/LPc3rtlsLtIeLtweDLiw7eMi2ZQJAAAAZRq3BwMAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXJZHSQcAIH8RY76Sm7FiSYdR7A5MjC7pEAAAAHCTYKUVAAAAAOCySFoBAAAAAC7LJZLW+Ph4GQwGhxIVFeXQNzExUe7u7nrzzTcd2rKzszVx4kSFhYWpQoUK8vf3V/PmzfXRRx9JUp5zXF3Gjh2rAwcO5Nv+ww8/SJJSUlJsdW5ubgoMDFT37t31+++/28XTpk0bGQwGzZ07165+6tSpCgkJKfA7+fucubKyslSlShUZDAalpqY69P97yZ07NTXVLmZfX1/dcccdGjZsmDIyMuzmGDt2rJo0aSJJCgkJKfA7i4+PL/L8BoNB1apV00MPPaRt27bZzX31tVCuXDnVrl1bw4YN04ULFxy+oz/++EPly5dXREREvt+hp6enDh48aFffqVMnW9x/n/N6rr/c6+Lvx2VmZjr89wIAAABQOC6RtEpSVFSUMjIy7MqcOXMc+iUlJWnYsGFKSkpyaBs3bpymTJmiV155RTt37tTKlSv19NNPKzMzU5Lsxp46dap8fHzs6oYOHWob69tvv3WI56677rK15x57+PBhLVq0SHv27FHXrl0dYvL09NRLL72kS5cuFfk7CQoKUnJysl3dkiVL5OXllWf/5ORkh5g7depk12fPnj06cuSIfvrpJw0fPlzffvutIiIiHJLHXD/99JNtrEWLFtnGyK2bNm1akefPyMjQV199paysLEVHR+vixYt2fXKvhd9++01TpkzRBx98oDFjxjjElpKSom7duslisejHH3/MM36DwaDRo0fn2ZbXnNdz/UmSh4eHvv32W61cufKacwIAAAC4NpdJWo1GowICAuxK5cqV7fqsWrVK58+f1/jx42WxWLR+/Xq79mXLlmnAgAHq2rWrateurdtvv119+vSxJaNXj+3r6yuDwWBXd3UyWKVKFYd4ypUrZ2vPPTYwMFAtW7ZUnz59tHHjRlksFruYYmNjlZmZqenTpxf5O+nVq5fmzp2r8+fP2+qSkpLUq1evPPv7+fk5xOzp6WnXp3r16goICFD9+vXVo0cPrVu3TtWqVVP//v3zHLNatWq2sfz9/e3GyP0enZn/zjvv1JAhQ3To0CHt3r3brk/utRAUFKROnTqpXbt2+uabb+z6WK1WJScn6/HHH1fPnj1lMpnyjH/QoEGaNWuWtm/fnmf73+e8nutPkipVqqTevXtrxIgRBc4HAAAAoHBcJmktDJPJpNjYWJUrV06xsbEOiUpAQIC+//57HT9+/B+N69ixY1qyZInc3d3l7u5u1+bj46NRo0Zp/PjxOnv2bJHGveuuuxQSEmJb4fz999+1evVqPf7448UWe4UKFdSvXz+tW7dOx44dK7Zxr8VsNttuHS5fvny+/bZv367169c79Fm5cqXOnTundu3aKS4uTnPnzs3z+23VqpU6duxYLEnkta6/XGPHjtW2bdu0cOHCQo+dlZUli8ViVwAAAAC4UNK6fPlyeXl52ZXXXnvN1m6xWLRw4ULFxcVJkuLi4jR//nydOXPG1mfy5Mk6fvy4AgIC1LhxY/Xr109ffvmlU/G0bNnSIZ6rmc1meXl5qVKlSqpRo4ZWrlypgQMHqlKlSg5jDRgwQJ6enpo8eXKR4+jdu7ftVtSUlBQ99NBDqlatWp59Y2NjHWL++3O2eQkLC5MkHThwoMjxFXX+W2+9VV5eXvLz89Ps2bP1yCOP2ObPlXsteHp66rbbbtOxY8f04osv2vUxmUzq0aOH3N3dFRERoTp16mjBggV5xpWYmKgVK1ZozZo1+cZeHNdfrpo1a+rZZ5/VqFGjdPny5YK/tKti9PX1tZWgoKBCHQcAAACUdi7znta2bdvqvffes6vLvR1VkubMmaO6devq9ttvlyQ1adJEwcHBmjdvnvr06SNJCg8P1/bt2/Xzzz9r3bp1Wr16tR5++GHFx8fbNmMqrHnz5qlhw4b5tnt7e2vTpk26dOmSvvzyS33yySeaMGFCnn2NRqPGjx+vwYMH53sbbn7i4uI0YsQI/fbbb0pJSdF//vOffPtOmTJF7dq1s6urWbPmNeewWq2SrtzyfD0KM/+aNWtUsWJF/fDDD3rttdf0/vvvO4yTey2cPXtWU6ZMkYeHh2JiYmztmZmZWrx4sdauXWuri4uLk8lksttgKVd4eLieeOIJjRgxQuvWrcsz9uK4/q42fPhwffDBB0pKSlK3bt3ynPNqCQkJev75522fLRYLiSsAAAAgF0paK1WqpNDQ0HzbTSaTduzYIQ+P/4Wck5OjpKQku6TBzc1NTZs2VdOmTTVkyBDNmjVLjz/+uEaNGqXatWsXOp6goKAC43Fzc7O1N2zYUPv27VP//v318ccf59k/Li5Ob731ll599dVr7hx8tSpVqqhjx47q06ePLly4oAcffFCnT5/Os29AQECBMedn165dklSkuJydv3bt2vLz81ODBg107Ngxde/eXatXr7brc/W1kJSUpNtvv10mk8n233n27Nm6cOGCmjdvbjvGarUqJydHe/fuVf369R3mHTdunOrXr6+lS5fmGVdxXX+5/Pz8lJCQoHHjxqljx475fyH/n9FolNFovGY/AAAAoKxxmduDC7Jt2zalpaUpNTVV6enptpKamqoNGzY4bORztfDwcEkq8vOkRTVixAjNmzdPmzZtyrPdzc1NiYmJeu+994p8G27v3r2VmpqqJ554wuGZ2et1/vx5ffjhh2rdunW+tx3fKAMHDtT27du1ZMmSfPu4ublp5MiReumll2wbUplMJr3wwgt218KWLVt077335rurb1BQkAYNGqSRI0cqOzu7SHE6e/0NHjxYbm5udjssAwAAACgal1lpzcrK0tGjR+3qPDw8VLVqVZlMJjVr1kytW7d2OK5p06YymUx688031aVLF7Vq1UotW7ZUQECA9u/fr4SEBNWvX9/huclrOXHihEM8fn5+Drvh5goKClLnzp01evRoLV++PM8+0dHRat68uT744APVqFGj0LFERUXp+PHj8vHxKbBfZmamQ8ze3t52z9keO3ZMFy5c0OnTp/Xzzz/rjTfe0F9//aXFixcXOp7rmf9qFStWVN++fTVmzBh16tQp39uTu3btqhdffFHvvPOO2rVrp02bNumTTz5x+G8aGxur8ePH69VXX7VbEc2VkJCg6dOna//+/erevbtdW3Fcf3/n6empcePGaeDAgXmeFwAAAIBrc5mV1hUrVigwMNCu/Otf/9LFixc1a9Ysu2carxYTE6OZM2fq0qVLioyM1GeffaaHH35Y9evXV69evRQWFqavv/46zySmIO3atXOIJ79bS3M999xz+vzzz7Vx48Z8+7z++uu6cOFCkWIxGAyqWrVqgbvsStKTTz7pEPN///tfuz4NGjRQzZo1ddddd2nixIlq166dtm/fbluRvh6Fmf/vBg0apF27duW7iZJ0JXkcNGiQ3njjDb3zzjsKDw/P8/+E6Ny5s44dO6Yvvvgiz3H8/f01fPjwPL//4rj+8tKrVy/VqVMn33MDAAAAUDCDNXcXHgAuw2KxXNlFeMh8uRkrlnQ4xe7AxOiSDgEAAAD/sNzfuGaz+Zp3kV7NZW4PBuBo+7jIIv1BAwAAAKWNy9weDAAAAADA35G0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABclkdJBwAgfxFjvpKbsWJJh1HsDkyMLukQAAAAcJNgpRUAAAAA4LJIWgEAAAAALoukFf+o48ePq3///qpVq5aMRqMCAgIUGRmpdevWSZJCQkI0derUfI8/dOiQevfurZo1a6p8+fIKDg7Ws88+qxMnTkiS/vzzT5UrV05z587N8/g+ffrozjvvtH0+f/68/P39VbVqVWVlZTn0/3s8VqtVQ4cOlY+Pj1JTUwuMOTExUe7u7nrzzTev8a0AAAAAyA9JK/5RMTEx2rx5s2bMmKG9e/dq2bJlatOmjS3pLMhvv/2mu+++W7/88ovmzJmjX3/9Ve+//76+++473XPPPTp58qRq1Kih6OhoJSUlORx/9uxZzZ8/X3369LHVLVq0SI0aNVJYWJiWLl1a4PzZ2dnq06ePZs6cqZUrV6pNmzYF9k9KStKwYcPyjAUAAABA4bARE/4xmZmZWrNmjVJTU3XfffdJkoKDg9WsWbNCHT9w4ECVL19eX3/9tSpUqCBJqlWrlu644w7VrVtXo0aN0nvvvac+ffqoU6dO+v3331WrVi3b8QsWLNDly5f12GOP2epMJpPi4uJktVplMpnUvXv3POfOyspSbGys0tLStGbNGjVo0KDAWFetWqXz589r/PjxmjlzptavX6+WLVsW6jwBAAAA/A8rrfjHeHl5ycvLS0uXLs3zVtyCnDx5Ul999ZUGDBhgS1hzBQQE6LHHHtO8efNktVr10EMPqUaNGkpJSbHrl5ycrEcffVR+fn6SpH379mnDhg3q1q2bunXrpjVr1ujgwYMOc585c0bR0dHauXOn1q1bd82EVbqSDMfGxqpcuXKKjY2VyWQqsH9WVpYsFotdAQAAAEDSin+Qh4eHUlJSNGPGDPn5+alVq1YaOXKktm7des1jf/nlF1mtVjVs2DDP9oYNG+rUqVM6fvy43N3d1atXL6WkpMhqtUq6kqCuWbNGvXv3th2TlJSkBx98UJUrV5a/v78iIyOVnJzsMPYrr7yi9PR0rVmzRkFBQdeM1WKxaOHChYqLi5MkxcXFaf78+Tpz5ky+xyQmJsrX19dWCjMPAAAAUBaQtOIfFRMToyNHjmjZsmWKiopSamqq7rzzTodV0fzkJqHX0rt3b+3fv18rV66UdGWVNSQkRPfff7+kK8+nzpgxw5ZYSleSy5SUFOXk5NiN1aFDB509e1avvfZaoeaeM2eO6tatq9tvv12S1KRJEwUHB2vevHn5HpOQkCCz2Wwrhw4dKtRcAAAAQGlH0op/nKenp9q3b6+XX35Z69evV3x8vMaMGVPgMaGhoTIYDNq1a1ee7bt27VLlypVVrVo1SVK9evV07733Kjk5WTk5OZo5c6aefPJJGQwGSdJXX32lw4cPq3v37vLw8JCHh4d69OihgwcP6rvvvrMb+4EHHtCnn36q999/X88+++w1z89kMmnHjh22cT08PLRz584CN2QyGo3y8fGxKwAAAABIWuECwsPDdfbs2QL7VKlSRe3bt9e7776r8+fP27UdPXpUn3zyibp3725LSqUrr7dZtGiRFi1apMOHDys+Pt7WZjKZ1KNHD6Wnp9uVHj165Pn8aYcOHfTZZ59p+vTpeuaZZ/KNc9u2bUpLS1NqaqrduKmpqdqwYYN2795dyG8FAAAAgMTuwfgHnThxQl27dlXv3r3VuHFjeXt7Ky0tTW+88Yb+/e9/2/odPnxY6enpdscGBwfr7bffVsuWLRUZGalXX31VtWvX1o4dO/Tiiy/qlltu0YQJE+yO6dq1q5555hn93//9nzp06GB7TvT48eP67LPPtGzZMkVERNgd88QTT6hz5846efKk/P397dratWun5cuX6+GHH1ZOTo7efvtth3M0mUxq1qyZWrdu7dDWtGlTmUwm3tsKAAAAFAErrfjHeHl5qXnz5poyZYpat26tiIgIvfzyy+rbt69dAvjWW2/pjjvusCuff/656tWrp7S0NNWpU0fdunVT3bp19fTTT6tt27basGGDQ5JZsWJF9ejRQ6dOnbLbgGnmzJmqVKmSHnjgAYcYH3jgAVWoUEGzZs3K8xzuv/9+ff7550pJSdHAgQPtnrG9ePGiZs2apZiYmDyPjYmJ0cyZM3Xp0qUifW8AAABAWWawFnZnGwD/GIvFcmUX4SHz5WasWNLhFLsDE6NLOgQAAAD8w3J/45rN5iLt4cLtwYAL2z4ukk2ZAAAAUKZxezAAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGV5lHQAAPIXMeYruRkrlnQYxe7AxOiSDgEAAAA3CVZaAQAAAAAui6QVAAAAAOCySFpxU9uwYYPc3d0VHf2/203j4+NlMBjyLSEhIXmOlZ2drYkTJyosLEwVKlSQv7+/mjdvro8++uiaY0dFRTmMl5iYKHd3d7355pvFft4AAABAWWGwWq3Wkg4CcNZTTz0lLy8vmUwm7dmzRzVr1pTZbNb58+dtfQIDA5WcnGxLLN3d3VWtWjWHsUaPHq0PPvhAb7/9tu6++25ZLBalpaXp1KlTGjp0qKQrSeuff/6p5ORku2ONRqMqV65sV1evXj116dJFS5cu1a5du4p0XhaLRb6+vgoaMp9nWgEAAFAq5P7GNZvN8vHxKfRxbMSEm9aZM2c0b948paWl6ejRo0pJSdHIkSPl6+srX19fu75+fn4KCAgocLxly5ZpwIAB6tq1q63u9ttvd+hnNBqvOdaqVat0/vx5jR8/XjNnztT69evVsmXLIpwdAAAAAInbg3ETmz9/vsLCwtSgQQPFxcUpKSlJ13PjQEBAgL7//nsdP378umMzmUyKjY1VuXLlFBsbK5PJVGD/rKwsWSwWuwIAAACApBU3MZPJpLi4OElSVFSUzGazVq1a5fR4kydP1vHjxxUQEKDGjRurX79++vLLLx36LV++XF5eXnbltddes7VbLBYtXLjQFltcXJzmz5+vM2fO5Dt3YmKibYXY19dXQUFBTp8HAAAAUJqQtOKmtGfPHm3cuFGxsbGSJA8PD3Xv3v2aK5oFCQ8P1/bt2/XDDz+od+/eOnbsmB5++GE99dRTdv3atm2r9PR0u9KvXz9b+5w5c1S3bl3brcVNmjRRcHCw5s2bl+/cCQkJMpvNtnLo0CGnzwMAAAAoTXimFTclk8mky5cvq2bNmrY6q9Uqo9Got99+2+GZ1sJyc3NT06ZN1bRpUw0ZMkSzZs3S448/rlGjRql27dqSpEqVKik0NLTA2Hbs2CEPj//9eeXk5CgpKUl9+vTJ8xij0Sij0ehUzAAAAEBpRtKKm87ly5c1c+ZMTZo0SR06dLBr69Spk+bMmWO38nk9wsPDJUlnz54tVP9t27YpLS1Nqamp8vf3t9WfPHlSbdq00e7duxUWFlYssQEAAABlAUkrbjrLly/XqVOn1KdPH4cV1ZiYGJlMJqeS1i5duqhVq1Zq2bKlAgICtH//fiUkJKh+/fp2iWZWVpaOHj1qd6yHh4eqVq0qk8mkZs2aqXXr1g7jN23aVCaTife2AgAAAEXAM6246ZhMJrVr1y7PW4BjYmKUlpamrVu3FnncyMhIffbZZ3r44YdVv3599erVS2FhYfr666/tbvVdsWKFAgMD7cq//vUvXbx4UbNmzVJMTEye48fExGjmzJm6dOlSkWMDAAAAyiqD9XreEQLghsh98XLQkPlyM1Ys6XCK3YGJ0SUdAgAAAP5hub9xzWazfHx8Cn0ctwcDLmz7uMgi/UEDAAAApQ23BwMAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXBZJKwAAAADAZZG0AgAAAABcFkkrAAAAAMBlkbQCAAAAAFwWSSsAAAAAwGWRtAIAAAAAXJZHSQcAIH8RY76Sm7FiSYdR7A5MjC7pEAAAAHCTYKUVAAAAAOCySFoBAAAAAC6LpBUAAAAA4LJIWsuQ48ePq3///qpVq5aMRqMCAgIUGRmpdevWOfTdsGGD3N3dFR3t+OxhamqqDAaDMjMzHdpCQkI0depU22eDwWArlSpVUr169RQfH6+ff/650GP+XWJiotzd3fXmm286tKWkpNjmc3NzU2BgoLp3767ff/89z7HCwsJkNBp19OhRh7Y2bdrYxV+jRg117dpVBw8etPU5cOCADAaD0tPTHY6PjIyUu7u7fvrpp2ueEwAAAIC8kbSWITExMdq8ebNmzJihvXv3atmyZWrTpo1OnDjh0NdkMmnw4MFavXq1jhw5cl3zJicnKyMjQzt27NA777yjM2fOqHnz5po5c6ZT4yUlJWnYsGFKSkrKs93Hx0cZGRk6fPiwFi1apD179qhr164O/dauXavz58+rS5cumjFjRp5j9e3bVxkZGTpy5Ig+/fRTHTp0SHFxcdeM8ffff9f69es1aNCgfOMEAAAAcG0krWVEZmam1qxZo9dff11t27ZVcHCwmjVrpoSEBD3yyCN2fc+cOaN58+apf//+io6OVkpKynXN7efnp4CAAIWEhKhDhw5auHChHnvsMQ0aNEinTp0q0lirVq3S+fPnNX78eFksFq1fv96hj8FgUEBAgAIDA9WyZUv16dNHGzdulMVisetnMpnUs2dPPf744/kmlhUrVrSN1aJFCw0aNEibNm26ZpzJycnq2LGj+vfvrzlz5uj8+fMF9s/KypLFYrErAAAAAEhaywwvLy95eXlp6dKlysrKKrDv/PnzFRYWpgYNGiguLk5JSUmyWq3FGs9zzz2n06dP65tvvinScSaTSbGxsSpXrpxiY2NlMpkK7H/s2DEtWbJE7u7ucnd3t9WfPn1aCxYsUFxcnNq3by+z2aw1a9YUONbJkyc1f/58NW/evMB+VqtVycnJiouLU1hYmEJDQ7Vw4cICj0lMTJSvr6+tBAUFFdgfAAAAKCtIWssIDw8PpaSkaMaMGfLz81OrVq00cuRIbd261aGvyWSy3QIbFRUls9msVatWFWs8YWFhkq48E1pYFotFCxcutMUWFxen+fPn68yZM3b9zGazvLy8VKlSJdWoUUMrV67UwIEDValSJVufuXPnql69emrUqJHc3d3Vo0ePPBPgd9991zZWlSpVtGfPnmve7vvtt9/q3LlzioyMtMV5reQ6ISFBZrPZVg4dOlSo7wQAAAAo7Uhay5CYmBgdOXJEy5YtU1RUlFJTU3XnnXfa3f67Z88ebdy4UbGxsZKuJLvdu3e/ZtJVVLkrtwaDodDHzJkzR3Xr1tXtt98uSWrSpImCg4M1b948u37e3t5KT09XWlqaJk2apDvvvFMTJkyw65OUlGT3bGpcXJwWLFig06dP2/V77LHHlJ6eri1btmjt2rUKDQ1Vhw4dHPr9fezu3bvLw8NDkhQbG6t169Zp3759+R5jNBrl4+NjVwAAAACQtJY5np6eat++vV5++WWtX79e8fHxGjNmjK3dZDLp8uXLqlmzpjw8POTh4aH33ntPixYtktlsliRbQpX7+WqZmZny9fW9Zhy7du2SJNWuXbvQsZtMJu3YscMWl4eHh3bu3Omw8unm5qbQ0FA1bNhQzz//vFq0aKH+/fvb2nfu3KkffvhBw4YNs43TokULnTt3TnPnzrUby9fXV6GhoQoNDVWrVq1kMpn0yy+/OCTKuU6ePKklS5bo3XfftY19yy236PLly2zIBAAAADiBpLWMCw8P19mzZyVJly9f1syZMzVp0iSlp6fbypYtW1SzZk3NmTNHklSvXj25ubk5vLbmt99+k9lsVv369a8579SpU+Xj46N27doVKs5t27YpLS1NqampdrGlpqZqw4YN2r17d77HjhgxQvPmzbNtoGQymdS6dWtt2bLFbqznn3/+mivKuc/F5rex0ieffKJbb73VYexJkyYpJSVF2dnZhTpfAAAAAFd4lHQA+GecOHFCXbt2Ve/evdW4cWN5e3srLS1Nb7zxhv79739LkpYvX65Tp06pT58+DqulMTExMplM6tevn7y9vfXUU0/phRdekIeHh2677TYdOnRIw4cPV4sWLdSyZUu7YzMzM3X06FFlZWVp7969+uCDD7R06VLNnDlTfn5+hYrfZDKpWbNmat26tUNb06ZNZTKZ8nxvqyQFBQWpc+fOGj16tJYsWaKPP/5Y48ePV0REhF2/p556SpMnT9aOHTvUqFEjSdK5c+ds73D9888/9corr8jT01MdOnTIN84uXbo4jB0UFKSEhAStWLEiz3ffAgAAAMgbK61lhJeXl5o3b64pU6aodevWioiI0Msvv6y+ffvq7bfflnQl4WrXrl2et/fGxMQoLS3NtnHTtGnT1KtXLw0fPlyNGjVSfHy8GjdurM8++8zhOdUnn3xSgYGBCgsLU//+/eXl5aWNGzeqZ8+ehYr94sWLmjVrlmJiYvJsj4mJ0cyZM3Xp0qV8x3juuef0+eefa/LkyTpx4oQ6d+7s0Kdhw4Zq2LCh3Wrr9OnTFRgYqMDAQLVt21Z//fWXvvjiCzVo0MDh+J9//llbtmzJM05fX1898MADxf5sMAAAAFDaGazF/S4TANfNYrHI19dXZrOZTZkAAABQKjj7G5eVVgAAAACAyyJpBQAAAAC4LJJWAAAAAIDLImkFAAAAALgsklYAAAAAgMsiaQUAAAAAuCySVgAAAACAyyJpBQAAAAC4LJJWAAAAAIDLImkFAAAAALgsklYAAAAAgMsiaQUAAAAAuCySVgAAAACAyyJpBQAAAAC4LI+SDgBA/iLGfCU3Y8WSDqPYHZgYXdIhAAAA4CbBSisAAAAAwGWRtAIAAAAAXBZJK1BIbdq00ZAhQxzqU1JS5OfnJ0kaO3asmjRpYte+Zs0a+fn5aciQIbJarTc+UAAAAKAUIWkFbqDPP/9ckZGRev755zV16lQZDIaSDgkAAAC4qbARE3CDzJ49W08++aQmTZqkQYMGlXQ4AAAAwE2JpBW4Ad555x09//zzSkpK0mOPPXbN/llZWcrKyrJ9tlgsNzI8AAAA4KbB7cFAMdu1a5cGDRqk9957r1AJqyQlJibK19fXVoKCgm5wlAAAAMDNgaQVKGa33nqr7rzzTr355pvKyMgo1DEJCQkym822cujQoRscJQAAAHBzIGkFCsnHx0dms9mhPjMzU76+vrbP3t7e+vbbb1WpUiW1bdu2UImr0WiUj4+PXQEAAABA0goUWoMGDbRp0yaH+k2bNql+/fp2dZUrV9a3334rHx8ftWnTRkeOHPmnwgQAAABKFZJWoJD69++vvXv36plnntHWrVu1Z88eTZ48WXPmzNELL7zg0N/Pz0/ffPONKleuTOIKAAAAOImkFSikOnXqaPXq1dq9e7fatWun5s2ba/78+VqwYIGioqLyPMbX11dff/21qlatqvvuu0+HDx/+h6MGAAAAbm4Gq9VqLekgANizWCxXdhEeMl9uxoolHU6xOzAxuqRDAAAAwD8s9zeu2Wwu0h4uvKcVcGHbx0WyKRMAAADKNG4PBgAAAAC4LJJWAAAAAIDLImkFAAAAALgsklYAAAAAgMsiaQUAAAAAuCySVgAAAACAyyJpBQAAAAC4LJJWAAAAAIDLImkFAAAAALgsklYAAAAAgMsiaQUAAAAAuCySVgAAAACAyyJpBQAAAAC4LI+SDgBA/iLGfCU3Y8WSDqPYHZgYXdIhAAAA4CbBSisAAAAAwGWRtAIAAAAAXFaJJq3x8fEyGAwOJSoqyqFvYmKi3N3d9eabbzq0ZWdna+LEiQoLC1OFChXk7++v5s2b66OPPpKkPOe4uowdOzbP+Nq0aSODwaCJEyc6tEVHRzscm9v/76Vfv362PlfXV6pUSfXq1VN8fLx+/vlnu/FTU1NlMBiUmZmZ7/eUW0JCQpya38fHR02bNtWnn35qN3dKSoqtj5ubmwIDA9W9e3f9/vvveX5PYWFhMhqNOnr0aL7f4dy5c+3qp06daov773NeXTw9PR3G3LBhg9zd3RUd7XiL6YEDB2QwGFS9enWdPn3arq1Jkyb5/reWrn0dScV3zQIAAAAonBJfaY2KilJGRoZdmTNnjkO/pKQkDRs2TElJSQ5t48aN05QpU/TKK69o586dWrlypZ5++mllZmZKkt3YU6dOlY+Pj13d0KFD840vKChIKSkpdnWHDx/Wd999p8DAQIf+ffv2dTifN954w65PcnKyMjIytGPHDr3zzjs6c+aMmjdvrpkzZ+YZw7Rp0+zGu3qMjIwM/fTTT07Nn5aWplatWqlLly7atm2bXZ/c7+jw4cNatGiR9uzZo65duzrEtnbtWp0/f15dunTRjBkz8ozf09NTL730ki5dupRn+9/nvLocPHjQoZ/JZNLgwYO1evVqHTlyJM+xTp8+rbfeeqvA+f7uWtdRruK4ZgEAAAAUTolvxGQ0GhUQEFBgn1WrVun8+fMaP368Zs6cqfXr16tly5a29mXLlmnAgAF2SdXtt99u+/fV4/v6+spgMFxzzlwdO3bU/PnztW7dOrVq1UqSNGPGDHXo0CHPlceKFStec2w/Pz9bn5CQEHXo0EG9evXSoEGD9PDDD6ty5cp2/X19feXr65vvGM7OHxAQoFdeeUXTpk3TypUrddttt9n6XP0dBQYGqk+fPnrmmWdksVjk4+Nj62cymdSzZ0/dd999evbZZzV8+HCH+WJjY7Vs2TJNnz5dAwYMyDeuwvx3OXPmjObNm6e0tDQdPXpUKSkpGjlypEO/wYMHa/LkyRo4cKCqV69e4Ji5rnUd5SqOaxYAAABA4ZT4SmthmEwmxcbGqly5coqNjZXJZLJrDwgI0Pfff6/jx48X+9zly5fXY489puTkZFtdSkqKevfuXazzPPfcczp9+rS++eabYh23IJcvX7Z9l+XLl8+337Fjx7RkyRK5u7vL3d3dVn/69GktWLBAcXFxat++vcxms9asWeNwvI+Pj0aNGqXx48fr7Nmz1xXz/PnzFRYWpgYNGiguLk5JSUmyWq0O/WJjYxUaGqrx48cXeuzivI6udc3+XVZWliwWi10BAAAA4AJJ6/Lly+Xl5WVXXnvtNVu7xWLRwoULFRcXJ0mKi4vT/PnzdebMGVufyZMn6/jx4woICFDjxo3Vr18/ffnll8UWY+/evTV//nydPXtWq1evltlsVseOHfPs++677zqczyeffHLNOcLCwiRdeSbzehRm/tjYWHl5ecloNOq5555TSEiIunXrZtfHbDbLy8tLlSpVUo0aNbRy5UoNHDhQlSpVsvWZO3eu6tWrp0aNGsnd3V09evTINzkbMGCAPD09NXny5Hxjz53z6vLggw/a9TGZTLZrISoqSmazWatWrXIYK/dZ5A8//FD79u0r+Ev7/wp7HRXHNft3iYmJthV1X19fBQUFFSpmAAAAoLQr8duD27Ztq/fee8+uzt/f3/bvOXPmqG7durbbNJs0aaLg4GDNmzdPffr0kSSFh4dr+/bt+vnnn7Vu3TqtXr1aDz/8sOLj4+020XHW7bffrnr16mnhwoVauXKlHn/8cXl45P3VPfbYYxo1apRdXY0aNa45R+5qocFguK5YCzP/lClT1K5dO/3222967rnn9J///MfuO5ckb29vbdq0SZcuXdKXX36pTz75RBMmTLDrk5SUZEvMpCvJ2X333af//ve/8vb2tutrNBo1fvx4DR48WP37988z9tw5r1ahQgXbv/fs2aONGzdqyZIlkiQPDw91795dJpNJbdq0cRgvMjJS//rXv/Tyyy9r9uzZec55tcJeR8Vxzf5dQkKCnn/+edtni8VC4goAAADIBZLWSpUqKTQ0NN92k8mkHTt22CWJOTk5SkpKsksA3Nzc1LRpUzVt2lRDhgzRrFmz9Pjjj2vUqFGqXbv2dcfZu3dvvfPOO9q5c6c2btyYbz9fX98Czyc/u3btkqTrjrUw8wcEBCg0NFShoaFKTk7WQw89pJ07d9o9++nm5mYbp2HDhtq3b5/69++vjz/+WJK0c+dO/fDDD9q4caPdc6zZ2dmaO3eu+vbt6zBvXFyc3nrrLb366qt2OwfnNWdeTCaTLl++rJo1a9rqrFarjEaj3n77bYfnfiVp4sSJuueee/Tiiy8W+J1cHcO1rqPiumavZjQaZTQaCxUjAAAAUJaU+O3BBdm2bZvS0tKUmpqq9PR0W0lNTdWGDRu0e/fufI8NDw+XpOt+hjJXz549tW3bNkVERNjGLk65uxq3a9eu2McuSLNmzXTXXXc5rKL+3YgRIzRv3jzbSqjJZFLr1q21ZcsWu/82zz//fL63CLu5uSkxMVHvvfdekW+Dvnz5smbOnKlJkybZzbdlyxbVrFkzz917c8/v0Ucf1YgRI4o0X66iXkfXc80CAAAAcFTiK61ZWVkO7/f08PBQ1apVZTKZ1KxZM7Vu3drhuKZNm8pkMunNN99Uly5d1KpVK7Vs2VIBAQHav3+/EhISVL9+fduzotercuXKysjIULly5Qrsd+7cOYfzMRqNdjsCZ2Zm6ujRo8rKytLevXv1wQcfaOnSpZo5c6b8/PyuK87CzP93Q4YMUefOnTVs2DDdcsstefYJCgpS586dNXr0aC1ZskQff/yxxo8fr4iICLt+Tz31lCZPnqwdO3aoUaNGDuNER0erefPm+uCDDxxuW7ZarXm+67V69epavny5Tp06pT59+jisqMbExMhkMtm9j/ZqEyZMUKNGjfK9pTtXYa+j4rhmAQAAABROia+0rlixQoGBgXblX//6ly5evKhZs2YpJiYmz+NiYmI0c+ZMXbp0SZGRkfrss8/08MMPq379+urVq5fCwsL09ddfXzNRKQo/Pz+7jYjyMn36dIfziY2Ntevz5JNPKjAwUGFhYerfv7+8vLy0ceNG9ezZ87pjLMz8fxcVFaXatWtfc7X1ueee0+eff67JkyfrxIkT6ty5s0Ofhg0bqmHDhgXulvv666/rwoULDvUWi8Uh9sDAQB07dkwmk0nt2rXL8xbgmJgYpaWlaevWrXnOV79+ffXu3TvPOa9W2OuoOK5ZAAAAAIVjsOb1vhAAJcpisVzZRXjIfLkZK5Z0OMXuwMTokg4BAAAA/7Dc37hms1k+Pj6FPq7Ebw8GkL/t4yKL9AcNAAAAlDYlfnswAAAAAAD5IWkFAAAAALgsklYAAAAAgMsiaQUAAAAAuCySVgAAAACAy2L3YMAF5b6JymKxlHAkAAAAQPHI/W1b1LeukrQCLujEiROSpKCgoBKOBAAAAChep0+flq+vb6H7k7QCLsjf31+S9PvvvxfpDxpli8ViUVBQkA4dOsT7fJEvrhMUFtcKCoPrBIWV17VitVp1+vRp1axZs0hjkbQCLsjN7crj5r6+vvwPAq7Jx8eH6wTXxHWCwuJaQWFwnaCw/n6tOLMgw0ZMAAAAAACXRdIKAAAAAHBZJK2ACzIajRozZoyMRmNJhwIXxnWCwuA6QWFxraAwuE5QWMV5rRisRd1vGAAAAACAfwgrrQAAAAAAl0XSCgAAAABwWSStAAAAAACXRdIKAAAAAHBZJK0A/l97dxcSVRrGAfxvrmNWpo0f81E5jVoa6RiYThJJMOJoIJgG9nFhIUY1CjrZJ5gKQeCVVEJ3eZNRQRp1F6ZGMBoYIl446CAM4UclOKEmSvPuRTjspLvq7uJ7duf/gwPDOYdz/hcPDzxzzrxDRERERKRYHFqJFKa5uRl79uzB5s2bYTab8eHDB9mRSGHq6+sRFBTktyUnJ8uORZK9e/cOBQUF0Ov1CAoKQnt7u99xIQRu374NnU6HsLAw5OTkYHh4WE5Ykmq1Wjl37tyyHpOXlycnLElx9+5dZGRkIDw8HLGxsSgsLITT6fQ7Z35+HjabDVFRUdi2bRuKi4sxOTkpKTHJspZaOXbs2LKecvHixXXdh0MrkYI8ffoUdrsddXV1+PjxI9LS0mC1WvH582fZ0UhhDhw4gPHxcd/2/v172ZFIstnZWaSlpaG5uXnF442Njbh37x4ePnyI3t5ebN26FVarFfPz8xuclGRbrVYAIC8vz6/HPHnyZAMTkmzd3d2w2Wzo6enBmzdvsLi4iNzcXMzOzvrOqa6uxqtXr/D8+XN0d3djbGwMRUVFElOTDGupFQAoLy/36ymNjY3rug//p5VIQcxmMzIyMvDgwQMAgNfrxe7du1FZWYkbN25ITkdKUV9fj/b2dvT398uOQgoVFBSEtrY2FBYWAvj5lFWv1+PKlSuoqakBAHg8Hmg0GrS0tODUqVMS05JMv9YK8PNJ6/T09LInsBS4vnz5gtjYWHR3dyM7OxsejwcxMTFobW3FyZMnAQBDQ0PYv38/HA4HDh8+LDkxyfJrrQA/n7QePHgQTU1Nf/u6fNJKpBALCwvo6+tDTk6Ob9+mTZuQk5MDh8MhMRkp0fDwMPR6PeLj43H27Fm43W7ZkUjBRkdHMTEx4ddfIiIiYDab2V9oRV1dXYiNjUVSUhIuXbqEqakp2ZFIIo/HAwBQq9UAgL6+PiwuLvr1lOTkZMTFxbGnBLhfa2XJ48ePER0djZSUFNy8eRNzc3Pruu5v/1pCIvpHvn79ih8/fkCj0fjt12g0GBoakpSKlMhsNqOlpQVJSUkYHx9HQ0MDjh49isHBQYSHh8uORwo0MTEBACv2l6VjREvy8vJQVFQEo9EIl8uFW7duIT8/Hw6HA8HBwbLj0Qbzer2oqqrCkSNHkJKSAuBnT1GpVIiMjPQ7lz0lsK1UKwBw5swZGAwG6PV6DAwM4Pr163A6nXjx4sWar82hlYjoPyY/P9/32WQywWw2w2Aw4NmzZygrK5OYjIj+D/74unhqaipMJhMSEhLQ1dUFi8UiMRnJYLPZMDg4yLUTaFV/VisXLlzwfU5NTYVOp4PFYoHL5UJCQsKars3Xg4kUIjo6GsHBwctW3pucnIRWq5WUiv4LIiMjsW/fPoyMjMiOQgq11EPYX+jviI+PR3R0NHtMAKqoqMDr16/R2dmJXbt2+fZrtVosLCxgenra73z2lMD1Z7WyErPZDADr6ikcWokUQqVSIT09HR0dHb59Xq8XHR0dyMrKkpiMlG5mZgYulws6nU52FFIoo9EIrVbr11++ffuG3t5e9hda1adPnzA1NcUeE0CEEKioqEBbWxvevn0Lo9Hodzw9PR0hISF+PcXpdMLtdrOnBJjVamUlSwtJrqen8PVgIgWx2+0oLS3FoUOHkJmZiaamJszOzuL8+fOyo5GC1NTUoKCgAAaDAWNjY6irq0NwcDBOnz4tOxpJNDMz4/et9ejoKPr7+6FWqxEXF4eqqircuXMHe/fuhdFoRG1tLfR6vd+qsRQY/qpW1Go1GhoaUFxcDK1WC5fLhWvXriExMRFWq1ViatpINpsNra2tePnyJcLDw32/U42IiEBYWBgiIiJQVlYGu90OtVqN7du3o7KyEllZWVw5OMCsVisulwutra04fvw4oqKiMDAwgOrqamRnZ8NkMq39RoKIFOX+/fsiLi5OqFQqkZmZKXp6emRHIoUpKSkROp1OqFQqsXPnTlFSUiJGRkZkxyLJOjs7BYBlW2lpqRBCCK/XK2pra4VGoxGhoaHCYrEIp9MpNzRJ8Ve1Mjc3J3Jzc0VMTIwICQkRBoNBlJeXi4mJCdmxaQOtVB8AxKNHj3znfP/+XVy+fFns2LFDbNmyRZw4cUKMj4/LC01SrFYrbrdbZGdnC7VaLUJDQ0ViYqK4evWq8Hg867oP/6eViIiIiIiIFIu/aSUiIiIiIiLF4tBKREREREREisWhlYiIiIiIiBSLQysREREREREpFodWIiIiIiIiUiwOrURERERERKRYHFqJiIiIiIhIsTi0EhERERERkWJxaCUiIiIiIiLF4tBKREREREREisWhlYiIiIiIiBTrd3IQRICeHckfAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 900x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gps_disruption_counted[gps_disruption_counted>1].plot(kind='barh',figsize=[9,7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "689919e3-03d1-4562-bd9d-d289ef459416",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='location_state_country'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gps_disruption_counted[gps_disruption_counted==1].plot(kind='barh',figsize=[9,20])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "332a520e-314a-400a-a59f-3f920426ff1b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "toc-autonumbering": true,
  "vscode": {
   "interpreter": {
    "hash": "3ad933181bd8a04b432d3370b9dc3b0662ad032c4dfaa4e4f1596c548f763858"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}