SpaceX-Datasets.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "import glob as glob\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function pandas.io.parsers._make_parser_function.<locals>.parser_f>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Flight Number</th>\n",
       "      <th>Launch Date</th>\n",
       "      <th>Launch Time</th>\n",
       "      <th>Launch Site</th>\n",
       "      <th>Vehicle Type</th>\n",
       "      <th>Payload Name</th>\n",
       "      <th>Payload Type</th>\n",
       "      <th>Payload Mass (kg)</th>\n",
       "      <th>Payload Orbit</th>\n",
       "      <th>Customer Name</th>\n",
       "      <th>Customer Type</th>\n",
       "      <th>Customer Country</th>\n",
       "      <th>Mission Outcome</th>\n",
       "      <th>Failure Reason</th>\n",
       "      <th>Landing Type</th>\n",
       "      <th>Landing Outcome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>F1-1</td>\n",
       "      <td>24 March 2006</td>\n",
       "      <td>22:30</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>FalconSAT-2</td>\n",
       "      <td>Research Satellite</td>\n",
       "      <td>19.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DARPA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Engine Fire During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F1-2</td>\n",
       "      <td>21 March 2007</td>\n",
       "      <td>01:10</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>DemoSat</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DARPA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Engine Shutdown During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>Trailblazer</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORS</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>PRESat, NanoSail-D</td>\n",
       "      <td>Research Satellites</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>Explorers</td>\n",
       "      <td>Human Remains</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Celestis</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F1-4</td>\n",
       "      <td>28 September 2008</td>\n",
       "      <td>23:15</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>RatSat (DemoSat)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>F1-5</td>\n",
       "      <td>14 July 2009</td>\n",
       "      <td>03:35</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>RazakSAT</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>ATSB</td>\n",
       "      <td>Government</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>F9-1</td>\n",
       "      <td>4 June 2010</td>\n",
       "      <td>18:45</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>Dragon Spacecraft Qualification Unit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Parachute</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>F9-2</td>\n",
       "      <td>8 December 2010</td>\n",
       "      <td>15:43</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS (Dragon C1)</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Parachute</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F9-3</td>\n",
       "      <td>22 May 2012</td>\n",
       "      <td>07:44</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS (Dragon C2+)</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>F9-4</td>\n",
       "      <td>8 October 2012</td>\n",
       "      <td>00:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS-1</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>F9-4</td>\n",
       "      <td>8 October 2012</td>\n",
       "      <td>00:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>Orbcomm-OG2</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Engine Failure During Flight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>F9-5</td>\n",
       "      <td>1 March 2013</td>\n",
       "      <td>15:10</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS-2</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>677.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>F9-6</td>\n",
       "      <td>29 September 2013</td>\n",
       "      <td>16:00</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>CASSIOPE</td>\n",
       "      <td>Communication/Research Satellite</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Polar Orbit</td>\n",
       "      <td>MDA Corp</td>\n",
       "      <td>Business</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>F9-7</td>\n",
       "      <td>3 December 2013</td>\n",
       "      <td>22:41</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SES-8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3170.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SES</td>\n",
       "      <td>Business</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>F9-8</td>\n",
       "      <td>6 December 2014</td>\n",
       "      <td>22:06</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Thaicom 6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3325.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Thaicom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>F9-9</td>\n",
       "      <td>18 April 2014</td>\n",
       "      <td>19:25</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-3</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2296.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>F9-10</td>\n",
       "      <td>14 July 2014</td>\n",
       "      <td>15:15</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>OG2 Mission 1 (6 OG2 Satellites)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>F9-11</td>\n",
       "      <td>5 August 2014</td>\n",
       "      <td>08:00</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>AsiaSat 8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4535.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>AsiaSat</td>\n",
       "      <td>Business</td>\n",
       "      <td>China</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>F9-12</td>\n",
       "      <td>7 September 2014</td>\n",
       "      <td>05:00</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>AsiaSat 6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4428.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>AsiaSat</td>\n",
       "      <td>Business</td>\n",
       "      <td>China</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>F9-13</td>\n",
       "      <td>21 September 2014</td>\n",
       "      <td>05:52</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-4</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2216.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>F9-14</td>\n",
       "      <td>10 January 2015</td>\n",
       "      <td>09:47</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-5</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2395.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>F9-15</td>\n",
       "      <td>11 February 2015</td>\n",
       "      <td>23:03</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>DSCOVR</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>570.0</td>\n",
       "      <td>Sun/Earth Orbit</td>\n",
       "      <td>US Air Force; NASA; NOAA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>F9-16</td>\n",
       "      <td>2 March 2015</td>\n",
       "      <td>03:50</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>ABS-3A</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4159.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Asia Broadcast Satellite</td>\n",
       "      <td>Business</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>F9-16</td>\n",
       "      <td>2 March 2015</td>\n",
       "      <td>03:50</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Eutelsat 115 West B (Satmex 7)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4159.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Eutelsat (Satmex)</td>\n",
       "      <td>Business</td>\n",
       "      <td>France (Mexico)</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>F9-17</td>\n",
       "      <td>14 April 2015</td>\n",
       "      <td>20:10</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-6</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>1898.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>F9-18</td>\n",
       "      <td>27 April 2015</td>\n",
       "      <td>23:03</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>TurkmenAlem 52E/MonacoSAT</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4707.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Turkmenistan NSA</td>\n",
       "      <td>Government</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>F9-19</td>\n",
       "      <td>28 June 2015</td>\n",
       "      <td>14:21</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-7</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>1952.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Vehicle Explosion During Flight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>FT-1</td>\n",
       "      <td>22 December 2015</td>\n",
       "      <td>01:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>OG2 Mission 2 (11 OG2 Satellites)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>F9-21</td>\n",
       "      <td>17 January 2016</td>\n",
       "      <td>18:42</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Jason-3</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>553.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA; NOAA; CNES</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>FT-2</td>\n",
       "      <td>4 March 2016</td>\n",
       "      <td>23:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SES-9</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>5271.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SES</td>\n",
       "      <td>Business</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>FT-3</td>\n",
       "      <td>8 April 2016</td>\n",
       "      <td>20:43</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-8</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>3136.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>FT-4</td>\n",
       "      <td>6 May 2016</td>\n",
       "      <td>05:21</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>JCSAT-14</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4696.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SKY Perfect JSAT Group</td>\n",
       "      <td>Business</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>FT-5</td>\n",
       "      <td>27 May 2016</td>\n",
       "      <td>21:39</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Thaicom 8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3100.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Thaicom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>FT-6</td>\n",
       "      <td>15 June 2016</td>\n",
       "      <td>14:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>ABS-2A</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Asia Broadcast Satellite</td>\n",
       "      <td>Business</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>FT-6</td>\n",
       "      <td>15 June 2016</td>\n",
       "      <td>14:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Eutelsat 117 West B (Satmex 9)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Eutelsat (Satmex)</td>\n",
       "      <td>Business</td>\n",
       "      <td>France (Mexico)</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>FT-7</td>\n",
       "      <td>18 July 2016</td>\n",
       "      <td>04:45</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-9</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2257.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>FT-8</td>\n",
       "      <td>14 August 2016</td>\n",
       "      <td>05:26</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>JCSAT-16</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SKY Perfect JSAT Group</td>\n",
       "      <td>Business</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>FT-9</td>\n",
       "      <td>1 September 2016</td>\n",
       "      <td>13:07</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Amos-6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Spacecom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Israel</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Vehicle Explosion Before Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>FT-10</td>\n",
       "      <td>14 January 2017</td>\n",
       "      <td>17:54</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Iridium NEXT 1-10</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>9600.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Iridium Communications</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>FT-11</td>\n",
       "      <td>19 February 2017</td>\n",
       "      <td>14:39</td>\n",
       "      <td>Kennedy Space Center LC-39A</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-10</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2490.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Flight Number        Launch Date Launch Time                  Launch Site  \\\n",
       "0           F1-1      24 March 2006       22:30             Marshall Islands   \n",
       "1           F1-2      21 March 2007       01:10             Marshall Islands   \n",
       "2           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "3           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "4           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "5           F1-4  28 September 2008       23:15             Marshall Islands   \n",
       "6           F1-5       14 July 2009       03:35             Marshall Islands   \n",
       "7           F9-1        4 June 2010       18:45     Cape Canaveral AFS LC-40   \n",
       "8           F9-2    8 December 2010       15:43     Cape Canaveral AFS LC-40   \n",
       "9           F9-3        22 May 2012       07:44     Cape Canaveral AFS LC-40   \n",
       "10          F9-4     8 October 2012       00:35     Cape Canaveral AFS LC-40   \n",
       "11          F9-4     8 October 2012       00:35     Cape Canaveral AFS LC-40   \n",
       "12          F9-5       1 March 2013       15:10     Cape Canaveral AFS LC-40   \n",
       "13          F9-6  29 September 2013       16:00        Vandenberg AFB SLC-4E   \n",
       "14          F9-7    3 December 2013       22:41     Cape Canaveral AFS LC-40   \n",
       "15          F9-8    6 December 2014       22:06     Cape Canaveral AFS LC-40   \n",
       "16          F9-9      18 April 2014       19:25     Cape Canaveral AFS LC-40   \n",
       "17         F9-10       14 July 2014       15:15     Cape Canaveral AFS LC-40   \n",
       "18         F9-11      5 August 2014       08:00     Cape Canaveral AFS LC-40   \n",
       "19         F9-12   7 September 2014       05:00     Cape Canaveral AFS LC-40   \n",
       "20         F9-13  21 September 2014       05:52     Cape Canaveral AFS LC-40   \n",
       "21         F9-14    10 January 2015       09:47     Cape Canaveral AFS LC-40   \n",
       "22         F9-15   11 February 2015       23:03     Cape Canaveral AFS LC-40   \n",
       "23         F9-16       2 March 2015       03:50     Cape Canaveral AFS LC-40   \n",
       "24         F9-16       2 March 2015       03:50     Cape Canaveral AFS LC-40   \n",
       "25         F9-17      14 April 2015       20:10     Cape Canaveral AFS LC-40   \n",
       "26         F9-18      27 April 2015       23:03     Cape Canaveral AFS LC-40   \n",
       "27         F9-19       28 June 2015       14:21     Cape Canaveral AFS LC-40   \n",
       "28          FT-1   22 December 2015       01:29     Cape Canaveral AFS LC-40   \n",
       "29         F9-21    17 January 2016       18:42        Vandenberg AFB SLC-4E   \n",
       "30          FT-2       4 March 2016       23:35     Cape Canaveral AFS LC-40   \n",
       "31          FT-3       8 April 2016       20:43     Cape Canaveral AFS LC-40   \n",
       "32          FT-4         6 May 2016       05:21     Cape Canaveral AFS LC-40   \n",
       "33          FT-5        27 May 2016       21:39     Cape Canaveral AFS LC-40   \n",
       "34          FT-6       15 June 2016       14:29     Cape Canaveral AFS LC-40   \n",
       "35          FT-6       15 June 2016       14:29     Cape Canaveral AFS LC-40   \n",
       "36          FT-7       18 July 2016       04:45     Cape Canaveral AFS LC-40   \n",
       "37          FT-8     14 August 2016       05:26     Cape Canaveral AFS LC-40   \n",
       "38          FT-9   1 September 2016       13:07     Cape Canaveral AFS LC-40   \n",
       "39         FT-10    14 January 2017       17:54        Vandenberg AFB SLC-4E   \n",
       "40         FT-11   19 February 2017       14:39  Kennedy Space Center LC-39A   \n",
       "\n",
       "                   Vehicle Type                          Payload Name  \\\n",
       "0                      Falcon 1                           FalconSAT-2   \n",
       "1                      Falcon 1                               DemoSat   \n",
       "2                      Falcon 1                           Trailblazer   \n",
       "3                      Falcon 1                    PRESat, NanoSail-D   \n",
       "4                      Falcon 1                             Explorers   \n",
       "5                      Falcon 1                      RatSat (DemoSat)   \n",
       "6                      Falcon 1                              RazakSAT   \n",
       "7               Falcon 9 (v1.0)  Dragon Spacecraft Qualification Unit   \n",
       "8               Falcon 9 (v1.0)                SpaceX CRS (Dragon C1)   \n",
       "9               Falcon 9 (v1.0)               SpaceX CRS (Dragon C2+)   \n",
       "10              Falcon 9 (v1.0)                          SpaceX CRS-1   \n",
       "11              Falcon 9 (v1.0)                           Orbcomm-OG2   \n",
       "12              Falcon 9 (v1.0)                          SpaceX CRS-2   \n",
       "13              Falcon 9 (v1.1)                              CASSIOPE   \n",
       "14              Falcon 9 (v1.1)                                 SES-8   \n",
       "15              Falcon 9 (v1.1)                             Thaicom 6   \n",
       "16              Falcon 9 (v1.1)                          SpaceX CRS-3   \n",
       "17              Falcon 9 (v1.1)      OG2 Mission 1 (6 OG2 Satellites)   \n",
       "18              Falcon 9 (v1.1)                             AsiaSat 8   \n",
       "19              Falcon 9 (v1.1)                             AsiaSat 6   \n",
       "20              Falcon 9 (v1.1)                          SpaceX CRS-4   \n",
       "21              Falcon 9 (v1.1)                          SpaceX CRS-5   \n",
       "22              Falcon 9 (v1.1)                                DSCOVR   \n",
       "23              Falcon 9 (v1.1)                                ABS-3A   \n",
       "24              Falcon 9 (v1.1)        Eutelsat 115 West B (Satmex 7)   \n",
       "25              Falcon 9 (v1.1)                          SpaceX CRS-6   \n",
       "26              Falcon 9 (v1.1)             TurkmenAlem 52E/MonacoSAT   \n",
       "27              Falcon 9 (v1.1)                          SpaceX CRS-7   \n",
       "28  Falcon 9 Full Thrust (v1.2)     OG2 Mission 2 (11 OG2 Satellites)   \n",
       "29              Falcon 9 (v1.1)                               Jason-3   \n",
       "30  Falcon 9 Full Thrust (v1.2)                                 SES-9   \n",
       "31  Falcon 9 Full Thrust (v1.2)                          SpaceX CRS-8   \n",
       "32  Falcon 9 Full Thrust (v1.2)                              JCSAT-14   \n",
       "33  Falcon 9 Full Thrust (v1.2)                             Thaicom 8   \n",
       "34  Falcon 9 Full Thrust (v1.2)                                ABS-2A   \n",
       "35  Falcon 9 Full Thrust (v1.2)        Eutelsat 117 West B (Satmex 9)   \n",
       "36  Falcon 9 Full Thrust (v1.2)                          SpaceX CRS-9   \n",
       "37  Falcon 9 Full Thrust (v1.2)                              JCSAT-16   \n",
       "38  Falcon 9 Full Thrust (v1.2)                                Amos-6   \n",
       "39  Falcon 9 Full Thrust (v1.2)                     Iridium NEXT 1-10   \n",
       "40  Falcon 9 Full Thrust (v1.2)                         SpaceX CRS-10   \n",
       "\n",
       "                        Payload Type  Payload Mass (kg)  \\\n",
       "0                 Research Satellite               19.5   \n",
       "1                                NaN                NaN   \n",
       "2            Communication Satellite                NaN   \n",
       "3                Research Satellites                8.0   \n",
       "4                      Human Remains                NaN   \n",
       "5                                NaN              165.0   \n",
       "6                  Weather Satellite              180.0   \n",
       "7                                NaN                NaN   \n",
       "8             Space Station Supplies                NaN   \n",
       "9             Space Station Supplies                NaN   \n",
       "10            Space Station Supplies              500.0   \n",
       "11           Communication Satellite              150.0   \n",
       "12            Space Station Supplies              677.0   \n",
       "13  Communication/Research Satellite              500.0   \n",
       "14           Communication Satellite             3170.0   \n",
       "15           Communication Satellite             3325.0   \n",
       "16            Space Station Supplies             2296.0   \n",
       "17           Communication Satellite                NaN   \n",
       "18           Communication Satellite             4535.0   \n",
       "19           Communication Satellite             4428.0   \n",
       "20            Space Station Supplies             2216.0   \n",
       "21            Space Station Supplies             2395.0   \n",
       "22                 Weather Satellite              570.0   \n",
       "23           Communication Satellite             4159.0   \n",
       "24           Communication Satellite             4159.0   \n",
       "25            Space Station Supplies             1898.0   \n",
       "26           Communication Satellite             4707.0   \n",
       "27            Space Station Supplies             1952.0   \n",
       "28           Communication Satellite                NaN   \n",
       "29                 Weather Satellite              553.0   \n",
       "30           Communication Satellite             5271.0   \n",
       "31            Space Station Supplies             3136.0   \n",
       "32           Communication Satellite             4696.0   \n",
       "33           Communication Satellite             3100.0   \n",
       "34           Communication Satellite             3600.0   \n",
       "35           Communication Satellite             3600.0   \n",
       "36            Space Station Supplies             2257.0   \n",
       "37           Communication Satellite             4600.0   \n",
       "38           Communication Satellite             5500.0   \n",
       "39           Communication Satellite             9600.0   \n",
       "40            Space Station Supplies             2490.0   \n",
       "\n",
       "                   Payload Orbit             Customer Name Customer Type  \\\n",
       "0                            NaN                     DARPA    Government   \n",
       "1                            NaN                     DARPA    Government   \n",
       "2                            NaN                       ORS    Government   \n",
       "3                            NaN                      NASA    Government   \n",
       "4                            NaN                  Celestis      Business   \n",
       "5                Low Earth Orbit                       NaN           NaN   \n",
       "6                Low Earth Orbit                      ATSB    Government   \n",
       "7                Low Earth Orbit                       NaN           NaN   \n",
       "8                Low Earth Orbit                      NASA    Government   \n",
       "9                Low Earth Orbit                      NASA    Government   \n",
       "10               Low Earth Orbit                      NASA    Government   \n",
       "11               Low Earth Orbit                   Orbcomm      Business   \n",
       "12               Low Earth Orbit                      NASA    Government   \n",
       "13                   Polar Orbit                  MDA Corp      Business   \n",
       "14  Geostationary Transfer Orbit                       SES      Business   \n",
       "15  Geostationary Transfer Orbit                   Thaicom      Business   \n",
       "16               Low Earth Orbit                      NASA    Government   \n",
       "17               Low Earth Orbit                   Orbcomm      Business   \n",
       "18  Geostationary Transfer Orbit                   AsiaSat      Business   \n",
       "19  Geostationary Transfer Orbit                   AsiaSat      Business   \n",
       "20  Geostationary Transfer Orbit                      NASA    Government   \n",
       "21               Low Earth Orbit                      NASA    Government   \n",
       "22               Sun/Earth Orbit  US Air Force; NASA; NOAA    Government   \n",
       "23  Geostationary Transfer Orbit  Asia Broadcast Satellite      Business   \n",
       "24  Geostationary Transfer Orbit         Eutelsat (Satmex)      Business   \n",
       "25               Low Earth Orbit                      NASA    Government   \n",
       "26  Geostationary Transfer Orbit          Turkmenistan NSA    Government   \n",
       "27               Low Earth Orbit                      NASA    Government   \n",
       "28               Low Earth Orbit                   Orbcomm      Business   \n",
       "29               Low Earth Orbit          NASA; NOAA; CNES    Government   \n",
       "30  Geostationary Transfer Orbit                       SES      Business   \n",
       "31               Low Earth Orbit                      NASA    Government   \n",
       "32  Geostationary Transfer Orbit    SKY Perfect JSAT Group      Business   \n",
       "33  Geostationary Transfer Orbit                   Thaicom      Business   \n",
       "34  Geostationary Transfer Orbit  Asia Broadcast Satellite      Business   \n",
       "35  Geostationary Transfer Orbit         Eutelsat (Satmex)      Business   \n",
       "36               Low Earth Orbit                      NASA    Government   \n",
       "37  Geostationary Transfer Orbit    SKY Perfect JSAT Group      Business   \n",
       "38  Geostationary Transfer Orbit                  Spacecom      Business   \n",
       "39               Low Earth Orbit    Iridium Communications      Business   \n",
       "40               Low Earth Orbit                      NASA    Government   \n",
       "\n",
       "   Customer Country Mission Outcome                   Failure Reason  \\\n",
       "0     United States         Failure        Engine Fire During Launch   \n",
       "1     United States         Failure    Engine Shutdown During Launch   \n",
       "2     United States         Failure          Collision During Launch   \n",
       "3     United States         Failure          Collision During Launch   \n",
       "4     United States         Failure          Collision During Launch   \n",
       "5               NaN         Success                              NaN   \n",
       "6          Malaysia         Success                              NaN   \n",
       "7               NaN         Success                              NaN   \n",
       "8     United States         Success                              NaN   \n",
       "9     United States         Success                              NaN   \n",
       "10    United States         Success                              NaN   \n",
       "11    United States         Failure     Engine Failure During Flight   \n",
       "12    United States         Success                              NaN   \n",
       "13           Canada         Success                              NaN   \n",
       "14       Luxembourg         Success                              NaN   \n",
       "15         Thailand         Success                              NaN   \n",
       "16    United States         Success                              NaN   \n",
       "17    United States         Success                              NaN   \n",
       "18            China         Success                              NaN   \n",
       "19            China         Success                              NaN   \n",
       "20    United States         Success                              NaN   \n",
       "21    United States         Success                              NaN   \n",
       "22    United States         Success                              NaN   \n",
       "23          Bermuda         Success                              NaN   \n",
       "24  France (Mexico)         Success                              NaN   \n",
       "25    United States         Success                              NaN   \n",
       "26     Turkmenistan         Success                              NaN   \n",
       "27    United States         Failure  Vehicle Explosion During Flight   \n",
       "28    United States         Success                              NaN   \n",
       "29    United States         Success                              NaN   \n",
       "30       Luxembourg         Success                              NaN   \n",
       "31    United States         Success                              NaN   \n",
       "32            Japan         Success                              NaN   \n",
       "33         Thailand         Success                              NaN   \n",
       "34          Bermuda         Success                              NaN   \n",
       "35  France (Mexico)         Success                              NaN   \n",
       "36    United States         Success                              NaN   \n",
       "37            Japan         Success                              NaN   \n",
       "38           Israel         Failure  Vehicle Explosion Before Launch   \n",
       "39    United States         Success                              NaN   \n",
       "40    United States         Success                              NaN   \n",
       "\n",
       "   Landing Type Landing Outcome  \n",
       "0           NaN             NaN  \n",
       "1           NaN             NaN  \n",
       "2           NaN             NaN  \n",
       "3           NaN             NaN  \n",
       "4           NaN             NaN  \n",
       "5           NaN             NaN  \n",
       "6           NaN             NaN  \n",
       "7     Parachute         Failure  \n",
       "8     Parachute         Failure  \n",
       "9           NaN             NaN  \n",
       "10          NaN             NaN  \n",
       "11          NaN             NaN  \n",
       "12          NaN             NaN  \n",
       "13        Ocean         Failure  \n",
       "14         None             NaN  \n",
       "15         None             NaN  \n",
       "16        Ocean         Success  \n",
       "17        Ocean         Success  \n",
       "18         None             NaN  \n",
       "19         None             NaN  \n",
       "20        Ocean         Success  \n",
       "21         Ship         Failure  \n",
       "22        Ocean         Success  \n",
       "23         None             NaN  \n",
       "24         None             NaN  \n",
       "25         Ship         Failure  \n",
       "26         None             NaN  \n",
       "27          NaN             NaN  \n",
       "28         Land         Success  \n",
       "29         Ship         Failure  \n",
       "30         Ship         Failure  \n",
       "31         Ship         Success  \n",
       "32         Ship         Success  \n",
       "33         Ship         Success  \n",
       "34         Ship         Failure  \n",
       "35         Ship         Failure  \n",
       "36         Land         Success  \n",
       "37         Ship         Success  \n",
       "38          NaN             NaN  \n",
       "39         Ship         Success  \n",
       "40         Land         Success  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset scraped from SpaceX and Nasa website\n",
    "data = pd.read_csv('dataset/SpaceX-Missions.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import calendar\n",
    "import time\n",
    "import datetime\n",
    "\n",
    "month = {v: k for k,v in enumerate(calendar.month_name)}\n",
    "\n",
    "def dateToTimestamp(d):\n",
    "    t = d.split()\n",
    "    #Converting dates into timestemps\n",
    "    d = '{0}/{1}/{2}'.format(month[t[1]], t[0], t[2])\n",
    "    return time.mktime(datetime.datetime.strptime(d, \"%m/%d/%Y\").timetuple())\n",
    "\n",
    "data['timestamp'] = data['Launch Date'].apply(dateToTimestamp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "sns.set_context(\"notebook\")\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "def fomating_data(x, pos):\n",
    "    return datetime.datetime.fromtimestamp(x).strftime('%Y-%m')\n",
    "\n",
    "def over_time_plot(col):\n",
    "    ax = sns.swarmplot(x=\"timestamp\", y=col, data=data)\n",
    "    ax.xaxis.set_major_formatter(matplotlib.ticker.FuncFormatter(fomating_data))\n",
    "    ax.set(xlabel='Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GlJQU3n33XebNm0f79lk7BjV9+nQuXbpEWFgYTk5O/Pbbb7z11lusW7cOV9dMzLq9S6xY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\nAJJIAADSAa3kZKPel0ZzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109a21d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What is the Launch Site over time? And what is the progress?\n",
    "over_time_plot('Launch Site')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YChUqcPnyZXx8fKhXrx6TJ08GoHPnzvTp04dp06ZhaGiIubk5ycnJ8vUUCgWL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VeuXJkOHToQFRXF6NGj0el0BAYGFopry5YtTJ8+HbU6r5uxevXq7Nq1q8g8jZSUFHJycjAyMsLK\nyoqYmBj27NlDq1at6NixY6HGDcC7777LjRs3gLxFAv/KSruSJElvU0qi7oXbpZXsASllXjTLBPKm\nyQYHB9O9e3fWrFlDfHw8TZo0ITAwkLCwMLZs2QKAj48Po0aNIjQ0lKFDh3L58mV8fHzQarUEBwfj\n6uqKr6+vct0hQ4YQFRVF//79UakK/7VKSkqievXqBfY93/gICgrC2dmZjh074ubmhqenJxqNhkaN\nGjF//nwOHDhAr169cHBw4Pz584Wub2VlRVRUFD169CAwMLDYFYclSZL+baysVS/cLq3kfxNLmeJm\nmbRs2RJAqQ5qZ2fHwYMHsbS05OLFi0RHR6PRaMjKygLg5s2byiq4HTt2BMDb25s1a9YQEBCAEELp\nZcjOzmbatGnMnj0bPz8/WrRogbW1dYG4qlatSnx8PObm5sq+yMhIbG1tARg+fDiDBg0iJiYGd3d3\natWqBeStJVO7dm2WLl2KEIKoqCgmTpxISEgIHh4eAPTu3ZsjR44wcuRIBg4cyNWrVxk3bhzff//9\nK3+/kiRJr1rjdmouRBTMAfkvkA2QUubPZpnExMRQqVIlzp49S926ddmxYwfm5ubMmzeP2NhYtm7d\nihCCOnXqcPHiRVq3bk14eDiPHz/GxsYGFxcX/Pz8GDlyJCdOnGDEiBFcv36d3NxchBCMHj2aSZMm\n0aZNG44fP64kwtrb27Nq1Sp8fX0xMDCge/fuJCQkcODAAQAuXLjAnj17yMzMJCEhgd69e1O/fn1a\ntGhBYmIi8+fPR6VS8c4772BiYsLhw4dp3LgxkyZNAvJWEjY3N8fDwwO1Wk16evpb+x5IkiT9FaYW\nKj7s9d8qQgayAVLqdOnShevXrzNgwABMTU0RQjBlyhSl52Hnzp0EBQVhYmLCokWLuH//Pl999RXn\nz5/H0NCQmjVrkpSUxJQpU5g9ezb+/v4YGxuzePFiOnTowNy5c7ly5Qq+vr5kZ2czcuRItm3bxrp1\n63BxcWHs2LGo1WpCQkI4fPgwenp6XLlyhalTp9K/f38GDx7Ms2fPSElJwdLSEiOjvH90jRs3ZuHC\nhdy9exd3d3c0Gg0dO3bEyckJHx8f+vTpg0ajAfIWpwsJCVFmxgBMmDABFxcX4uPjMTMzU1bSlSRJ\nKimePdbx+8FsniToMK+kou7HaozLlN7hGNkAKYVGjx7N6NGjizzm7u5OnTp1lG0rKyvCw8OLPHfD\nhg0Fti0tLQkMDESr1dKyZUs0Gg2Ojo44OjoCEBgYiKmpKba2tjg6OhZKhDU0NGT48OFMmzaN8ePH\n88svv7Br1y7GjRtX6N7r1q1Tvp45c6by9ePHj7l48SJJSUlK0inAvXv3aNSoEa6urty4cQN7e/uX\neFOSJEn/Hr8fzCY1Li8BNTUurzHSsF/p7RkpvU0r6bU6d+4c1apVK7DP3NwcfX39FybCpqWlcebM\nGTp06ED//v3ZvHnzX7pvmTJlCtUASUpKYuXKlcyePfufPZQkSdJb9CRB98Lt0kb2gPyHBAcH/+3P\npqenY2hoqEyjbdq0KQkJCQXOuXr1KjqdDjMzs2ITYffs2YNOp+Pzzz8H8gqZHT9+nA8//LDI+54+\nfZpvvvkGAFdXVzp06FDonH379pGSksKoUaNITk7m2bNn2NjY0L9//7/9vJIkSW+aeSWV0gOSv12a\nyQaI9KcWLlzIrl27MDY2BvLqdOjr63P37l2OHz/OypUrSU9PZ/bs2Xz55ZfcvXu3UCKsmZkZixcv\n5sqVK6xevVopkx4eHs63335bbAOkWbNmf9pwGjp0KEOHDmXdunUEBweTnZ1dYLaNJElSSVD3Y3Wh\nHJDSTDZApD81bdo0unTpolQ7dXFxYcKECQQEBBAQEIBWqyU9PZ0BAwbQvn17gEKJsNOnT6dy5crM\nmjWrwBotXbt2ZcGCBcTHx1O5cuW/HWNqaiobN25kzJgxXLt2DW9vbzp37vyPn12SJOlNMS6jomE/\nI7Ie6Yjfn83NdZmYVlFRuasaQ8vS1xsiGyDSS7Gzs2PcuHHcuHGDCRMmAPD+++9TpUoVjIyMSE9P\n58GDBwCcPHmS48ePU6ZMGdLT01myZAlqtRp3d3d27tzJoUOHWLFiBUIIGjRoQFRUFMePH2f8+PEY\nGRlRsWJFUlNTuXLlCv/73/9Qq9UkJCQwcOBAoqOjuXr1KkOHDlWm4AKYmJhQpUoVunbtSrt27fj5\n55/fynuSJEn6p+L3Z/P0bt5QzNO7eY2Rmk6lLxlVNkCkfyQzM5NVq1aRm5tLhw4dGDduHNeuXWPx\n4sVYW1uzevVq9u3bxyeffAJATk4O8+fPZ9u2bZQrV461a9cSHx+Ph4cHmzdvxtramg0bNuDv70+H\nDh1ISEhg165dXLp0iQkTJvDTTz+RmJjI2LFjGTx4cIFYKleuTM+ePcnNzVVyTCRJkkqap3G6F26X\nFqWvT0d6o9555x0MDQ0xMTFRKqNaW1vj5eXFtGnTOHHiBDk5Ocr5KSkpWFhYUK5cOQA+++wzTExM\n0Gg0SvXU5s2bc+3aNeX6arUac3NzatSogaGhIWXKlCEzM7NAHBERESQlJfHzzz9z+PBhDhw4wC+/\n/PImXoEkSdIrZVpF9cLt0qJ0PpX0xujp6RXa5+Hhgbe3NwsXLqRixYoIIZRj5cqVIzU1lUePHgHg\n6enJnTt3SEtLIykpCcgbwskvxV7U9YtSpkwZjI2NMTQ0xMjICHNzc1JTU//h00mSJL15lbuqMa2m\nAhWYVsvLASmNZANEeuV69+7NkCFD+Oijj9izZw/x8fEA3L59mz59+mBmZsZHH31Eq1atyM3NpVGj\nRnz66ad0796dDz74gBUrVhQolva8oKAghg8fTlxcHCtWrFD2N2vWjIcPH9KkSROcnJyoVauWLEYm\nSVKJZGipomoXNRXLqjD6XceT77LJSSl9wzAyB0R6aX+sq9GyZUtlkTuAqKgoAKZPnw7AJ598QufO\nnXnvvfeoVq0aHTp0oEePHrRr1w6Ar776ipYtW6Knp8eWLVs4dOgQFhYWpKWl0adPH7Zu3Yqfnx8A\nderUwdvbmwkTJrBt2zZUKhWDBg2iU6dOvPfee2RkZJCVlUWnTp349NNPC8QlSZJU0jwOzyb7dl6j\nI/u2jsfh2ZQbVroSUWUPiPRanDhxgho1ajBw4EC+/fbbQsdzc3NJS0tTckHMzc3ZuHEj165dw8zM\njL179yrH8lWqVImAgAD09fXR09MjJydHWUtm7969fPjhh/Tr16/I+0mSJJUk2Xd1L9wuDWQDRHot\ntm3bhqOjIzY2NhgaGnLhwgUAFi9ejFarpUePHsTHx/Pee+8BeWu/ZGRk4O7uTps2bVizZk2B3BEA\ntVpN2bJlEULg4+ND/fr1qV27doH7tW7dmsuXL5OYmPhmH1iSJOkVUldTvXC7NJBDMNIr9/jxYyIi\nInj48CHBwcGkpaWxadMm9PX1mTx5sjIE880337Bw4UKmTJlCXFwckydPZvLkySQmJjJu3DgaNGjA\nzz//zO3bt7GysmLZsmVkZmYyY8YMzMzMmDNnDpBX9OzatWvKCrh6enps3ryZiRMnvrV3IEmS9E+U\n6a3OG4a5q0NdTUWZ3qUvEbVENEBOnDjBxIkTqVu3rrIv/xdScUJDQ+nfv7+ydskfabVa5s6dW2yy\nY1F+/fVXUlNTad68eaFjDx8+ZNCgQYSHhyvDAgA//fQT+/btY8mSJcp98924cYN+/fopBbWysrL4\n6KOPiIiIQF9fn3PnzjFo0CC2bt1Ko0aNyMzMpFOnThw5cgSV6uVaw48ePSIyMlKpw/H882dkZGBi\nYkJGRgZNmzYtsOpsvlu3brF9+3a++uorjhw5wrp16xBC8OzZM5ydnendu3ehz4SHh+Pg4MDHH3+M\nubk5NWvWpGPHjjRs2LDAeZUrV+bevXtkZWXh5ubG1q1bKV++PBUqVKB8+fIYGhri5eWlnC+EYMyY\nMbRs2ZJRo0aRlZXFlClTOHHiBBUqVMDDw4NatWrh5eVFaGgoY8aMwdDQ8KXekyRJ0r+JgZWq1OV8\n/FGJaIAAtGrVSklIfBlr1qyhb9++rzSGH3/8kfLlyxdqgERGRrJkyRKSk5ML7Pf09OTo0aPUq1dP\n2Ze/rsmdO3eYMGECo0ePVo4ZGhry3nvvceXKFRo2bMiRI0fo1q0bERERNGrUiHPnztGsWbOXbnxA\nXqPp4MGDhRogAD4+PtSpUwchBIMHD+bixYu8//77hc7JbwTMmTOH8PDwAomi9vb2hXI1tm3bxqJF\niwgKCqJHjx689957dOnShbCwMOLj41m7di0qlQqdToe3tzcVKlRg5syZfP755xgYGChFzf646u2B\nAwc4efIkWVlZREZGkpiYqAzBeHt7M3/+fAIDAxk3bhzff/89+/fvL/K5JUmS/u10D3Vkb89AdzsX\nVQ191A4mqMqWrmGYEv80Wq2W69evA7B582aWL1/Otm3bSE5Oxs3NDYAlS5YwaNAgnJyc2Lt3b4HP\nnzlzhk8//ZTBgwfj6upKWloaaWlpTJgwARcXF3r16kVISAiJiYns3LmToKCgQgWuVCoV69evx9LS\nssB+Ozs75s6dW2TcXl5eTJ48GTMzswL77e3tOX36NADR0dF89dVXREREAHn1Mdq2bQvkNWScnJwY\nOHAgGzduBPIaSI6OjgwaNIgJEyag0+lYvXo10dHRhIaGFvsOs7KyyM7OLhT/jRs3EEJQtmxZoPhE\n0YSEBL744gtGjBhBr169GD9+PDk5OURGRrJ48WLi4uKIioqiR48emJiYYGdnR506dcjIyFB6serX\nr4+VlRWGhoZYWlri4ODA5cuX6dmzJ0+fPmX79u388MMPXLx4keDgYIKDg2ndujUDBgzg6NGjNG3a\nVPl7YGFhQfPmzQusOSNJklSSZG/PQHcrF3Sgu5VL9vaMtx3SK1diekCio6MLDF+0b9+ekSNHFnmu\no6Mj/v7++Pn5ceTIEe7evcvmzZvJzMzk008/LVAf4sCBA3Tv3p1hw4Zx8OBBUlNTSUlJoWfPnnTp\n0oXExES0Wi2DBw+mX79+lC9fnkaNGhW4X3H1Jnr06MGJEycK7b969Srp6elFrgDbunVrVq5cSa9e\nvTAxMaF69eoIIXj48CGnTp1i4MCB/P777+zZs4eQkBAARowYQZs2bfjhhx9wdXWlW7du7Nq1i7S0\nNL744gu2bNmCk5NToXtNnToVExMT7ty5g42NjVKJNN+pU6ewtbVVttetW0dQUBDu7u48fPiQgQMH\nMnbsWG7cuMGIESNo2bIlZ8+eZfny5axfv562bdvSo0cPqlSpwr1799iwYQMVKlSgRYsWbNu2DQ8P\nDzp27Ehqaio+Pj5otVrat2/P8ePH8fX1ZcmSJTg6OjJt2jTu3r2rNLTy1atXj0OHDtGpUycuXLhA\nYmIiubm56OvrY2try8mTJ5UkV0mSpJJEdzv3hdulQYlpgLzMEMwfZ00A/Pbbb1y6dElpvOTk5HDv\n3j3l+BdffMHq1asZNmwY1tbWNGrUiPLly7NhwwZ+/PFHNBpNgVLir0J4eDiOjo5FHrO1teXWrVtE\nRkYqvR1t2rThxIkTZGZmUrFiRU6fPk1cXBzDhw8H8pI+Y2NjmT59OmvWrGHTpk3Y2NjQqVOnF8aR\nPwSj0+mYMWMGAQEBjBkzRjmekpKiDK88fvy42ETR6tWr4+/vT1hYmDI99o8sLS2pUqUKAKampko+\nj7m5OZmZmfz222+sWbOGgIAAhBBKWfeBAweycuVKxowZg0ajKXBNBwcHrl+/zuDBg7Gzs6NBgwbo\n6+sDUKFCBTkTRpKkEktVQz+vB+S57dKmxA/BGBoaKrkXly9fVvbr6emh0+mwsbGhZcuWBAcHs2HD\nBrp370716tWV88LDw+nXrx/BwcG88847bN26lXXr1tGkSRN8fX3p1q2b0rDJv+Y/FR0drTQu/khP\nTw9bW1u2bdumzBZp164dGzdupEWLFgDY2NhQt25dNm7cSHBwMP3798fW1pbQ0FDGjRtHu3btOHz4\nMAMGDGDBggWkpKS8MB6VSoW1tTXZ2dkF9ueXTQeURNH79+8DKImiGRkZDBgwgJYtW7J48WKaN2/O\nlcfUFJgAACAASURBVCtXiIiIQE9Pr8C7Cw0NZciQITx69IiBAwcqvUOBgYHEx8fz9OlTAJKSkjAx\nMQHyGkl169Zl2bJlDBgwgJEjR3Lnzh0ALl68yIcffsjmzZuxt7cnISGBQYMGMXr0aOLj4wvlpkiS\nJJUUagcTVLX0QQWqWnk5IKVNiekB+eMQDMDatWsZOnQoX3/9NVWqVKFixYrKsWbNmjFq1Cg2btzI\nyZMnGTx4ME+fPqVTp04F/ifdqFEjZs2ahYmJCSqVinnz5nHv3j08PT3Zs2cP5ubm6Ovrk5WVRcOG\nDVm0aBF16tShVatWf/tZkpOTsbKyKva4vb09y5cvV3oJGjVqxI0bN5Rppe+99x4ffvghgwYNIisr\ni0aNGim9N8OGDSM+Pp7mzZuzYMECLl26xOjRo5US5s/LH4IBMDY2ZvHixQWOt2jRQklALS5RtGfP\nnly6dAkvLy927drFo0ePMDAwoF27dsTFxeHr60u1atXIzMwkKiqKoKAgOnTowOLFi3F2dla+F599\n9hlnzpwhMzMTjUZDTEwMO3fu5Ny5c9SuXZsJEybg5+fHgAED8Pb2xt/fn5o1a/LNN9+wevVqkpOT\n6du3L5MmTeLYsWPMnDmTgICAv/09kiRJeptUZVUYfZaXI6h7mE32zkR0dzJRVTdC3a88qrKlYFqu\nkEqVhIQE0bZtW7F161aRkJAghBAiMzNTCCGEs7Oz8PDwEM7OzmLIkCEiKSlJ5OTkiBkzZggXFxfR\nq1cvsXTpUiGEEDdv3hRDhgwRzZo1E4MGDRIPHjwQcXFxwtXVVTg7OwtXV1cRFxen3NfT01O4uLiI\n4cOHi9zc3EJxOTs7i0uXLhXY9/DhQyGEEMuWLRMhISEFnqF9+/biyZMn4sKFC6JTp05i9+7d4sGD\nB0Kn0ynP87yRI0cq14+PjxdNmjT503d1+vTpPz3nr3od13ydZLyvV0mKtyTFKsR/K95nAXHiqcdN\n5c+zgLg//9A/9KJ4X9W7L/FDMFJB1tbW+Pv7c/bsWZycnOjWrRuHDh1SjtvZ2REcHEz37t1Zs2YN\n8fHxNGnShMDAQMLCwtiyZQuQN/QxatQotmzZQtmyZbl8+bKSKBocHIyrqyu+vr7KdYcMGUJUVBT9\n+/cvcppwUlJSgaEvoEAvUFBQEM7OznTs2BE3Nzc8PT3RaDQ0atSI+fPnc+DAAXr16oWDgwPnz58v\ndP169epx8OBBIG/6s6mp6T97kZIkSf8SujuZL9wuqUrMEIz0cmJjY9FoNCxYsADIy5P47LPPlMXZ\n8oeO7OzsOHjwIJaWlly8eJHo6Gg0Gg1ZWVkA3Lx5k6ZNm2Jubq6sOuvt7V1komh2djbTpk1j9uzZ\n+Pn50aJFi0IzaqpWrUp8fDzm5ubKvsjISGWWzfDhwxk0aBAxMTG4u7tTq1YtIG/GUO3atVm6dClC\nCKKiopg4cSIhISF4eHgAeavvjho1Ci8vL4YMGUL79u2VXBVJkqSSTlXdCF1sZoHt0kA2QEqZX3/9\nldDQUPz9/TE0NKR27dpYWFgos0NiYmKoVKkSZ8+epW7duuzYsQNzc3PmzZtHbGwsW7duRQhBnTp1\nuHjxIq1btyY8PJzHjx9jY2ODi4sLfn5+jBw5khMnTjBixAiuX79Obm4uQghGjx7NpEmTaNOmDceP\nHycnJwc9PT3s7e1ZtWoVvr6+GBgY0L17dxISEjhw4AAAFy5cYM+ePWRmZpKQkEDv3r2pX78+LVq0\nIDExkfnz56NSqXjnnXcwMTHh8OHDNG7cWKkiGxQUxKVLlzAzM+PAgQM0adLkrX0PJEmSXiV1v/Jk\n77xfIAekNJANkFKmS5cuXL9+nQEDBmBqaooQgilTpig9D/nF1ExMTFi0aBH379/nq6++4vz58xga\nGlKzZk2SkpKYMmUKs2fPxt/fX0lQ7dChA3PnzuXKlSv4+vqSnZ3NyJEj2bZtG+vWrcPFxYWxY8ei\nVqsJCQnh8OHD6OnpceXKFaZOnUr//v0ZPHgwz549IyUlBUtLS6VsfePGjVm4cCF3797F3d0djUZD\nx44dcXJywsfHhz59+igJqzVq1CAkJIQuXboAedOvQ0NDMTY2RghBTk5OkSXiJUmSSiJVWTVGrpXR\npWSS/d1dslZeQa+6Geo+1VBZldzeENkAKYVGjx5doMT789zd3Qusf2NlZUV4eHiR527YsKHAtqWl\nJYGBgWi1Wlq2bIlGo8HR0VGpaRIYGIipqSm2trY4OjoSFhZGu3btqFevHmFhYRgaGjJ8+HCmTZvG\n+PHj+eWXX9i1axfjxo0rdO9169YpXz+/Rs3jx4+5ePEiSUlJ3LhxA8gbLqpYsSI2NjZcu3atyHVn\nJEmSSrrs7+4iYtMBELHpZH93F6PhL7+e2b+NTEKV/pZz585RrVq1Avvypyy/KBE2LS2NM2fO0KFD\nB/r378/mzZv/0n3LlClTaI2YlJQUzp07h7OzM+vXryc6Oprjx4//sweUJEn6lxF30l+4XdLIHpD/\nkPyF8P6O9PR0DA0NldWFmzZtSkJCQoFzrl69ik6nw8zMrNhE2D179qDT6fj888+BvJoox48fL7Is\nPcDp06f55ptvAHB1daVDhw6FzrG0tKRmzZpKz07btm2JiYkp9pqSJEklkV51M6UHJH+7JJM9INJL\nmTZtGmfOnEGn0/HgwQM++ugjtm3bxsOHD4G8Bsrs2bNJTk7m119/Zd68ecqMmucTYcPCwli9ejWB\ngYEEBgYya9Ysvv3222Lv26xZM2XxuaIaHwDVq1cnPT2d2NhYIK/RIheikySptFH3qYZeTTNQgV7N\nvByQkkz2gEgvZcSIEXh6egLQtWtXGjRowOTJkxk7diz6+vqkp6czYMAA2rdvD6Akwj558oSkpCR8\nfX25ffs2QogCjYOuXbuyYMEC4uPjqVy58t+KzdDQEC8vL1xcXHjw4AEmJibUq1ev2AaLJElSSaSy\nMirROR9/JBsg0kuxs7Njx44dBfa1adOmUD5GvvxE2E8++YTOnTuTkZFBgwYN2LlzZ4HzjIyMCuRr\nVKtWja1bt/5pPP379y+wXbVqVcqWLcvu3bsxNDRk2bJlZGdnK0NGkiRJpYEu5RnZ4b8h7j5Br5o5\n6t7vorIyftth/S2yASK9NidOnKBGjRoMHDiQyZMn079/f7RaLba2tly7dg1TU1OaNWvG0aNHSU1N\nZd26dZiamjJ9+nTu3r1Lbm4uI0aMoEePHnz77bfs2rULlUrF+++/z6xZswrc69ixYzRs2JCpU6eS\nnJzMF198IRsfkiSVOtnhvyFu5y0SKm6nkh3+G0bDGr3lqP4e2QCRXptt27bh6OiIjY0NhoaGXLhw\nAfh/CwC6urpibGzM+vXrmTp1KqdOnSIhIYGyZcvi6+tLWloa/fv3p1WrVuzYsYM5c+bQqFEjQkJC\nyMnJUSqxQt5MmNOnT7N582YyMzMZPHgwTZo0wcLC4m09viRJ0isn7j554XZJIhsg0mvx+PFjIiIi\nePjwIcHBwaSlpbFp0yYAGjRoAICFhYWy4q+FhQWZmZlcv36d1q1bA6DRaKhTpw537txhwYIFrFu3\njkWLFtGkSROEEHz++ec8ffqUd999l7p169KiRQs0Gg0ajQYbGxtu3bpFo0Yl838GkiRJRdGrZq70\ngORvl1SyAfIvlF8N9I+5EBEREcTHx+Pk5FRg/6effsrSpUs5efIkZcqUoWPHjv84hh07drBixQrC\nw8OVCqRubm4MHDiQqlWr0rt3b6UhkS8oKIjly5eTlJREvXr1cHBwwN7enjVr1uDm5sa4ceMwMDCg\nd+/e2NnZ8fvvv9OyZUtlnRqAOnXqcPToUXx9fQkJCeG3336jWrVq+Pv78/XXX2NkZISrqytHjhzh\n1q1bhIeHY2RkxC+//IKvry+XLl3C1NSU2NhYatSo8Y/fgyRJ0r+Juve7hXJASirZAClB2rVr98Lj\nf0zM/KcyMjLw9vbG29u70LG6desWWVdk7NixODs7c+zYMebPn8+CBQtYv349FStWVKqjmpubExwc\njJubG7Vr1y7w+apVq7Js2TKePHmCq6srY8eOpVy5ctja2jJ48GDMzMzQ09Nj+fLlJCcnK587c+YM\nTZo0ISUlhaSkJGrVqoWlpeUrfR+SJElvm8rK+KVyPnQpT8n+4SLi7iP0qlmi7vU+Kqt/1yrhsgHy\nL6fVailbtiyPHz+mZ8+exMbGMmnSJPz8/IiMjKRSpUqkpKQAsHz5csqXL4+NjQ1btmzBz88PAHt7\ne6Kiopg2bRoGBgbExcWRlZVFjx49OHToEPHx8axatapQj0Hfvn05d+4chw4d4qOPPnqpeA0MDPD1\n9WXo0KGsXLmSWbNmUbFiRQDmzp3L3Llzsbe3B1Dig/9Xbj0qKor9+/fj4OBAaGioslbM8yXfo6Ki\nqF+/Pg4ODsrnz5w5w7hx42jSpAlPnjxh4MCBf/ldS5IklRbZP1xE3M773SBup5D9w0WMtC3/5FNv\nlixEVgL06tWLoKAgZUXbixcvcurUKcLCwli0aBHp6S9fjrdq1aqsW7cOGxsb7t69y9q1a+nSpQsH\nDx4sdK6+vj4LFy7E29tbaeTk+/3339FqtcqfhQsXKseqVauGnZ0dqampNG/e/C89q729PVZWVn/5\nnLS0NGXBPTMzM548KbmJWZIkSf+UuPvohdv/BrIHpAT44zDFrVu3aNiwISqVCo1Gw7vvvngMUAih\nfF2/fn0gL+nTxsZG+Tq/aukf1apVi6FDh/L111+jp6en7C9uCAbgwIEDJCYm0rRpU5YtW4a7u/uf\nP+QLzJw5k9u3b2NlZcWyZcuKPEej0SgNsfT0dDn7RZKk/zS9apZKD0j+9r+N7AEpAZ7/xQ95v/x/\n+eUXdDodK1as4PTp07i5ubFz507i4uIwMjJS8iPu3bvH48ePi73Wy3B2diYlJYVjx47h7u7OnTt3\nAMjNzWXYsGFEREQo5965cwcfHx/atm3L9evX2bBhAz179uTEiRNA3jDRw4cPlZ6TTz75BH9/fwB0\nOh0LFixgxIgRJCcnM3r0aO7cuYOXlxfBwcGFGh8ZGRlMnToVyCuUFhoaiqOjIwMGDFCGbiRJkv6L\n1L3eR6+GFaj00KthhbrX+287pEJkA6QEqlevHu3ataNXr15s2LABGxsb/Pz8aNOmDd999x0NGzbE\n3NwcR0dHli9fXmjV2r9KT0+PBQsWkJOTw9ChQ/H09OTatWt8/PHH3L59m7Vr16LVarlx4wYTJ06k\nU6dOxMTEEBwcTEhICKmpqUyaNElZN8bExERZ32X79u1s376dBw8eEBkZSVJSEuvXr6dChQo4OjoW\nmQAL4OnpSWpqqtK7M2jQIPbv309ubi4VK1ZEo9Fw+fLlf/TckiRJJZXKyhQjbUuMp3dF3asB2btP\n8MwnjMxNh9ClpL3t8AA5BPOv9Hw58ueHOZ6f5TJmzBgcHBxwdHREq9WiVquVBeAMDAxIS0ujXr16\n3Lx5kwoVKpCcnIyXlxezZ89mw4YNJCUlKTklHTp0YNasWfz8888YGxvj5+fHhx9+yJ49e9BqtRgZ\nGTF//nzOnDkDwP3797lx4wY6nY7AwEBUqv/Xjt2+fTtarZbp06ejVqtp0KABkZGRpKSkKHkbkydP\nVs5PSUkhJycHIyMjrKysiImJYc+ePYSFhWFlZVXslGI7Ozs6depEaGgokNcbU6FCBaVc/IYNGzh2\n7Jgy5CRJkvRflb37FOLOfQDEnftk7z6FkfPLTSx4nWQPSAlmbW2Nv78/Z8+excnJiW7dunHo0CHl\nuJ2dHcHBwXTv3p01a9YQHx9PkyZNCAwMJCwsjC1btgDg4+PDqFGjCA0NZejQoVy+fBkfHx+0Wi3B\nwcG4urri6+urXHfIkCFERUXRv3//Ao2PfElJSVSvXr3AvueTRoOCgnB2dqZjx464ubnh6emJRqOh\nUaNGzJ8/nwMHDtCrVy8cHBw4f/58kc/eo0ePAsNJaWlpSr0SkImokiRJ+cS9By/cfltkD0gJFhsb\ni0ajYcGCBUDe7JjPPvtMKezVqlUrIK8hcvDgQSwtLbl48SLR0dFoNBol8fTmzZs0bdoUQOlx8Pb2\nZs2aNQQEBCCEUMqeZ2dnM23aNGbPno2fnx8tWrTA2tq6QFxVq1YlPj5emZUCEBkZia2tLQDDhw9n\n0KBBxMTE4O7uTq1atQC4evUqtWvXZunSpQghiIqKYuLEiYSEhODh4QFA7969lem4z3s+CRVkIqok\nSVI+varllB6Q/O1/A9kDUoL9+uuvyrAL5M2WsbCwUIZWYmJiADh79ix169Zlx44dmJubs2TJElxc\nXHj27BlCCOrUqcPFixcBCA8PJzg4GBsbGyZNmkRwcDBff/013bp1A/J6Sz744AMGDx7M6NGjmTRp\nEjqdrkBcDg4OrFq1ipycHCCvgTNr1iwlrnwNGzbks88+w93dHZ1Ox/Hjx1m2bBk6nQ49PT3eeecd\nTExMqFWrlpIzUlTjA/IaIGq1mtu3byOE4OjRozRr1uwVvWlJkqSSS92zOXrVy+clpFYvj7rnXyuP\n8LroiefnaEoljr+/P3v37sXU1BQhBJ999hmdOnVCq9ViYWHB48ePMTExYdGiRdy/f5+vvvoKc3Nz\nDA0NiY+PZ8OGDTx79ozZs2ej0+kwNjZm8eLFPHnyhLlz55KZmcmzZ8+YOXMmSUlJBAYGEhISovSI\njB8/nnfffZexY8cWiCsoKIg9e/agVqvJzc3F3d2dFi1aKMXSBg0apJzr4uJCx44dcXJywsfHR+mh\nUalUuLu788EHHxT57CdOnChQcO38+fN4e3uTm5tLmzZtcHNze+G7y89pkSRJkv6a4n4u/xWyAVJK\nabVa5s6dS506dd52KJIkSZJUiByCkSRJkiTpjZM9IJIkSZIkvXGyB0SSJEmSpDdONkAkSZIkSXrj\nZANEkiRJkqQ3ThYikyTyCqzNmDGDe/fukZWVxejRo6lbty7Tpk1TapLMmTMHlUrFihUrOHz4MAYG\nBsyYMYNGjRrx4MEDZs2aRWpqKrm5uSxatIgaNWoUuEdsbGyR19uxYwebN28mNzeXjh078uWXX772\neK9cucKcOXPQ19enVq1aeHl5FapqW1y8+cfGjh3L999//0be76VLl5gzZw6GhobUq1ePmTNnFor3\n/PnzeHl5oa+vT5s2bRg7dqxSOO/evXuoVCrmz5//pzPD/kqsL3oXQUFB3L9/n0mTJhW6x8OHD5k0\naRLPnj2jYsWKLFiwABMTE7799lt27NiBnp4eLi4u9OjR45W+26LijYuLY8aMGeTm5iKEYN68ecpK\n2X/0x2c6ePAgK1euxMDAAAcHBz799NPXHm++kydPMnnyZI4cOfLS79fT05OzZ89iZmYGwKpVqwoU\nTHwd8T569IiuXbsqq5Z36tSJYcOGFXkvb29vateurZQpCAoKYvfu3QC0b9++ULmD1xGvl5cXV69e\nBSA5ORkLCwtlaZB8Rf1sOHr0KGvXrgXyVmA/c+YMP/zww4v/vQlJkkRYWJjw9PQUQgiRkpIi2rdv\nLz7//HMRHR0thBDCw8ND/PjjjyImJkZotVqh0+nEvXv3RP/+/YUQQkydOlXs3r1bCCHE8ePHxaFD\nhwrdo6jrxcbGigEDBoiMjAyRm5sr/Pz8RFZW1muPd8yYMeLw4cNCCCHc3d3Fzz///FLxCiHEzp07\nRb9+/UTr1q1f4s2+mnj79esnzpw5I4QQYunSpWLXrl2F7tG7d28RGxsrdDqdGDlypLh06ZL46aef\nxPjx44UQQhw9elSMHTv2lcVa3LvIyMgQ7u7uonPnzmLx4sVF3mP+/Pli+/btQggh1qxZI9avXy8e\nPHggevbsKbKyssSTJ09Eu3bthE6ne+3xTpkyRfz0009CCCEiIiLEl19+WegeRT1TVlaW6NSpk3j0\n6JHIzMwU/fv3F8nJya89XiGEiIuLE1988UWxfweLer9CCDFw4EDx4MGDP43xVcYbFRUl5s2b98J7\nPHjwQLi6uoqOHTuKkJAQIYQQt2/fFv369RM5OTlCp9MJJycnceXKldceb76srCwxYMAAcfXq1ULH\nirtevrVr14olS5b8aaxyCEaSgG7dujFhwgQgr/Wur6/PpUuXaNGiBQDt2rXj2LFjnDlzhjZt2qCn\np0eVKlXIzc3l4cOHnD17lsTERIYPH87333+vfO55RV3v2LFjNGzYkKlTp+Ls7IydnR1qtfq1x1uv\nXj0ePXqEEIL09HSlsNyfxQtQpkwZNm3a9Ebfb2JiInZ2dkDe0gJ/LCKXlpZGVlYWNWrUQE9PjzZt\n2nDs2DFq165Nbm4uOp2OtLS0Ip/z78Za3LvIzMykX79+fPHFF8Xe48yZM7Rt27bA9cqWLcuuXbtQ\nq9Xcv38fIyOjAusdva54p06dSvv27YG8RR2NjIwK3aOoZ7p+/To1atSgTJkyGBoa8sEHH3Dq1KnX\nHm9mZiZz5sxh7ty5xd6jqPer0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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1094220f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Who were the Payload Name over time?\n",
    "over_time_plot('Payload Name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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l4Wo1gHeOSufGTKi8rIZ6nvBDr0T0dLOrAfhPkf4/8yOwtt/DS8p18Xyx5LDC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\niGT3/1N6+Kqmxbv5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1095be128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What were the Mission Outcome over time?\n",
    "over_time_plot('Mission Outcome')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OHq/6CwsLcx3yExER8TWPe1SlS5emS5cu3HfffQQGBrqmT58+3auFiYiIQD6Cqk2bNrRp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\nQSUiIpb2/0VNc9sjM0beAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109597908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What were the Landing Outcome over time?\n",
    "over_time_plot('Landing Outcome')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fn88++6wk8uWxe/duRo0alev7EpydnZk/f/4t9RMREYGTkxPt2rW7rRyxsbF0\n6dKFhg0bWrY1a9aM1157Ld/9P/roI5o3b87Jkyc5deoU48aNu61x/87f35+0tDQcHBzIyMjA3d2d\nCRMm4OzsXKT2oaGhDBo06LY/Zprf6/H8889ja2vLqVOneOmll1iwYAEhISEFtl+1ahXz5s3Ltf3Y\nsWNcunSJJ5988rZyicj/ST97lj/eDMLhwAFinngCt7enY1ezZmnHkntQoUXB5s2bcz3+7bff+OST\nT4otUFE0b948zy+RW9W9e/c7zlGrVi1WrFhRpH2HDRsGwMmTJ+943L+bMWMGXl5eAKxfv56JEycS\nFhZWpLYTJky44/Hzez0iIiIAqFy5coEFwc3897//xdXVVUWByF3wx5tBXNm7FxNwZe9e/ngziIfD\ni/Zvl/xvKbQo+LvGjRsTFBRUHFnumL+/P/Xq1ePEiROkpKTw3nvvUaNGDRYsWMAPP/xApUqVSEtL\n4/XXX2fPnj24urri6enJ4sWLsbW1JTY2ls6dOzN8+HD++OMPgoODMZvN2NvbM3XqVNzc3ArNkJWV\nxcSJE/nzzz9JSEigbdu2jB49msDAQDp37mzZLzY2ljFjxrBmzRoAevfuzdy5c/n88885cOAAV65c\nITQ0lJ9//pmvv/4ak8lE586dGTBgwE3H79KlC++++y5ms5khQ4YQEhKCl5cXK1euJCkpiW7dujF8\n+HAqVqxIq1at2LZtGyEhIXz77bfExsZy7tw54uPjefPNN2nZsiVbtmxh/vz5ODo64uTkRN26dRkx\nYkSRX5MbjzO/vp566iliYmIYMmQIycnJtGnTht69e/P5559ja2tLw4YNady4cZHHE5G8rvzyy00f\ni1xXaFHw/vvv53p88uRJXFxcii1QUezatQt/f3/LY19fX4YMGQJcK1omTJjAvHnz+Oabb2jVqhXb\nt29n3bp1ZGRk8MILL+TpLz4+nvXr15Oenk7Lli0ZPnw4M2bMwN/fH19fX3bu3Mns2bOZM2dOrnYn\nT57MlWP27NlkZGTw+OOP06tXL8xmM61atWL06NG3dHyenp689dZbnDx5km+//ZZPP/0UgEGDBtGi\nRQs8PT1v2r5ChQpcunSpwOcTExP57LPPsLOzY9u2bZbtdnZ2LFmyhB07drB06VKeeeYZpk2bxurV\nq3F1dWXs2LH59vf312PZsmV59snKyiqwL7PZzMKFC8nKyqJ169aMGDGCbt264erqqoJA5C4o+/jj\nXNm7N9djkfzc8kzBk08+yXPPPVccWYrsZssHDRo0AK59PXNSUhLR0dE8+uijWFtbY21tTaNGjfK0\nqVOnDjY2NtjY2FCmTBkAjh8A5ie4AAAgAElEQVQ/zocffsiSJUswDAMbm7ynKr/lg5SUFA4ePMiu\nXbtwdHQkPT29SMd043dBeHh4WDLEx8czcOBAAC5evEhMTMxNiwLDMEhKSspTuN3Yv7u7O3Z2dnna\n1q9fH7h27tLT00lOTsbR0RFXV1cAmjZtSlJSUp52RVnOuVlftWvXtuTJ7zyLyJ1xe3s6f7wZROqB\nA5TLuaZAJD+F/gtc0IVz94vrv7izs7PJzMzkyJEjefYxmUx5tnl6ejJ48GC8vb2Jjo4mMjKySONF\nRERQvnx5pkyZQkxMDGvWrMn3y5/s7e05d+4cWVlZpKamEhsba3nOysrKkqFWrVosWbIEk8nEsmXL\nqFu37k3HX7duHc2bN8fKygo7OzsSExPx8vLiyJEjVK1aNVf/hZ0HFxcXUlNTSU5OplKlSvz666/U\nqFGjSOfh727WV37n32QykZ2dfVtjiUhudjVr8nD4Cvbt20eDJk1KO47cwwosCurVq5fvP9aGYWAy\nmYiKiirWYDfz9+lqgMWLF+e7b926dfH19aV37944Oztja2tbpHejAQEBhISEYDabuXr1apEvyHv6\n6acZO3Ysv/zyC3Z2djz88MMkJCTk2a9y5cr4+PjQs2dPatasycMPP5xnn3r16vH000/j5+dHeno6\njRs3tvxi/3tWBwcHAKpWrcqkSZMAGDBgAJMnT6Z69epUqVKlSPlvZGVlRXBwMEOHDqV8+fJkZ2fn\nm7M4+mrUqBEzZ87Ey8uL5s2b39aYIiJyi4wHXFJSkhEeHm4YhmGYzWajffv2RlxcXCmnun988MEH\nhtlsNgzDMMaOHWt8/vnn90RfhmEYe/fuvaP2Jd1vcbofMxuGcpc05S5Z92rum+Uq8C3z6tWr6dOn\nT54LDa+7X5YVnJ2dOXToED169MBkMtGrVy/d+vkWlCtXjt69e1OmTBlq1KiR6xMUpdmXiIjcfQUW\nBcYDchMkKysr3afhDvTv35/+/fvfc32JiMjdV2BR0LdvXyDvjIBhGLkuihMREZEHQ6FX3IWHhzN3\n7lzS0tIs29zd3fn++++LNZiIiIiUrPw/m3aDpUuX8uWXX9K5c2e+//57QkND9YUyIiIiD6BCiwIX\nFxdq1qxJ3bp1OX78ON27d+f06dMlkU1ERERKUKFFgYODA7t27aJu3bps2bKFxMTEm36FroiIiNyf\nCi0KgoOD2bx5My1btuTChQt06tRJV5CLiIg8gAq80PCvv/6iatWq1K5d23JXxKLejldERETuPwXO\nFLz88suWn5cuXVoiYURERKT0FFgU3PjlRV999VWJhBEREZHSU2BRcOPNkB6UbzcUERGRghV6oSHk\nf2tbERERebAUeKHhiRMnaNeuHXDtosPrPxs5t07etGlTySQUERGRElFgUbBx48aSzCEiIiKlrMCi\noEaNGiWZQ0REREpZka4pEBERkQefigIREREBVBSIiIhIDhUFIiIiAqgoEBERkRwqCkRERARQUSAi\nIiI5VBSIiIgIoKJAREREcqgoEBEREUBFgYiIiORQUSAiIiJAKRUF/fv3Z+fOnbm2TZs2jbVr1+a7\n/+7duxk9enSe7aGhocTHx+fbJiwsjJUrVxYpT9u2benXrx/+/v6WP4cOHSpS2xv7MJvNt9Rm9OjR\npKen31KbG4WFhfHss8/i7+/PP//5TwYPHsyRI0eK3D4iIuKOb4HdqFGjXOctJCSE2NhYevfuDRR+\njD4+Pnm2Xbhwga+++uqOcomI3KmLiWl8Pmc/i17Zwudz9nMxMa20IxW7Au+SWJx69erFl19+ydNP\nPw1Aeno6W7ZsYcyYMbfUz4QJE+5apqVLl2Jvb3/X+iuKefPm3XEfAwcOxM/PD4Do6GheffVVvvzy\nyyIdS/fu3e94fCcnJ1asWJFrW2xsrOXn2znGY8eOsXnzZl544YU7zicicrs2L48i/sQFAOJPXGDz\n8ii6jfUu5VTFq1SKgo4dOzJv3jzS0tJwcHBg06ZN+Pj4ULZsWY4dO8a0adMAqFixItOnTwcgJiaG\nIUOGkJycTJs2bRgxYoTlnamzszMBAQFcvnwZwzCYMWNGrvHmzJnD3r17yc7OZuDAgXTq1KlIOT/5\n5BP27dvH3LlzCQgIoHHjxjg4OPDDDz+QmprK+fPnefXVV3n22WctbWJjYwkKCiIrKwuTycRbb71F\nvXr1ePPNN4mJieHq1asMGDCAF198kbZt27JhwwYSExPzbdOhQwe8vb05ffo0Li4uhIWFYW1tXWBe\nLy8vGjZsyL59+9i3bx+urq74+fkRHR1NSEgIK1as4Pnnn+eRRx7B1tYWT09PXF1d8fT0ZPHixdja\n2hIbG0vnzp0ZPnw4MTExBAYGYmNjQ40aNYiLi8tTABTm+jH++eef+faVnp7O2LFjiY+Pp2LFisyf\nP58PPviAo0ePsnr1avr06XNL44mI3C1/Rl+86eMHUakUBfb29rRv357vv/+eLl26EBERYVkeCA4O\nZvr06dSqVYu1a9eyZMkSnnnmGcxmMwsXLiQrK4vWrVszYsQIS38LFy6kbdu2+Pn5sX//fn777TfL\ncz/++COxsbGsXLkSs9lM79698fHxoUKFCrkyDR48GCura6spVlZWfPzxx/Tr148dO3YQGBhIRkYG\n/fr1IyIigrS0NP7zn/+QnJxMr169aNeunaWfmTNnMmDAANq3b09UVBRBQUEsX76cyMhI1qxZA8CO\nHTtyjZ1fm4iICM6ePcvHH3+Mm5sbffv25eDBgzz++OM3PbcuLi6cP3++wOevXLnCK6+8QoMGDQgL\nC7Nsj4+PZ/369aSnp9OyZUuGDx/OzJkzefnll/H19WXNmjXExcXl6e/ixYv4+/tbHgcEBFCxYsU8\n+xXU15UrVxg9ejTu7u74+/sTFRXFyy+/zKpVq1QQiEipqublZJkpuP74QVcqRQFcW0KYOXMmzZo1\n49KlSzRo0AC4NgU+efJkADIyMnjkkUcAqF27NnZ2dgDY2OSOffr0aXr27AmAt7c33t7ell94x48f\n5/Dhw5ZfXJmZmcTFxeUpCgpaPhg2bBh9+vQhIiLCsu3JJ5/EysoKV1dXKlSoQHJysuW56Ohonnzy\nSQDq16/Pn3/+iaOjI0FBQQQHB5OSkkKXLl1yjZFfGwBnZ2fc3NwAcHNzK9I1C/Hx8XTo0IFTp04V\nuI+Hh0eebXXq1MHGxgYbGxvKlCljyfXEE08A0KRJk3zX+QtbPrjxGPPry8nJCXd3dwBcXV1JS3vw\n1+xE5P7QdkB9Ni+P4s/oi1TzcqLtgPqlHanYlVpRULduXVJTU1m+fDk9evSwbPfw8GDGjBlUr16d\nffv2kZiYCIDJZCqwLy8vLw4ePEi9evWIjIxk69atll9snp6eNGvWjKlTp5Kdnc3ChQupWbNmkTKm\np6czffp0pkyZwuTJkwkPDwfg8OHDACQlJZGSkoKLi0uuLHv37qVdu3ZERUXh6upKQkIChw8fZsGC\nBZjNZnx9fenatetN2xR2zPk5ceIEJ0+e5PHHH2f//v2Wc3c973XXZ0RulN9YderU4cCBA/j6+vLr\nr7/eUpai9pXfuFZWVmRnZ9/ReCIid8qpssMDfw3B35VaUQDQo0cPZs2axZYtWyzbQkJCCAgIIDMz\nE5PJRGhoKAkJCTft5+WXXyYoKIj169cDMH36dL744gvg2pr2nj17+Oc//8mVK1do3749jo6Oefq4\ncfkAYMCAAURGRtK6dWv69OlDQkICc+bMoW7duiQlJfHSSy9x+fJlJk2alGudf/z48QQHB7N06VIy\nMzMJDQ2lcuXKJCYm0rdvX6ysrBg8eHCu2Y782hTVsmXL+Pbbb7GyssLGxob58+djY2NDp06dGDVq\nFJGRkTRs2LDI/d1o3LhxBAUFsXTpUsqXL59nhqa4+nrooYc4fvw4y5YtY+DAgbc9poiI3CJDbsln\nn31mzJo1q7RjlIgvv/zSOHPmjGEYhrFmzRojMDDwnujrur17995xHyXZb3G6HzMbhnKXNOUuWfdq\n7pvlKtWZArm3ubm5MXr0aBwcHLCysrJ8EqS0+xIRkeKhouAW3Y3P9t8vnnzyyVwXWN4rfYmISPHQ\n1xyLiIgIoKJAREREcqgoEBEREUBFgYiIiORQUSAiIiKAigIRERHJoaJAREREABUFIiIikkNFgYiI\niAAqCkRERCSHigIREREBVBSIiIhIDhUFIiIiAqgoEBERkRwqCkRERARQUSAiIiI5VBSIiIgIoKJA\nREREcqgoEBEREUBFgYiIiORQUSAiIiKAigIRERHJoaJAREREABUFIiIikkNFgYiIiAAqCkRERCRH\nsRQF/fv3Z+fOnbm2TZs2jbVr1+a7/+7duxk9enSe7aGhocTHx+fbJiwsjJUrVxYpT9u2benXrx/+\n/v6WP4cOHSpS2xv7MJvNt9Rm9OjRpKen31KbG4WFhfHss8/i7++Pn58fQ4cO5dKlSwXuf/HiRbp1\n68agQYNue8wbFfS6FBcfH58SG0tERPKyKY5Oe/XqxZdffsnTTz8NQHp6Olu2bGHMmDG31M+ECRPu\nWqalS5dib29/1/orinnz5t1xHwMHDsTPzw+AuXPnsnbtWv71r3/lu+/x48dxd3cnLCzsjscVEZF7\nw4W//mTjoneJPx5F9Tr1eXb4KCpWrVYsYxVLUdCxY0fmzZtHWloaDg4ObNq0CR8fH8qWLcuxY8eY\nNm0aABUrVmT69OkAxMTEMGTIEJKTk2nTpg0jRozA39+fkJAQnJ2dCQgI4PLlyxiGwYwZM3KNN2fO\nHPbu3Ut2djYDBw6kU6dORcr5ySefsG/fPubOnUtAQACNGzfGwcGBH374gdTUVM6fP8+rr77Ks88+\na2kTGxtLUFAQWVlZmEwm3nrrLerVq8ebb75JTEwMV69eZcCAAbz44ou0bduWDRs2kJiYmG+bDh06\n4O3tzenTp3FxcSEsLAxra+sC8168eBFPT08ANmzYwLJly7CysqJJkyaMHDmSadOmkZCQwPz58+ne\nvXu+Y7Zp0wZPT0+8vLwYNGgQwcHBmM1m7O3tmTp1Km5uboWet++++45PPvmEzMxMTCYT77//PidO\nnGDVqlWWQsjHx4cdO3YQGBiInZ0dcXFxJCQk8M4779CwYUPWrl3LypUryc7Opm3btowcOZL09HTG\njh1LfHw8FStWZP78+dja2hbptRQReVBtXPQusVHXZrdjow6xcdG79Al5p1jGKpaiwN7envbt2/P9\n99/TpUsXIiIiLNPQwcHBTJ8+nVq1arF27VqWLFnCM888g9lsZuHChWRlZdG6dWtGjBhh6W/hwoW0\nbdsWPz8/9u/fz2+//WZ57scffyQ2NpaVK1diNpvp3bs3Pj4+VKhQIVemwYMHY2V1bbXEysqKjz/+\nmH79+ll+cWVkZNCvXz8iIiJIS0vjP//5D8nJyfTq1Yt27dpZ+pk5cyYDBgygffv2REVFERQUxPLl\ny4mMjGTNmjUA7NixI9fY+bWJiIjg7NmzfPzxx7i5udG3b18OHjzI448/nqvtsmXL+Pbbb7lw4QIX\nL15k+PDhXLhwgbCwMD777DMcHBx44403iIyMJCgoiFWrVjFy5EhGjhyZ75h//PEHERERODs7M2rU\nKPz9/fH19WXnzp3Mnj2bOXPmFPr6njlzho8++ggHBwcmTpzITz/9RNWqVQvcv3r16kyZMoU1a9aw\nevVqXn/9dRYvXsz69euxt7dnzpw5pKamcuXKFUaPHo27uzv+/v5ERUXRuHHjQvOIiDzI4o9H3fTx\n3VQsRQFcW0KYOXMmzZo149KlSzRo0ACA6OhoJk+eDEBGRgaPPPIIALVr18bOzu5aKJvcsU6fPk3P\nnj0B8Pb2xtvb2zJFfvz4cQ4fPoy/vz8AmZmZxMXF5SkKClo+GDZsGH369CEiIsKy7cknn8TKygpX\nV1cqVKhAcnKy5bno6GiefPJJAOrXr8+ff/6Jo6MjQUFBBAcHk5KSQpcuXXKNkV8bAGdnZ8s7czc3\nt3yvWbhx+WDdunUEBgYyZswYkpOTGTZsGACpqan8/vvvllmEwsZ0dna2nLsPP/yQJUuWYBhGnvNe\nEBcXFwICAihXrhynTp3KU8gAGIZh+bl+/foAVKtWjf3793P27Flq165NmTJlABg3bhwATk5OuLu7\nA+Dq6kpaWlqR8oiIPMiq16lvmSm4/ri4FFtRULduXVJTU1m+fDk9evSwbPfw8GDGjBlUr16dffv2\nkZiYCIDJZCqwLy8vLw4ePEi9evWIjIxk69atll8onp6eNGvWjKlTp5Kdnc3ChQupWbNmkTKmp6cz\nffp0pkyZwuTJkwkPDwfg8OHDACQlJZGSkoKLi0uuLHv37qVdu3ZERUXh6upKQkIChw8fZsGCBZjN\nZnx9fenatetN2xR2zPlxc3MjIyMDd3d33NzcWLp0Kba2tkRERFC/fv1cFyEWNOb12ZLr527w4MF4\ne3sTHR1NZGRkoRkuX77M/Pnz2bp1KwCDBg3CMAzs7e0tr2VcXBwXL160tPn7cT700EOcOnWK9PR0\n7OzsGDlyJBMmTLjl8yEi8r/g2eGj8lxTUFyKrSgA6NGjB7NmzWLLli2WbSEhIQQEBFjWo0NDQ0lI\nSLhpPy+//DJBQUGsX78egOnTp/PFF18A1z4VsGfPHv75z39y5coV2rdvj6OjY54+blw+ABgwYACR\nkZG0bt2aPn36kJCQwJw5c6hbty5JSUm89NJLXL58mUmTJuVa5x8/fjzBwcEsXbqUzMxMQkNDqVy5\nMomJifTt2xcrKysGDx6c6113fm2K6vrygbW1NVevXiUoKIhKlSoxcOBA/P39ycrKokaNGnTq1CnX\nskpRxgwICCAkJASz2czVq1fzvbBzx44ddO/e3fJ49uzZeHt706dPH2xsbKhQoQIJCQl07dqV8uXL\n06tXL7y8vCzv+PNTqVIlhg4dSv/+/TGZTLRp0+amyw8iIv/LKlatVmzXEPydybhxnleIiIjg1KlT\nliltuXft27ePJk2a3Df9Fqf7MTMod0lT7pJ1r+a+WS59eZGIiIgAxbx8cD+6capcRETkf4lmCkRE\nRARQUSAiIiI5VBSIiIgIoKJAREREcqgoEBEREUBFgYiIiORQUSAiIiKAigIRERHJoaJAREREABUF\nIiIikkNFgYiIiAC6S6Lcx/bt21faEURE7ksF3SVRRYGIiIgAWj4QERGRHCoKREREBFBRICIiIjlU\nFIiIiAigokBERERyqCgQERERAGxKO4DI3ZCRkUFQUBBxcXGkp6czfPhwatWqRWBgICaTidq1azNp\n0iSsrKx4//332bp1KzY2NgQFBdG4cWPOnTvHW2+9xaVLl8jKymLmzJk89NBDucaIiYnJt7+IiAhW\nrlxJVlYW7dq149VXXy2x3FFRUUyaNAlra2seeeQRQkNDsbLKXesXlPv6c6+99hpfffVViZ7vw4cP\nM2nSJOzs7Khfvz4TJkzIk/uXX34hNDQUa2trWrRowWuvvUZGRgaBgYHExcVhZWXF1KlT8fLyKpbc\nNzs/y5YtIykpiXHjxuUZIzk5mXHjxnH16lWqVKnC22+/jYODA5988gkRERGYTCYGDx5M586dSyx3\nfHw8QUFBZGVlYRgGU6ZMwdPTM9+x/n5smzdvZsGCBdjY2NCjRw969+5dYrmv27NnD2+88QY//vhj\nnjEKOt/Tpk1j//79lCtXDoCFCxdSvnz5Ys984cIFnn32WerUqQNA+/bteemll/Ida/r06Xh4eODn\n5wdcO/fffPMNAL6+vrz22muF5r3rDJEHwLp164xp06YZhmEY58+fN3x9fY1///vfxq5duwzDMIzg\n4GDjv//9r3Ho0CHD39/fyM7ONuLi4ozu3bsbhmEYAQEBxjfffGMYhmHs3LnT2LJlS54x8usvJibG\n6Nmzp5GWlmZkZWUZ8+bNM9LT00ss9yuvvGJs3brVMAzDGDNmjLFp06Yi5TYMw/j888+Nbt26Gc88\n80yR896t3N26dTP27dtnGIZhzJ071/jiiy/yjNGlSxcjJibGyM7ONoYMGWIcPnzY+P77742RI0ca\nhmEYP/30k/Haa68VS27DyP/8pKWlGWPGjDH+8Y9/GLNmzcp3jKlTpxqfffaZYRiG8eGHHxr/+c9/\njHPnzhnPPfeckZ6ebly+fNlo1aqVkZ2dXWK5x48fb3z//feGYRjGtm3bjFdffTXPGPkdW3p6utG+\nfXvjwoULhtlsNrp3724kJiaWWG7DMIz4+Hjj5ZdfLvDvaX7n2zAMo2/fvsa5c+eKnPVuZd6xY4cx\nZcqUm45x7tw541//+pfRrl0749NPPzUMwzB+//13o1u3bkZmZqaRnZ1t9OnTx4iKirrl/HdKywfy\nQOjYsSOvv/46AIZhYG1tzeHDh3nqqacAaNWqFT///DP79u2jRYsWmEwmqlevTlZWFsnJyezfv5+/\n/vqLgQMH8tVXX1na3Si//n7++WcaNWpEQEAA/fv3x9vbG1tb2xLLXb9+fS5cuIBhGKSmpmJjk3fy\nL7/+AJycnAgPDy9y1ruZ+6+//sLb2xsAb2/vPN9OmZKSQnp6Og899BAmk4kWLVrw888/4+HhQVZW\nFtnZ2aSkpOR7vHcjd0Hnx2w2061bN15++eUCx9i3bx8tW7bM1V+lSpX44osvsLW1JSkpCXt7e0wm\nU4nlDggIwNfXF4CsrCzs7e3zjJHfsUVHR/PQQw/h5OSEnZ0dTZo0ITIyssRym81mJk2aREhISIFj\n5He+s7OziYmJYeLEifTt25d169aVWOZDhw5x+PBh+vfvz8iRI0lISMgzRmpqKiNGjKBr166WbdWq\nVWPJkiVYW1tjMpnIzMzM93UqbioK5IFQrlw5HB0dSUlJYeTIkYwaNQrDMCz/8JYrV47Lly+TkpKC\no6NjrnaXL18mLi6OChUqsGzZMtzc3Fi8eHGeMfLr7/z58+zdu5fQ0FDCwsIIDQ3l0qVLJZb7+pJB\np06dOHfuHM2aNStSboA2bdpQtmzZIme9m7lr1qzJnj17ANiyZQtpaWm5+i+oXdmyZYmLi6NTp04E\nBwfj7+9fLLkh//Pj5OREixYtbjpGSkqKZZr6xv5sbGwIDw+nT58+dOnSpURzV6pUCVtbW06dOsWM\nGTPyXeLK79huPJbr46SkpJRY7ilTpjB48GCqVq1a4Bj5ne8rV67Qv39/Zs2axZIlS/j00085evRo\niWT29PRk5MiRhIeH0759e6ZNm5ZnjJo1a/LYY4/l2mZra0ulSpUwDIMZM2bQoEEDPDw8ipT5blJR\nIA+MP/74gwEDBtC1a1deeOGFXGvUqampVKhQAUdHR1JTU3NtL1++PBUrVqRt27YAtG3blkOHDvHd\nd9/h7++Pv78/hw4dyre/ihUr8tRTT+Ho6IiLiwuenp6cOXOmxHKHhobyySef8N133/Hiiy/yzjvv\nFCn33XAnuadPn86HH37ISy+9hIuLC87OzoSHh1tyZ2Vl5Wl3vWhr0aIFGzdu5MsvvyQwMBCz2XzX\nc9+KvXv3WnJv3bo11zH/vb/+/fuzfft2IiMj2bVrV4nm3rVrF6+++iozZ87E09MzT+78FPT6lUTu\nv/76i71797JgwQL8/f25ePEio0ePLtL5dnBwYMCAATg4OODo6Ejz5s2LXBTcSWaA5s2bW4rzf/zj\nHxw5ciTP/5MFMZvNjBs3jtTUVCZNmlTkvHeTigJ5ICQlJTF48GDeeOMNevbsCUCDBg3YvXs3ANu2\nbaNp06Z4e3vz008/kZ2dTXx8PNnZ2VSqVIkmTZpYLmKKjIykVq1adOzYkRUrVrBixQoaNWpUYH97\n9uzBbDZz5coVy3RrSeV2cnKyvKOuUqUKly5dKlLu0j7fP/74I7Nnz+bjjz/mwoUL+Pj40L9/f0vu\nGjVqYGtry++//45hGPz00080bdqUChUqWH4pOTk5kZmZSVZW1l3PfSuaNm1qyd26dWu8vb0tf5e2\nbdtGkyZNOHXqFK+99hqGYWBra4udnV2eCyuLM/euXbsIDQ1lyZIlPProo/nmzo+XlxcxMTFcuHCB\n9PR09u7dyxNPPFEiuatWrcrGjRstGZ2cnJg3b16RzveZM2fw8/MjKyuLjIwM9u/fT8OGDYs9M8Bb\nb73Fxo0bAdi5cycNGzbM8/9kfgzD4JVXXqFu3bpMmTIFa2vrIuW923RDJHkgTJs2jQ0bNuS6onrC\nhAlMmzaNjIwMPD09mTZtGtbW1oSFhbFt2zays7N58803adq0KXFxcbz11lukpaXh6OjInDlzcHJy\nyjXG6dOnCQ4OztPfsmXLWL9+PYZh8NJLL/Hiiy+WWO69e/cye/ZsbGxssLW1ZerUqbi7uxcp93U+\nPj7s2LGjRM/35s2bee+993BwcKBZs2aMHj06zxi//PIL06dPJysrixYtWjB69GhSU1MJCgoiMTGR\njIwMBgwYwAsvvFAsuW92fiIiIjh16lS+nz5ISkoiICCA1NRUnJ2dmTNnDmXLluX9999n27ZtmEwm\nWrZseUtXlt9p7i5dupCenk7lypUB8PDwYMqUKfmO9fdju/7pA8Mw6NGjB/369Sux3DcqaHtB53vJ\nkiVs2LABW1tbunbtarnCv7gznz17lqCgIADLpyCqVKmS71hhYWG4urri5+fH999/z5gxY3j88cct\nz48ZM+aWirC7QUWBiIiIAFo+EBERkRwqCkRERARQUSAiIiI5VBSIiIgIoKJAREREcuiGSCIiRRQb\nG0vHjh0tN2G6evUqdevWZeLEibi6uhbYzt/fnxUrVpRUTJHbppkCEZFbUKVKFb788ku+/PJLvvvu\nOx5++GFGjhx50zbXv9JZ5F6nmQIRkdtkMpkYMWIEPj4+HD16lPDwcE6c+P/t3a9r6mEYhvFLRLsg\nrEyG0RVlec1kEhyr/g0Li2vCgj/C5hgWo0EEWRxomXVlywem4MpEtAkT/XLCRM7OSecYPOH65Lc8\n7eZ54L1/MJ1OSSaT3L1sEncAAAFjSURBVN3dUa1WATg/P6fT6TAYDLi9vWW1WnF4eEipVCIWi+15\nEumLmwJJ2kE0GuXo6Ih+v08kEqHdbtPr9fj8/OTp6YmrqysAOp0Os9mMWq1Gs9nk4eGB09PTbWiQ\n/gduCiRpR6FQiOPjYxKJBK1Wi7e3N0ajEYvF4tu719fXbdkOQBAEf3ynLe2ToUCSdrBcLhkOh4zH\nY25ubigWixQKBebzOb//Ir9erzk5OaHRaABfrXi/thBK++b5QJL+URAE1Ot10uk04/GYXC7H2dkZ\n8Xic5+fnbYNjOBxmtVqRTqd5eXlhOBwCcH9/T7lc3ucI0jduCiTpL0wmE/L5PPAVClKpFLVajY+P\nDy4vL3l8fCQajZLJZHh/fwcgm82Sz+fpdrtcX19zcXFBEAQcHBxQqVT2OY70jS2JkiQJ8HwgSZI2\nDAWSJAkwFEiSpA1DgSRJAgwFkiRpw1AgSZIAQ4EkSdr4CdOVtqHPiJDOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109708710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What were the failure outcome and what were the reasons?\n",
    "over_time_plot('Failure Reason')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x109780518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Which were the Lauch site that had the best outcome and the worse?\n",
    "over_time_plot('Launch Site'== 'sucess')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GlJQU3n33XebNm0f79lk7BjV9+nQuXbpEWFgYTk5O/Pbbb7z11lusW7cOV9dMzLq9S6xY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\nAJJIAADSAa3kZKPel0ZzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1095cfe10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Which location launch the most?\n",
    "over_time_plot('Launch Site')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fGDtSq9NkB3P79m2MHTtW3fbx8cGtW7fQp08fVFZWNnkCXVaRAUBRURHi4uLg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\ncJXeOpjs7GxMnjwZffv2VR/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Ty+W4d+8esrKy8Omnn2Lu3Lnw8/NDSUkJnlypSalUwsvL\nC3v37gVQvdpu7dWMCeESGiIjRI9UKhUiIyMxYMAAZGVlYcKECXjttdfQvn17JCQkqFd+5vP5qKqq\nwoABA5CSkoJ79+4BqN7y96OPPjLmWyCk2egKhhAdy8/PV+9cqFKp4OHhgU8++QR5eXlYs2YNTp48\nCUtLSzz33HPIzs4GAPj6+mLKlCk4cuQItmzZghUrVkClUsHZ2Rkff/yxMd8OIc1GqykTQgjRCxoi\nI4QQohfUwRBCCNEL6mAIIYToBXUwhBBC9II6GEIIIXpBHQwhhBC9oA6GEEKIXlAHQwghRC/+HzWz\n9WAjcL7QAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1096c0cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What were the flight number that was launch the most?\n",
    "over_time_plot('Flight Number')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oM1z873//Y9CgQQwcOJA6depURk1CCCGEqMbKnHOxfPlysrOzGTFiBN7e3vz4\n44+F310hhBBCCPGgMsOFnZ0d//d//8f27dsZMmQIc+bMoVu3bsyaNYvU1NTKqFEIIYQQ1UiZt0Xu\n3LnDjh07+Oabb0hKSsLd3Z0BAwawb98+Ro0aRWRkZGXUKYQQQohqosxw0adPH3r16oWPjw8dO3Ys\nXO/h4cHvv/9eocUJIYQQovopNVzs378fV1dXdu/ejbm5ebHHFQoFn3/+eYUWJ4QQQojqp9Q5FwsW\nLAAoMVgIIYQQQpSmzAmdQgghhBDlUeptkUuXLjFixIhSd1y7dm2FFCSEEEKI6q3UcFGnTh18fHwq\nsxYhhBBC/AOUGi7Mzc3p1KlTZdYihBBCiH+AUudc2NnZVWYdQgghhPiHKDVcfPbZZ5VZhxBCCCH+\nIeTdIkIIIYTQKwkXQgghhNCrUid0JiQkPHRHW1tbvRcjhBBCiOqv1HDh6emJQqEgJyeHmzdvYm9v\nj4GBAZcvX8be3p4dO3ZUZp3/GgcOHCAiIoLg4ODCdQsWLEClUjF48OBKrSU+Pp6BAwfSpk0bAHJy\ncjAzM+OTTz6hZs2aem1rxYoVuLi44OjoqNfjCiGEqHylhos9e/YA4Ovry5tvvkmHDh0AOHHiBKtW\nraqc6kSVa9q0KeHh4YXLCxcuZPPmzYwaNUqv7Xh7e+v1eOLx5V65QuKkyWQeO4aZkxP158xGaW9f\n1WUJIaqRMr8VNTY2tjBYADg6OnLx4sUKLUqU7MFRDVdXV/bv38/EiRMxMjIiISGB3Nxc3Nzc+Pnn\nn0lMTCQkJAQ7OzumTJnCtWvXSE5Opnfv3vj6+jJx4kSUSiVXr14lOTmZuXPnFo5SlESr1ZKYmEjD\nhg0BCA8P5/vvv0ehUODm5saIESOeqBY3Nzdu3LjB3r17yc7O5vLly7zzzjsMHjyYr776iq1bt2Jg\nYMBzzz2Hv79/pZzzf6PESZPJPHwYgMzDh0mcNJlGX4aXsZcQQtxT5oTOevXq8cknn3Du3DnOnj1L\nUFAQjRs3roTS/r2ioqJQq9WF/77//vsy97GzsyM0NBSVSkV8fDwrV66kX79+7Nmzh8TERJycnFi9\nejWbN28mIiKicD9bW1tWr16NWq1mw4YNxY57/vx51Go1r776Kv3796dRo0YMGjSI8+fP88MPP7Bu\n3Tq++uordu3axYULF56olrsyMjJYvnw5S5cuZcWKFQBERkYSEBDAhg0bUKlU5OfnP+7pFWXIPHbs\noctCCFGWMkcugoKC+PTTTxk3bhwAXbt2Zc6cORVe2L+Zi4tLsTkXJdFqtYU/t27dGgArKytUKlXh\nz7m5udSqVYuTJ08SFRWFhYU7+93zAAAgAElEQVQFubm5hfu1atUK0IXII0eOFGvj7m2R7OxsRo8e\njbW1NUZGRsTExJCQkICXlxcA6enpxMXFPVEtd7Vs2RKA+vXrFz4+Z84cQkNDmT9/Pk5OTkX6LvTL\nzMmpcOTi7rIQQpRHmeGiZs2aBAQEFC5rtVri4+OxsLCo0MJEcSYmJly/fh2Aq1evkp6eXviYQqEo\ndb/IyEgsLS2ZPn06cXFxbNy4sfDF+WH73c/U1JQFCxbw2muv4ezsjEqlomnTpqxatQqFQkFYWBgt\nWrRgx44dj13Lw/qyceNGpk2bhomJCaNGjeLo0aPy8fQVpP6c2cXmXAghRHmUGS7Cw8MJDg4mKyur\ncJ2dnR27du2q0MJEcW3btsXS0pIhQ4bQpEkTGjRo8Ej7denShQ8//JBjx46hVCpp1KgRycnJ5W7f\nxsaGjz/+mClTphAREUGXLl1wd3cnNzcXR0dH6tatW2G1tGjRAg8PD8zNzalbty7t2rUrd/3i0Sjt\n7WWOhRDiiSi0ZYwv9+7dmzVr1rB48WJ8fX05ePAg+/fvZ+HChZVVoxDlFh0dTfv27Z/6Y1Ykqbdi\nSb0VqzrVW51qhYfXq6++lDmh09raGnt7e1q0aEFMTAyDBw+Wd4sIIYQQolRlhosaNWoQFRVFixYt\n+Pnnn7l+/Tq3bt2qjNqEEEIIUQ2VGS4CAgLYs2cP3bt3Jy0tjZdffhlPT8/KqE0IIYQQ1VCZEzqb\nNWvG+PHjOX/+PO+99x7BwcEYGZW5mxBCCCH+pcpMCSdPnmTMmDHUqlULjUbDjRs3+Pzzz2W2vhBC\nCCFKVGa4mDVrFsHBwYVh4tixY8yYMYPNmzdXeHFCCCGEqH7KnHORmZlZZJTCycmJnJycCi1KCCGE\nENVXmeGiZs2aRT4wa9euXdSqVatCixJCCCFE9VXmbZHp06fz8ccf4+fnh1arpWHDhsyfP78yahNC\nCCFENVRmuHBwcGDTpk1kZmai0WjkO0WEEEII8VClhgu1Wv3QL6Bau3ZthRQkhBBCiOqt1HDx/vvv\nV2YdQgghhPiHKDVc3P0663feeYfBgwfTt29fjI2NK60wIYQQQlRPZb5bxNvbm19//ZX+/fszbdo0\nTpw4URl1CSGEEKKaKnNCZ8eOHenYsSPZ2dn8+OOPvP/++1haWvLGG2/g4eGBUqmsjDqFEEIIUU08\n0peEHDhwgG+++Yb9+/fTo0cP3Nzc+P3333n33XdZvXp1RdcohBBCiGqkzHDRq1cvGjRowOuvv86U\nKVMwNTUFoHPnzrz++usVXqAQQgghqpcyw8WaNWto2LBhsfUGBgZs2bKlQooSQgghRPVVZrhITk5m\nzpw5ZGZmotVq0Wg0JCQksGfPnsqoTwghhBDVTJnvFvH396dv374UFBTw5ptv0qhRI/r27VsZtQkh\nhBCiGiozXJiamvL666/TqVMnrKysmDlzJocOHaqM2oQQQghRDZUZLkxMTEhLS8PBwYHjx4+jUCjI\nzMysjNqEEEIIUQ2VGS68vLzw9fWlV69ebN26lQEDBtC2bdvKqE0IIYQQ1VCZ4eLll18mNDQUCwsL\nIiMjCQoKIigoqDJq+9d56623Cj8BNTc3l/bt27Nq1arCx9VqNadPny7XMc+ePVt4G6t3797k5OQ8\nUY0pKSm8//77jBw5kuHDh+Pn50d2dnap26elpfHdd9+V+nh8fDxDhw4tUt+KFSs4ceIEOTk5bNq0\n6YnqFU+vgnwNl07e4MqZFLQabVWXI/7Bbl7N4Hx0MlkZuRXWhlarJf5sKpdO3KAgT1Nh7VQXpYaL\npKQkfHx8ePXVVwkMDOTWrVuYmZnRunVrDAzKzCTiMbi6unL48GEAoqOj6datG3v37gUgJyeHq1ev\n0rJly3Idc+fOnZw/f15vNa5atYquXbsSGhpKREQEZmZmRERElLr92bNny/3OIm9vbxwdHbl+/bqE\ni3+o7Dt5bJh5kG2fn+DbxcfYGnwUjQQMUQEOfHeBiBkH2bHyT8L9/iAxNl3vbWg1Wr795BjfBB9l\nW8gJ1k8/QNbtigsy1UGpKWHy5MmoVCrGjx9Pbm4uc+bMqcy6/pW6du1aGC727t3LkCFDuH37Nrdv\n3+bo0aN06tQJhULBwYMHcXd3x9PTk0mTJpGXl0dGRgZjxoxh5MiRvPLKK6xbt46kpCS2bNlCWFhY\n4YhIYGAgarUatVpNeno6eXl5TJ48mTfffBN3d3cOHDgAwCuvvIKPjw++vr5FarSxsWHHjh38/vvv\nZGdnM2HCBNRqNQALFy7kv//9L4MGDWLSpEkALFu2jKioKDZs2EBiYiJvv/02arWat99+m8TExBLP\nw8SJE9m3bx/Lli3j/PnzfPbZZ9y+fZsPPvigsPazZ89WyDUQleP074mkXrs3dyvhXBppcflVWJH4\nJ8q+k8eRH+MKl/NyCji87aLe20mLzyf+TGrhcvr1LE79lqD3dqqTUj/nIikpqfCjvbt06cJrr71W\naUX9W7Vu3ZoLFy6g1Wo5dOgQ48aNo0uXLvz++++cPXuW7t27o9VqCQgIYN26dVhbW7N48WK2bNlC\nmzZtGDBgAP369SMpKQm1Wo2HhweDBg3CxsYGR0dHAF5//XU6dOjAxIkT2b9/P2lpadSuXZvZs2eT\nmpqKp6cn27ZtIzMzk/fee4/WrVsXqdHLywsrKytWr17NmDFjaN++PVOnTsXS0hIrKyu++OILNBoN\nAwYMICkpidGjRxMREcGwYcMYO3YsarWanj178scff7BgwYJi4eV+o0ePJiYmBh8fH4KCgnBxccHD\nw4NLly4xadIk1q9fX6HXQ1ScnMy8Yuvyc2XkQuhXXk4BmoKiz6vsTP2H2IISnrs5d4o/x/9NSg0X\n93+9urGxsXzdeiUwMDCgZcuW7Nu3jzp16qBUKunRowe//PILZ86cYcSIEaSkpJCcnMzYsWMByM7O\npmvXrvTs2ZM1a9awc+dOLCwsyM8v+Rfo7mRcGxsbsrOziYmJITo6unBkIz8/n5SUFAAcHByK7R8V\nFcVrr73GG2+8QW5uLitXrmT27NksWrSIlJQUxo0bh5mZGZmZmeTlFf3liomJYfny5axatQqtVouR\n0SN9tU3hvlFRUWzfvh2A9HT9D22KytO8Uz2O77pC/t/3pk0tjKnd6NGfD0I8CstnTLFv/QxX/kop\nXNfatb7e26nV0BgzqwIyb+luhRgaGdDCRf/tVCeP/NusUCgqsg7xN1dXV5YvX86AAQMAaN++PSEh\nIQDUqlULjUZDvXr1CAkJwdLSkt27d2NmZkZoaChOTk54eHgQFRVVOFdDoVCg0dybXPTgdVSpVNSr\nV4/Ro0eTnZ3N0qVLqVWrFkCJc2vWrl1LcnIyr732GkqlkmbNmnHhwgX27dtHYmIiixcvJiUlhZ9+\n+gmtVouBgUFh+yqVipEjR+Ls7ExsbGyZn5fy4L4DBw7k1Vdf5ebNmzIXo5p7pr45r09oz1+/JmBo\nbMBzLzTgXNxfVV2W+Ad6+X/PcfKXeFKTMnF4zgbV83X03oaRUsHrE9rz5y9XycstoLWrLTYNLPTe\nTnVSarg4d+4cffr0KVxOSkqiT58+aLVaFAoFu3fvrpQC/226du2Kv78/8+fPB0CpVGJpaUmrVq0A\n3Quun58f3t7eaLVazM3NmT9/PgqFgpkzZ/LDDz9gaWmJoaEhubm5tG3blvnz59OkSZMS2xs+fDj+\n/v54enqSkZGBh4fHQyfsTps2jWnTphEWFoapqSm1a9cmMDAQAwMDQkJCePPNN1EoFNjb25OcnEzD\nhg2JiYkhLCyMCRMmEBgYSE5ODtnZ2fj5+T30XFhbW5OXl0dQUBCjR4/Gz8+PjRs3kpGRgY+Pz2Oe\nYfG0sGlgSQ/3FvdWxJW+rRCPy9jEEOf+jSq8HSvrGnR9vWmFt1NdKLRabYk3Oq9evfrQHe3s7Cqk\nICH0ITo6mvbt2z/1x6xIUm/FknorVnWqtzrVCg+vV199KXXkQsKDEEIIIR6HfGCFEEIIIfRKwoUQ\nQggh9ErChRBCCCH0SsKFEEIIIfRKwoUQQggh9ErChRBCCCH0SsKFEEIIIfRKwoUQQggh9ErChRBC\nCCH0SsKFEEIIIfRKwoUQQggh9ErChRBCCCH0SsKFEEIIIfRKwoUQQggh9ErChRBCCCH0SsKFEEII\nIfRKwoUQQggh9ErChRBCCCH0SsKFEEIIIfRKwoUQQggh9ErChRBCCCH0SsKFEEIIIfRKwoUQQjwg\nPzeXuJPHSL2WUNWllEir1XL17GmuxZ4rc9vMW+lcOhZNXlZmmdveTrnBpeNHyMkse1t9y8vJJu7E\nMdKTrz3S9pm30rl0/AiZt9JLfFyr0RB/5hRJF2NLfPza+RgSYk6j1Wrv1ZCbQ9yJY6RdSyx/Bx4i\nLekacSeOkZebU7xOrZaEmEe7lqVJT07i0omj5OVkP0mZemVU1QVUBytWrOD3338nPz8fhULBhAkT\naNu2bZW2ffbsWW7dukXHjh1L3ffLL7/E09OTffv2kZiYyLBhwx67jr179xIaGopWqyU7OxtPT08G\nDhz42Me7X+/evdm+fTtr1qzBxcUFR0dHvRxXiMeRkhDPxumTuZOaAgoFLoOG4jpMXdVlFcrLzmbT\nDD8Sz58FwMGpPa99PAUDQ8Ni28Yc2M8PSxZQkJeHgZExdWqY0KR9pxKPe2LXj+xaHYJWo0FZw4zB\nEwOxa9m6Qvty1/W4i2ya6U/WrXRQKOg2fARG9qpStz9/KIptn8wnPy8XI2MlbmPG06xjl8LHczLv\nsHHaZJIv6YJF044uDBw3GYWBAQX5+WyZN424E0cBsG3eijf8Z3Dr+nU2zZjMnbRUUCjo8ro7XYd4\nPHHfoiI3sH/jl6DVYlazFkP8Z2LTsDHw97Wc6UfiOd21bNzOmUETppZ4LUtz8JvN/LZ+LVqthhqW\nVrzhP5NnG5d+7iqLjFyU4fz58+zZs4cvvviCL7/8ksmTJzN58uQqb3vnzp2cP3/+ofsvXboUgB49\nejxRsACYOnUqS5YsYe3atYSGhvLJJ59w8+bNJzrmg7y9vSVYiCoX9XWELlgAaLUc2LqJjBT9Ptef\nxKm9uwuDBcDFY9HERh8ocdtf1qyiIC8PAE1+HnvDV5e4XX5eHnu/DEWr0QCQm5XJr+vX6Lny0v2+\n6StdsADQavlj01cPHWn5JXwV+Xm5AOTn5Rbr14ndOwqDBejCyN0wcf7QH4U/AyTEnOb0b7/wx9fr\ndcHi7xqiIiPuLT+mzFvp/LF5Pfw9OpKZnqZb/tupfXsKgwXApeNHiD1c8rUsSXZGBr9v/BKtVnfd\nsm7f4vdN656oZn2RkYsyWFpakpCQwObNm+nRowetWrVi8+bNAKjVahwcHLh48SJarZbg4GCeeeYZ\npkyZwrVr10hOTqZ37974+vpy6dIl/P39ycvLw9TUlODgYHJycggICCAnJwcTExNmzJhB/fr1y2w7\nKSmJLVu2YGxsTJs2bUhISOCrr74qHN347LPP2LBhA+np6QQGBuLo6MiFCxf46KOPCA0NZdu2bRgZ\nGdGhQwfGjx/PkiVLiI+P5+bNmyQkJDBp0iS6d+9e7DysXbuW/v3707RpU7Zv345SqWTJkiXY2Njg\n7u5ObGwsgYGBhIeH4+bmRocOHTh37hw1a9Zk0aJF/Pjjj+zatYs7d+6QmprK//3f/9G/f//CNiZO\nnIibmxtdunRh6tSpxMXFodFoGDt2LJ07dyY4OJgDBw6Qn59Pv3798Pb2rpwngfhXefAFRavRkHkr\nHYtnrKuooqLupBd/wbuTllZsnVarJfOBbUt7sczPySH3gRfzO2kpT1Bl+TxYV0F+PnnZWaVvn5r6\n8OUS+nknPa30x1JTySzhumfdSse8Vu2HF/8QWbdvoSnIL7Iu4752SqoloxznPTvjNgX5RY9fmdft\nYWTkogx169Zl6dKlHDlyhGHDhvHSSy/x888/Fz7u7OxMeHg4L7/8MsuXLycxMREnJydWr17N5s2b\niYiIAGDevHl4e3uzYcMGRowYwV9//cW8efNQq9WEh4czatQoFixY8Eht161bl0GDBuHl5YWjoyOX\nLl1ixYoVrF+/nqZNm/Lbb7/x7rvvUrNmTQIDAwuPd/bsWbZv305ERAQRERHExcUV9kWpVLJq1Sr8\n/PwICwsrdh5CQ0PJyspi3LhxdOvWjeXLlxe5V/mg7OxsXn31VdavX49KpWLDhg0AZGVl8cUXXxAa\nGsrcuXPJf+AXA2DTpk3Url2br776ipCQEKZPnw7Ad999x4IFC1i3bh1WVlaPdgGFKKfWPXoXWa7T\nsDF1GjlUUTXFtejSHUOje38XKmvUoGmHzsW2UygUtOreq8i61j16FdsOwNTCApVz0Vusrbv3LnHb\nivBgW/WbtcCsdulhrvWD/XpguZVrzyK3FkzNLXB4vgMATTt2wdi0RuFjhsbGNO/SjVYPnJs6jVWF\nty8el7WdPfWaNCu11hZduhW/lh1dHvn4terVp37zlqUevyrJyEUZ4uLisLCwYM6cOQCcPHmSd955\nh86ddb/MLi66J4KzszN79uyhVq1anDx5kqioKCwsLMjN1Q3dXbx4keeffx6APn36ADB79myWL1/O\nqlWr0Gq1GBkZlavtu6ytrZkwYQLm5uZcuHABJyenEvty4cIF2rVrh7GxMUDhyAJAq1atAKhXr15h\nzXelp6eTkJDA+PHjGT9+PElJSbz//vu0adOm1PNmZGRUOB/E2dmZffv24eTkRMeOHTEwMMDGxgYr\nKytSUoqn7JiYGKKjozlx4gQA+fn5pKSkEBQUxMKFC7lx40axkRUh9KVNzz4YGhsT88dvWD1bl46v\nDkahUFR1WYVs7BsxdOocju38AUMjI5xfHljqqEqfUe9Rq56tbujdwooXRrxT6nEHfDCeQ99t4cbl\nizRu54xj35crqgvFOPUfgLGpKecPRVHb1o6Orw7mr5jSJzj2Hvk/atWrz9Wzp7Fr0Qpnt6Lzv+qq\nmjLEfxbHd23H2NSU9m6vYWZVEwArmzoMnzaPI9u/RVtQgFP/V7C2s8fazh4jYyXnDvxOzbr16Pjq\nYL30bdDEQA5/F0natUSadupS5MVfdy3ncmzntsJrafmMTfmOP2Eqh7/9mpSEqzTt6EKbnn30UveT\nknBRhrNnz7JhwwaWLl2KUqnEwcEBKysrDP9OxX/++Sf16tXjyJEjNG3alMjISCwtLZk+fTpxcXFs\n3LgRrVZLkyZNOHnyJF27duXbb78lPT0dlUrFyJEjcXZ2JjY2lkOHDj1y2wqFAo1Gw+3bt/n000/5\n5ZdfAPjvf/9bOKLw4MiCSqXiiy++ID8/H0NDQw4dOsRrr73GmTNnHvqfZ25uLr6+vmzcuBEbGxvq\n1KmDjY0NSqUSExMTrl+/DsCpU6cK98nPz+fMmTO0bNmS6OhomjZtWmSbGzdukJGRgbV18f8UVSoV\n9erVY/To0WRnZ7N06VIsLCz48ccfWbRoEQBubm4MGDAAOzu7R76WQjyqll170LJrj6ouo1S2zVth\n27xVmdsZGRvT+bUhAERHRxf5K/lByhpmuA59U281llebnn0e+YXR0MiYjgNfp/Tp7NCgdVsatC55\n4v2zjVW89O7YYutbdXuBVt1eeKQaHpWZVU16vPnfUh+3bd4S2wdGH8qjhoUl3T28Hnv/iiLhogz9\n+vUjNjaWN954AzMzM7RaLR9//DGWlpYAbNmyhbCwMGrUqMH8+fO5ceMGH374IceOHUOpVNKoUSOS\nk5P5+OOPmTJlCkuXLsXU1JSgoCBeeOEFAgMDycnJITs7Gz8/v0duu23btsyfP58mTZrg7OzMsGHD\nMDIywsrKiuTkZACaNGnCRx99RNeuXQFo0aIFL7/8Mu7u7mg0Gtq3b0/fvn05c+bMQ89BnTp18PPz\n43//+x9GRkYUFBTwwgsv0K1bNxo1asTYsWM5dOhQsZGMlStXkpCQgK2tLb6+vnz//ffcuHGDt956\ni9u3bzN16tTCkHa/4cOH4+/vj6enJxkZGXh4eKBUKqlZsyZDhw7F1NQUV1dXbG1tH/u6CiGEqEBa\n8dg8PT2158+fr+oynkq9evXSZmdnF1n39ddfa4OCgiql/cOHD1eLY1YkqbdiSb0VqzrVW51q1Wof\nXq+++iITOoUQQgihV3Jb5AmEh4dXdQlPrT179hRbN3iwfiZICSGEeLrJyIUQQggh9ErChRBCCCH0\nSsKFEEIIIfRKwoUQQggh9ErChRBCCCH0SsKFEEIIIfRKwoUQQggh9ErChRBCCCH0SsKFEEIIIfRK\nwoUQQggh9ErChRBCCCH0SsKFEEIIIfRKwoUQQggh9ErChRBCCCH0SsKFEEIIIfRKwoUQQggh9ErC\nhRBCCCH0SsKFEEIIIfRKwoUQQggh9ErChRBCCCH0SsKFEEIIIfTKqKIOfO7cOYKCgsjKyiIzM5Oe\nPXvy/vvvo1AoKqrJclmxYgUuLi44Ojo+8j5nz57l1q1bdOzYEV9fX+bNm4dSqSxXuykpKQQFBWFr\na8v333/Ps88+C0BaWhpubm68++675TqePkVGRnLhwgU++uijUrfZu3cvoaGhaLVasrOz8fT0ZODA\ngaVuf+jQISwtLWnZsmWJjy9ZsgQbGxtUKhUREREEBwfj4+PDZ599VuR8CyGebvk3s0jZHENu3G2U\njSx55o3mGFnXqOqyRBWpkHBx69Ytxo0bx5IlS2jcuDEFBQWMGTOGiIgI3N3dK6LJcvP29i73Pjt3\n7sTGxoaOHTsSHBz8WO3u27eP7t27Exsbi5eXV+H5yM3Nxc3NjaFDh2Jtbf1Yx64MU6dO5dtvv8XK\nyoqMjAz+85//4OrqWmrNX3/9NW5ubqWGi5J89tlnQNHzLYR4uqVsjiH34i0Aci/eImVzDM/+r10V\nVyWqSoWEi927d9O5c2caN24MgKGhIfPmzcPY2BiAuXPnEh0dDcArr7zCW2+9xcSJEzEyMiIhIaHw\nhfbnn38mMTGRkJAQEhMTWbFiBcbGxly7do3hw4cTFRXFmTNnGDFiBB4eHvTu3Zvt27djYmLCggUL\nUKlU2NnZsXLlSoyNjYmPjy8cHZg4cSJubm506tSJSZMmkZCQQF5eHgEBATRr1gw/Pz9u375NcnIy\nHh4e9OnThy1btmBsbEybNm0YO3Ys27dv5/r160yePJmCggIUCgX+/v60bNmSfv364ezszMWLF7G2\ntmbJkiUYGhry22+/MXXqVGJjY4ucs9TUVPLz8zExMeH27dv4+fmRmpoKgL+/Py1atGDSpEnExcWR\nnZ3NiBEjeO211zh48CDBwcEYGhpib2/P9OnTycnJKVa/h4cHarWaZ555hvT0dEJCQvDz8yvSb4Dj\nx48zcuRIUlJScHd3Z9iwYUXqtLS0ZO3atfTv35+mTZuyfft2lEol165dIzAwkJycHK5fv87YsWOp\nV68ev/76K6dOnaJp06YcP36csLAwDAwMaN++fakjJK6urkRGRhY539nZ2cX6eff5JISoerlxtx+6\nLP5dKiRcJCcnY29vX2Sdubk5AD///DPx8fFs3LiR/Px8PDw8cHFxAcDOzo6ZM2cyZcoU4uPjWbly\nJZ9++il79uyhVatWXLt2ja1bt3Lq1CnGjBnDTz/9RFJSEj4+Pnh4eJRaT0JCAt9++y25ubl07969\nyK2HiIgI7OzsCA4O5tKlS/zyyy8olUoGDBhAv379SEpKQq1W4+HhwaBBg7CxsSlyK2X+/PmMGDGC\nvn37cvr0aSZPnkxkZCRXrlxhzZo11K9fn+HDh3Py5MnCF0lLS0sAwsLC2LZtG4mJidStW5eZM2di\nYWFBUFAQLi4ueHh4cOnSJSZNmsTKlSs5dOgQGzduBGD//v1otVoCAgJYt24d1tbWLF68mC1bttCm\nTZsS6wddmHvxxRcJCwsr1m8rKyuMjIxYvXo1V69exdvbu1i4CA0NJSwsjHHjxpGSksLw4cPx8fHh\nwoUL/Pe//6Vz584cOXKEJUuW8MUXX9C9e3fc3NwwMzNjyZIlfP3119SoUYPx48ezf//+Uq9Z3bp1\nC8/3c889x0svvVSsn0OHDi3zuSiEqBzKRpaFIxd3l8W/V4WEC1tbW/76668i665cucK1a9eIjY2l\nQ4cOKBQKjI2NadeuXeFf8a1btwbAysoKlUpV+HNubi4AzZo1w9jYGEtLSxo2bIhSqaRmzZrk5OQU\nq0Gr1Rb+3Lx5c4yMjDAyMsLU1LTIdhcuXKBHjx4ANG7cGC8vL5KSklizZg07d+7EwsKC/Pz8Uvsa\nGxtbOGx/NwAB1K5dm/r16wNQv359cnJyOHz4MO3bty/c9+5tkT///JNx48YVjvTExMQQFRXF9u3b\nAUhPT8fCwoLJkycTEBBARkYGAwcOJCUlheTkZMaOHQtAdnY2Xbt2pWfPnqXW7+DgUGq/IyMjad26\nNQqFgjp16pCdnV2kr+np6SQkJDB+/HjGjx9PUlIS77//Pm3atMHe3p6lS5eyefNmFApFsXN2+fJl\nUlJSCm9H3blzh8uXL5d6Xu9XWj+FEE+PZ95oXmzOhfj3qpB3i/Tq1Ytff/218MUjLy+PuXPnEhMT\nQ5MmTQpvieTl5XH0/9u79+AYzzaO49+V7GqIRIigTk1ojUMbDcXUOjONGoljRZtgUJRIJXVqEtLJ\nqeRQ1GHqUHQStKhKVVEtkTqVxKvTpExNEUSLhJQsssnu/f5h7IhsSN8+q633+vxn13Nfv/uKrCvP\ns9nnP/+hRYsWAI98s+ejnjcYDFy5cgWlFKdOnarWcS1btuSnn34C7g5A77zzDmvWrKFDhw6kpKTg\n7+9vG1R0Oh1Wq7XS8dnZ2QCcPHkST0/PKmtmZmbSq1evSo+3b9+eN998k4iICKxWKz4+PowdO5a0\ntDQWLVpEQEAAV65cIS8vj2XLlrFy5UqSk5OpU6cOjRo1Yvny5aSlpTF58mS6du1aZf77c9nb96N6\nZTabCQ8Pp7CwEIAGDdJeb8oAAA7zSURBVBrg6emJwWBg8eLFBAYGkpycTJcuXSr0TClF06ZNady4\nMWvWrCEtLY3g4GA6dOhQZa37++3h4WF3n0KIfw7n+i54TfKlaaIRr0m+8mbO/3MOOXPh6urK/Pnz\niY6ORimFyWSid+/evP766+h0Oo4ePcrIkSMpKyvD39+fdu3aaVJ3woQJTJw4kSZNmuDm5latY4KC\ngoiMjCQ4OBiLxUJkZCQmk4n4+Hi+/vpr6tSpg5OTE2azmfbt25OUlETLli1tx8+aNYu5c+eyZs0a\nysvLSUhIqLLWuXPnbGcOHjRixAh27tzJxo0bmTx5MlFRUWzatImSkhJCQ0Np0KABV69eJSgoiBo1\najBu3DgMBgNRUVFMnDgRpRS1a9cmKSkJnU5nN/+j9n369OmH9qpBgwZERUUxadIknJ2dsVgs9OrV\nC6PRSHFxMUlJSaxcuZJGjRrZ3i/i6+tLSkoKixYtYuzYsYSEhGCxWGjSpAkDBgx4aL37+21vn0II\nIf6ZdOr+H2uFeELk5ORUuAT1T13TkSSvY0lex/o35f03ZYWH59VqL/IhWkIIIYTQlAwXQgghhNCU\nDBdCCCGE0JQMF0IIIYTQlAwXQgghhNCUDBdCCCGE0JQMF0IIIYTQlAwXQgghhNCUDBdCCCGE0JQM\nF0IIIYTQlHz8t3gi3bs5nhBCiD9Hi4//luFCCCGEEJqSyyJCCCGE0JQMF0IIIYTQlAwXQgghhNCU\nDBdCCCGE0JQMF0IIIYTQlAwXQgghhNCU898dQAhHKysrIzIykoKCAsxmM2+99RatWrVizpw56HQ6\nnn32WWJiYqhRowZLly4lMzMTZ2dnIiMjeeGFFygqKiI6OpobN25gsVhISkqiefPmFWrk5+fbXW/r\n1q1s3LgRi8VC3759mTp1qsPznjx5kpiYGJycnHjmmWdISEigRo2KP0dUlffec6GhoWzfvv2x9Dcv\nL4+YmBgMBgNt2rQhKiqqUt4TJ06QkJCAk5MTRqOR0NBQysrKmDNnDgUFBdSoUYO4uDhatmypad6H\n9WPdunUUFhYyY8aMSjWuXbvGjBkzuHPnDl5eXrz//vu4uLiwfv16tm7dik6nY9y4cbz66qsOz3vp\n0iUiIyOxWCwopYiNjcXHx8durQf3tHfvXpYtW4azszPDhg3jtddee2z9PXr0KDNnzmT//v3V7m98\nfDzHjx+ndu3aACxfvpw6deo4LGtxcTGvvPIKzz33HAD9+vVjzJgxdmslJibi7e3NqFGjbL3esWMH\nAD179iQ0NNThvU1ISODUqVMAXL16FTc3NzZt2lShhr3XhgMHDrBq1SoAlFLk5OTw1VdfPfz7TQnx\nhNuyZYuKj49XSil1/fp11bNnTzVp0iR15MgRpZRSc+fOVd98843Kzc1VISEhymq1qoKCAjV06FCl\nlFKzZ89WO3bsUEopdfjwYbVv375KNeytl5+fr4YPH65u376tLBaLWrhwoTKbzQ7PO2XKFJWZmamU\nUioiIkJ999131cqrlFJffPGFGjJkiHr55Zer0Vlt8g4ZMkTl5OQopZT64IMP1LZt2yrVCAgIUPn5\n+cpqtaoJEyaovLw8tWfPHhUWFqaUUurAgQMqNDRU07xV9eP27dsqIiJC9e/fXyUnJ9utERcXpz7/\n/HOllFIrVqxQa9euVUVFRWrgwIHKbDarmzdvqh49eiir1erwvLNmzVJ79uxRSimVlZWlpk6dWqmG\nvT2ZzWbVr18/VVxcrEpLS9XQoUPV1atXHZ5XKaUuXbqkJk+eXOW/Q3v9VUqpoKAgVVRU9MiMWmU9\nePCgio2NfWiNoqIiNX78eNW3b1+1YcMGpZRS58+fV0OGDFHl5eXKarWqkSNHqpMnTzo87z1ms1kN\nHz5cnTp1qtJzVa13z6pVq1Rqauojs8plEfHE8/f35+233wbuTt1OTk7k5eXRuXNnAHr06MGhQ4fI\nycnBaDSi0+l4+umnsVgsXLt2jePHj3P58mXGjh3L9u3bbcfdz956hw4don379syePZvg4GD8/PzQ\n6/UOz9umTRuKi4tRSmEymXB2rnyC0t56AO7u7qSnpz/W/l6+fBk/Pz8A/Pz8Kn26aklJCWazmebN\nm6PT6TAajRw6dAhvb28sFgtWq5WSkhK7+/wreavqR2lpKUOGDGHy5MlV1sjJyaF79+4V1qtXrx7b\ntm1Dr9dTWFhIzZo10el0Ds87e/ZsevbsCYDFYqFmzZqVatjb06+//krz5s1xd3fHYDDQsWNHjh07\n5vC8paWlxMTE8N5771VZw15/rVYr+fn5zJs3j6CgILZs2eLwrLm5ueTl5REcHExYWBhXrlypVMNk\nMjFt2jQCAwNtjzVq1IjVq1fj5OSETqejvLzc7tdF67z3pKen061bN1q3bl3puarWA/j999/JyMio\n1lkWGS7EE6927dq4urpSUlJCWFgY06dPRylle2GvXbs2N2/epKSkBFdX1wrH3bx5k4KCAtzc3Fi3\nbh2NGze2nR68n731rl+/TnZ2NgkJCSxZsoSEhARu3Ljh8Lz3LoUMGDCAoqIiunTpUq28AL1796ZW\nrVrVba0meZs1a8bRo0cB2LdvH7dv366wflXH1apVi4KCAgYMGMDcuXMJCQnRNG9V/XB3d8doND60\nRklJie10/P3rOTs7k56ezsiRIwkICHgseevVq4der+fMmTMsWLDA7qU5e3u6fw/36pSUlDg8b2xs\nLOPGjaNhw4ZV1rDX31u3bhEcHExycjKrV69mw4YNtksAjsrq4+NDWFgY6enp9OvXj/j4+Eo1mjVr\nhq+vb4XH9Ho99erVQynFggULaNu2Ld7e3g/NqkVeALPZzKeffsr48ePt1qhqPYC1a9cyduxYDAbD\nI7PKcCH+L/z222+MHj2awMBABg0aVOGavslkws3NDVdXV0wmU4XH69SpQ926denTpw8Affr0ITc3\nl127dhESEkJISAi5ubl216tbty6dO3fG1dWV+vXr4+Pjw7lz5xyeNyEhgfXr17Nr1y4GDx7M/Pnz\nq5X3r/greRMTE1mxYgVjxoyhfv36eHh4kJ6ebstrsVgqHXdv2DMajezevZuMjAzmzJlDaWmpZnn/\njOzsbFvezMzMCnt9cL3g4GC+//57jh07xpEjRx5L3iNHjjB16lSSkpLw8fGplNeeqr5ejsx7+fJl\nsrOzWbZsGSEhIfzxxx+Eh4dXq78uLi6MHj0aFxcXXF1d6dq16yOHi7+SFaBr16624b1///78/PPP\nlb7XqlJaWsqMGTMwmUzExMQ8MqcWeQEOHz7MSy+9ZPtaVve1wWq1kpmZycCBA6uVU4YL8cQrLCxk\n3LhxzJw5k+HDhwPQtm1bfvjhBwCysrLo1KkTfn5+HDhwAKvVyqVLl7BardSrV4+OHTva3lR27Ngx\nWrVqhb+/P2lpaaSlpdG+ffsq1zt69CilpaXcunXLdprZ0Xnd3d1tP+l7eXlx48aNauX9u/q7f/9+\nUlJS+OSTTyguLqZbt24EBwfb8jZp0gS9Xs/58+dRSnHgwAE6deqEm5ub7QXS3d2d8vJyLBaLZnn/\njE6dOtny9urVCz8/P9u/maysLDp27MiZM2cIDQ1FKYVer8dgMFR646oj8h45coSEhARWr17N888/\nbzevPS1btiQ/P5/i4mLMZjPZ2dm8+OKLDs3bsGFDdu/ebcvm7u7OwoULq9Xfc+fOMWrUKCwWC2Vl\nZRw/fpx27do5LCtAdHQ0u3fvBu7+p92uXbtK32v2KKWYMmUKrVu3JjY2Ficnp4fm1CovwKFDh+jR\no4ftz9V9bfjll1/w9vbmqaeeqlZWuXGZeOLFx8ezc+fOCu+Qj4qKIj4+nrKyMnx8fIiPj8fJyYkl\nS5aQlZWF1Wrl3XffpVOnThQUFBAdHc3t27dxdXUlNTUVd3f3CjXOnj3L3LlzK623bt06vvzyS5RS\njBkzhsGDBzs8b3Z2NikpKTg7O6PX64mLi6Np06bVyntPt27dOHjw4GPp7969e1m8eDEuLi506dKF\n8PDwSjVOnDhBYmIiFosFo9FIeHg4JpOJyMhIrl69SllZGaNHj2bQoEGa5n1YP7Zu3cqZM2fs/rZI\nYWEhs2fPxmQy4eHhQWpqKrVq1WLp0qVkZWWh0+no3r17ta5d/9W8AQEBmM1mGjRoAIC3tzexsbF2\naz24p3u/LaKUYtiwYbzxxhsOz3u/qh6vqr+rV69m586d6PV6AgMDbb+Z4aisFy5cIDIyEsD22ype\nXl52ay1ZsgRPT09GjRrFnj17iIiIoEOHDrbnIyIiHjm8adHbiRMnEh4eTps2bezWqOq1YefOnRw/\nfpyoqKiHZrxHhgshhBBCaEouiwghhBBCUzJcCCGEEEJTMlwIIYQQQlMyXAghhBBCUzJcCCGEEEJT\ncuMyIYTQwMWLF/H397fdzOnOnTu0bt2aefPm4enpWeVxISEhpKWlPa6YQjwWcuZCCCE04uXlRUZG\nBhkZGezatYsWLVoQFhb20GPuffS5EE8SOXMhhBAOoNPpmDZtGt26dePUqVOkp6dz+vRpCgsL8fb2\nZunSpaSkpAAwYsQINm/eTFZWFh9++CHl5eU0bdqUuLg4PDw8/uadCPHnyZkLIYRwEIPBQIsWLfj2\n22/R6/V89tln7Nmzh9LSUvbv3090dDQAmzdv5tq1a6SmpvLxxx+zbds2jEajbfgQ4t9GzlwIIYQD\n6XQ62rZtS7NmzVi/fj1nzpzh3Llz3Lp1q8Lf+/HHH203pYK7N4p68GPmhfi3kOFCCCEcxGw2c/bs\nWS5cuMDixYsZPXo0Q4cO5fr16zx45wWLxYKfnx8fffQRcPeumffflVSIfxO5LCKEEA5gtVpZsmQJ\nvr6+XLhwgQEDBjBs2DA8PT05duyY7Q6uTk5OlJeX4+vry4kTJzh79iwAy5cvJykp6e/cghD/Mzlz\nIYQQGrly5QqBgYHA3eGiTZs2pKamcvnyZWbMmMGuXbswGAx06NCBixcvAtC3b18CAwPZunUriYmJ\nTJ8+HavVSsOGDUlOTv47tyPE/0zuiiqEEEIITcllESGEEEJoSoYLIYQQQmhKhgshhBBCaEqGCyGE\nEEJoSoYLIYQQQmhKhgshhBBCaEqGCyGEEEJo6r9CziG6rVzb3wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1093c07b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What was the payload type and Missions?\n",
    "over_time_plot('Payload Type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Zr0mtfhPSLtk7lNTK+QP7TXsoGjLSSNu7FI+K9aHDFHsHlu7z7KcKk85Agx7Q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\nnf8PUzfZElF9yX8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1095a24a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Who were the biggest customers?\n",
    "over_time_plot('Customer Type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ccmwbszBOlGAOa4N1XEfMwZ6uLqtZ1Bo2Q4YMcWYdIk6TXpLDoiMf8l1+Kv0CwpnX6xZC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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109536ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#What was the payload mass over time?\n",
    "over_time_plot('Payload Mass (kg)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/6B1FpMTcecudBU6jF0ctv1pMbzfdthwXF2f7uXtQd7oHdQdg0S+L8h17Pvu8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\n96Zr164ObbNKlSpERkY6tE0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wFxERcXH/B8+G8860zvf9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109a1bf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Which Spaceship has the most attempts over the years?\n",
    "over_time_plot('Vehicle Type')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z5gyTJ0/G19eX+fPns2XLFjp27Fhg2bNnzxIeHk6tWrX45ptv2LBhAyEhIVy+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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109aff400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Which country was the biggest custumers?\n",
    "over_time_plot('Customer Country')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gP70rpZo2bUrTpk312xqNhgMHDuTY183NDTc3NyD3+veurq5Ztu3s7AgJKV5vRgshhMhZ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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109bdbef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Who were the custumers?\n",
    "over_time_plot('Customer Name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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scPO8ggl/THA4J2DHuR32IACwK2YXS48s5cs/vyQ6/uZrcLItmSk7phCfnPkH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\n337hwoX2T/zdunUjNDQUX19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Iyf0fO+vj8skEC64AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109bdfc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Which Orbit had the most payload over time?\n",
    "over_time_plot('Payload Orbit')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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>Flight Number</th>\n",
       "      <th>Launch Date</th>\n",
       "      <th>Launch Time</th>\n",
       "      <th>Launch Site</th>\n",
       "      <th>Vehicle Type</th>\n",
       "      <th>Payload Name</th>\n",
       "      <th>Payload Type</th>\n",
       "      <th>Payload Mass (kg)</th>\n",
       "      <th>Payload Orbit</th>\n",
       "      <th>Customer Name</th>\n",
       "      <th>Customer Type</th>\n",
       "      <th>Customer Country</th>\n",
       "      <th>Mission Outcome</th>\n",
       "      <th>Failure Reason</th>\n",
       "      <th>Landing Type</th>\n",
       "      <th>Landing Outcome</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>F1-1</td>\n",
       "      <td>24 March 2006</td>\n",
       "      <td>22:30</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>FalconSAT-2</td>\n",
       "      <td>Research Satellite</td>\n",
       "      <td>19.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DARPA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>Engine Fire During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.143184e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F1-2</td>\n",
       "      <td>21 March 2007</td>\n",
       "      <td>01:10</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>DemoSat</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DARPA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>Engine Shutdown During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.174457e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>Trailblazer</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORS</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.217743e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>PRESat, NanoSail-D</td>\n",
       "      <td>Research Satellites</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.217743e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>Explorers</td>\n",
       "      <td>Human Remains</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Celestis</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.217743e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F1-4</td>\n",
       "      <td>28 September 2008</td>\n",
       "      <td>23:15</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>RatSat (DemoSat)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.222582e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>F1-5</td>\n",
       "      <td>14 July 2009</td>\n",
       "      <td>03:35</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>RazakSAT</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>ATSB</td>\n",
       "      <td>Government</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.247551e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>F9-1</td>\n",
       "      <td>4 June 2010</td>\n",
       "      <td>18:45</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>Dragon Spacecraft Qualification Unit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Parachute</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.275631e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>F9-2</td>\n",
       "      <td>8 December 2010</td>\n",
       "      <td>15:43</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS (Dragon C1)</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Parachute</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.291792e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F9-3</td>\n",
       "      <td>22 May 2012</td>\n",
       "      <td>07:44</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS (Dragon C2+)</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.337666e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>F9-4</td>\n",
       "      <td>8 October 2012</td>\n",
       "      <td>00:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS-1</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.349676e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>F9-4</td>\n",
       "      <td>8 October 2012</td>\n",
       "      <td>00:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>Orbcomm-OG2</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>Engine Failure During Flight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.349676e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>F9-5</td>\n",
       "      <td>1 March 2013</td>\n",
       "      <td>15:10</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS-2</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>677.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.362121e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>F9-6</td>\n",
       "      <td>29 September 2013</td>\n",
       "      <td>16:00</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>CASSIOPE</td>\n",
       "      <td>Communication/Research Satellite</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Polar Orbit</td>\n",
       "      <td>MDA Corp</td>\n",
       "      <td>Business</td>\n",
       "      <td>Canada</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.380434e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>F9-7</td>\n",
       "      <td>3 December 2013</td>\n",
       "      <td>22:41</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SES-8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3170.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SES</td>\n",
       "      <td>Business</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.386054e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>F9-8</td>\n",
       "      <td>6 December 2014</td>\n",
       "      <td>22:06</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Thaicom 6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3325.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Thaicom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.417849e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>F9-9</td>\n",
       "      <td>18 April 2014</td>\n",
       "      <td>19:25</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-3</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2296.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.397801e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>F9-10</td>\n",
       "      <td>14 July 2014</td>\n",
       "      <td>15:15</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>OG2 Mission 1 (6 OG2 Satellites)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.405318e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>F9-11</td>\n",
       "      <td>5 August 2014</td>\n",
       "      <td>08:00</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>AsiaSat 8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4535.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>AsiaSat</td>\n",
       "      <td>Business</td>\n",
       "      <td>China</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.407218e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>F9-12</td>\n",
       "      <td>7 September 2014</td>\n",
       "      <td>05:00</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>AsiaSat 6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4428.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>AsiaSat</td>\n",
       "      <td>Business</td>\n",
       "      <td>China</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.410070e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>F9-13</td>\n",
       "      <td>21 September 2014</td>\n",
       "      <td>05:52</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-4</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2216.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.411279e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>F9-14</td>\n",
       "      <td>10 January 2015</td>\n",
       "      <td>09:47</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-5</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2395.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.420873e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>F9-15</td>\n",
       "      <td>11 February 2015</td>\n",
       "      <td>23:03</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>DSCOVR</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>570.0</td>\n",
       "      <td>Sun/Earth Orbit</td>\n",
       "      <td>US Air Force; NASA; NOAA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.423638e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>F9-16</td>\n",
       "      <td>2 March 2015</td>\n",
       "      <td>03:50</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>ABS-3A</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4159.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Asia Broadcast Satellite</td>\n",
       "      <td>Business</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.425280e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>F9-16</td>\n",
       "      <td>2 March 2015</td>\n",
       "      <td>03:50</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Eutelsat 115 West B (Satmex 7)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4159.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Eutelsat (Satmex)</td>\n",
       "      <td>Business</td>\n",
       "      <td>France (Mexico)</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.425280e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>F9-17</td>\n",
       "      <td>14 April 2015</td>\n",
       "      <td>20:10</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-6</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>1898.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.428991e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>F9-18</td>\n",
       "      <td>27 April 2015</td>\n",
       "      <td>23:03</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>TurkmenAlem 52E/MonacoSAT</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4707.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Turkmenistan NSA</td>\n",
       "      <td>Government</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.430114e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>F9-19</td>\n",
       "      <td>28 June 2015</td>\n",
       "      <td>14:21</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-7</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>1952.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>0</td>\n",
       "      <td>Vehicle Explosion During Flight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.435471e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>FT-1</td>\n",
       "      <td>22 December 2015</td>\n",
       "      <td>01:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>OG2 Mission 2 (11 OG2 Satellites)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.450768e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>F9-21</td>\n",
       "      <td>17 January 2016</td>\n",
       "      <td>18:42</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Jason-3</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>553.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA; NOAA; CNES</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.453014e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>FT-2</td>\n",
       "      <td>4 March 2016</td>\n",
       "      <td>23:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SES-9</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>5271.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SES</td>\n",
       "      <td>Business</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.457075e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>FT-3</td>\n",
       "      <td>8 April 2016</td>\n",
       "      <td>20:43</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-8</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>3136.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.460095e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>FT-4</td>\n",
       "      <td>6 May 2016</td>\n",
       "      <td>05:21</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>JCSAT-14</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4696.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SKY Perfect JSAT Group</td>\n",
       "      <td>Business</td>\n",
       "      <td>Japan</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.462514e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>FT-5</td>\n",
       "      <td>27 May 2016</td>\n",
       "      <td>21:39</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Thaicom 8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3100.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Thaicom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.464329e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>FT-6</td>\n",
       "      <td>15 June 2016</td>\n",
       "      <td>14:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>ABS-2A</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Asia Broadcast Satellite</td>\n",
       "      <td>Business</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.465970e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>FT-6</td>\n",
       "      <td>15 June 2016</td>\n",
       "      <td>14:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Eutelsat 117 West B (Satmex 9)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Eutelsat (Satmex)</td>\n",
       "      <td>Business</td>\n",
       "      <td>France (Mexico)</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.465970e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>FT-7</td>\n",
       "      <td>18 July 2016</td>\n",
       "      <td>04:45</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-9</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2257.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.468822e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>FT-8</td>\n",
       "      <td>14 August 2016</td>\n",
       "      <td>05:26</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>JCSAT-16</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SKY Perfect JSAT Group</td>\n",
       "      <td>Business</td>\n",
       "      <td>Japan</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.471154e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>FT-9</td>\n",
       "      <td>1 September 2016</td>\n",
       "      <td>13:07</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Amos-6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Spacecom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Israel</td>\n",
       "      <td>0</td>\n",
       "      <td>Vehicle Explosion Before Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.472710e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>FT-10</td>\n",
       "      <td>14 January 2017</td>\n",
       "      <td>17:54</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Iridium NEXT 1-10</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>9600.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Iridium Communications</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.484377e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>FT-11</td>\n",
       "      <td>19 February 2017</td>\n",
       "      <td>14:39</td>\n",
       "      <td>Kennedy Space Center LC-39A</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-10</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2490.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.487488e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Flight Number        Launch Date Launch Time                  Launch Site  \\\n",
       "0           F1-1      24 March 2006       22:30             Marshall Islands   \n",
       "1           F1-2      21 March 2007       01:10             Marshall Islands   \n",
       "2           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "3           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "4           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "5           F1-4  28 September 2008       23:15             Marshall Islands   \n",
       "6           F1-5       14 July 2009       03:35             Marshall Islands   \n",
       "7           F9-1        4 June 2010       18:45     Cape Canaveral AFS LC-40   \n",
       "8           F9-2    8 December 2010       15:43     Cape Canaveral AFS LC-40   \n",
       "9           F9-3        22 May 2012       07:44     Cape Canaveral AFS LC-40   \n",
       "10          F9-4     8 October 2012       00:35     Cape Canaveral AFS LC-40   \n",
       "11          F9-4     8 October 2012       00:35     Cape Canaveral AFS LC-40   \n",
       "12          F9-5       1 March 2013       15:10     Cape Canaveral AFS LC-40   \n",
       "13          F9-6  29 September 2013       16:00        Vandenberg AFB SLC-4E   \n",
       "14          F9-7    3 December 2013       22:41     Cape Canaveral AFS LC-40   \n",
       "15          F9-8    6 December 2014       22:06     Cape Canaveral AFS LC-40   \n",
       "16          F9-9      18 April 2014       19:25     Cape Canaveral AFS LC-40   \n",
       "17         F9-10       14 July 2014       15:15     Cape Canaveral AFS LC-40   \n",
       "18         F9-11      5 August 2014       08:00     Cape Canaveral AFS LC-40   \n",
       "19         F9-12   7 September 2014       05:00     Cape Canaveral AFS LC-40   \n",
       "20         F9-13  21 September 2014       05:52     Cape Canaveral AFS LC-40   \n",
       "21         F9-14    10 January 2015       09:47     Cape Canaveral AFS LC-40   \n",
       "22         F9-15   11 February 2015       23:03     Cape Canaveral AFS LC-40   \n",
       "23         F9-16       2 March 2015       03:50     Cape Canaveral AFS LC-40   \n",
       "24         F9-16       2 March 2015       03:50     Cape Canaveral AFS LC-40   \n",
       "25         F9-17      14 April 2015       20:10     Cape Canaveral AFS LC-40   \n",
       "26         F9-18      27 April 2015       23:03     Cape Canaveral AFS LC-40   \n",
       "27         F9-19       28 June 2015       14:21     Cape Canaveral AFS LC-40   \n",
       "28          FT-1   22 December 2015       01:29     Cape Canaveral AFS LC-40   \n",
       "29         F9-21    17 January 2016       18:42        Vandenberg AFB SLC-4E   \n",
       "30          FT-2       4 March 2016       23:35     Cape Canaveral AFS LC-40   \n",
       "31          FT-3       8 April 2016       20:43     Cape Canaveral AFS LC-40   \n",
       "32          FT-4         6 May 2016       05:21     Cape Canaveral AFS LC-40   \n",
       "33          FT-5        27 May 2016       21:39     Cape Canaveral AFS LC-40   \n",
       "34          FT-6       15 June 2016       14:29     Cape Canaveral AFS LC-40   \n",
       "35          FT-6       15 June 2016       14:29     Cape Canaveral AFS LC-40   \n",
       "36          FT-7       18 July 2016       04:45     Cape Canaveral AFS LC-40   \n",
       "37          FT-8     14 August 2016       05:26     Cape Canaveral AFS LC-40   \n",
       "38          FT-9   1 September 2016       13:07     Cape Canaveral AFS LC-40   \n",
       "39         FT-10    14 January 2017       17:54        Vandenberg AFB SLC-4E   \n",
       "40         FT-11   19 February 2017       14:39  Kennedy Space Center LC-39A   \n",
       "\n",
       "                   Vehicle Type                          Payload Name  \\\n",
       "0                      Falcon 1                           FalconSAT-2   \n",
       "1                      Falcon 1                               DemoSat   \n",
       "2                      Falcon 1                           Trailblazer   \n",
       "3                      Falcon 1                    PRESat, NanoSail-D   \n",
       "4                      Falcon 1                             Explorers   \n",
       "5                      Falcon 1                      RatSat (DemoSat)   \n",
       "6                      Falcon 1                              RazakSAT   \n",
       "7               Falcon 9 (v1.0)  Dragon Spacecraft Qualification Unit   \n",
       "8               Falcon 9 (v1.0)                SpaceX CRS (Dragon C1)   \n",
       "9               Falcon 9 (v1.0)               SpaceX CRS (Dragon C2+)   \n",
       "10              Falcon 9 (v1.0)                          SpaceX CRS-1   \n",
       "11              Falcon 9 (v1.0)                           Orbcomm-OG2   \n",
       "12              Falcon 9 (v1.0)                          SpaceX CRS-2   \n",
       "13              Falcon 9 (v1.1)                              CASSIOPE   \n",
       "14              Falcon 9 (v1.1)                                 SES-8   \n",
       "15              Falcon 9 (v1.1)                             Thaicom 6   \n",
       "16              Falcon 9 (v1.1)                          SpaceX CRS-3   \n",
       "17              Falcon 9 (v1.1)      OG2 Mission 1 (6 OG2 Satellites)   \n",
       "18              Falcon 9 (v1.1)                             AsiaSat 8   \n",
       "19              Falcon 9 (v1.1)                             AsiaSat 6   \n",
       "20              Falcon 9 (v1.1)                          SpaceX CRS-4   \n",
       "21              Falcon 9 (v1.1)                          SpaceX CRS-5   \n",
       "22              Falcon 9 (v1.1)                                DSCOVR   \n",
       "23              Falcon 9 (v1.1)                                ABS-3A   \n",
       "24              Falcon 9 (v1.1)        Eutelsat 115 West B (Satmex 7)   \n",
       "25              Falcon 9 (v1.1)                          SpaceX CRS-6   \n",
       "26              Falcon 9 (v1.1)             TurkmenAlem 52E/MonacoSAT   \n",
       "27              Falcon 9 (v1.1)                          SpaceX CRS-7   \n",
       "28  Falcon 9 Full Thrust (v1.2)     OG2 Mission 2 (11 OG2 Satellites)   \n",
       "29              Falcon 9 (v1.1)                               Jason-3   \n",
       "30  Falcon 9 Full Thrust (v1.2)                                 SES-9   \n",
       "31  Falcon 9 Full Thrust (v1.2)                          SpaceX CRS-8   \n",
       "32  Falcon 9 Full Thrust (v1.2)                              JCSAT-14   \n",
       "33  Falcon 9 Full Thrust (v1.2)                             Thaicom 8   \n",
       "34  Falcon 9 Full Thrust (v1.2)                                ABS-2A   \n",
       "35  Falcon 9 Full Thrust (v1.2)        Eutelsat 117 West B (Satmex 9)   \n",
       "36  Falcon 9 Full Thrust (v1.2)                          SpaceX CRS-9   \n",
       "37  Falcon 9 Full Thrust (v1.2)                              JCSAT-16   \n",
       "38  Falcon 9 Full Thrust (v1.2)                                Amos-6   \n",
       "39  Falcon 9 Full Thrust (v1.2)                     Iridium NEXT 1-10   \n",
       "40  Falcon 9 Full Thrust (v1.2)                         SpaceX CRS-10   \n",
       "\n",
       "                        Payload Type  Payload Mass (kg)  \\\n",
       "0                 Research Satellite               19.5   \n",
       "1                                NaN                NaN   \n",
       "2            Communication Satellite                NaN   \n",
       "3                Research Satellites                8.0   \n",
       "4                      Human Remains                NaN   \n",
       "5                                NaN              165.0   \n",
       "6                  Weather Satellite              180.0   \n",
       "7                                NaN                NaN   \n",
       "8             Space Station Supplies                NaN   \n",
       "9             Space Station Supplies                NaN   \n",
       "10            Space Station Supplies              500.0   \n",
       "11           Communication Satellite              150.0   \n",
       "12            Space Station Supplies              677.0   \n",
       "13  Communication/Research Satellite              500.0   \n",
       "14           Communication Satellite             3170.0   \n",
       "15           Communication Satellite             3325.0   \n",
       "16            Space Station Supplies             2296.0   \n",
       "17           Communication Satellite                NaN   \n",
       "18           Communication Satellite             4535.0   \n",
       "19           Communication Satellite             4428.0   \n",
       "20            Space Station Supplies             2216.0   \n",
       "21            Space Station Supplies             2395.0   \n",
       "22                 Weather Satellite              570.0   \n",
       "23           Communication Satellite             4159.0   \n",
       "24           Communication Satellite             4159.0   \n",
       "25            Space Station Supplies             1898.0   \n",
       "26           Communication Satellite             4707.0   \n",
       "27            Space Station Supplies             1952.0   \n",
       "28           Communication Satellite                NaN   \n",
       "29                 Weather Satellite              553.0   \n",
       "30           Communication Satellite             5271.0   \n",
       "31            Space Station Supplies             3136.0   \n",
       "32           Communication Satellite             4696.0   \n",
       "33           Communication Satellite             3100.0   \n",
       "34           Communication Satellite             3600.0   \n",
       "35           Communication Satellite             3600.0   \n",
       "36            Space Station Supplies             2257.0   \n",
       "37           Communication Satellite             4600.0   \n",
       "38           Communication Satellite             5500.0   \n",
       "39           Communication Satellite             9600.0   \n",
       "40            Space Station Supplies             2490.0   \n",
       "\n",
       "                   Payload Orbit             Customer Name Customer Type  \\\n",
       "0                            NaN                     DARPA    Government   \n",
       "1                            NaN                     DARPA    Government   \n",
       "2                            NaN                       ORS    Government   \n",
       "3                            NaN                      NASA    Government   \n",
       "4                            NaN                  Celestis      Business   \n",
       "5                Low Earth Orbit                       NaN           NaN   \n",
       "6                Low Earth Orbit                      ATSB    Government   \n",
       "7                Low Earth Orbit                       NaN           NaN   \n",
       "8                Low Earth Orbit                      NASA    Government   \n",
       "9                Low Earth Orbit                      NASA    Government   \n",
       "10               Low Earth Orbit                      NASA    Government   \n",
       "11               Low Earth Orbit                   Orbcomm      Business   \n",
       "12               Low Earth Orbit                      NASA    Government   \n",
       "13                   Polar Orbit                  MDA Corp      Business   \n",
       "14  Geostationary Transfer Orbit                       SES      Business   \n",
       "15  Geostationary Transfer Orbit                   Thaicom      Business   \n",
       "16               Low Earth Orbit                      NASA    Government   \n",
       "17               Low Earth Orbit                   Orbcomm      Business   \n",
       "18  Geostationary Transfer Orbit                   AsiaSat      Business   \n",
       "19  Geostationary Transfer Orbit                   AsiaSat      Business   \n",
       "20  Geostationary Transfer Orbit                      NASA    Government   \n",
       "21               Low Earth Orbit                      NASA    Government   \n",
       "22               Sun/Earth Orbit  US Air Force; NASA; NOAA    Government   \n",
       "23  Geostationary Transfer Orbit  Asia Broadcast Satellite      Business   \n",
       "24  Geostationary Transfer Orbit         Eutelsat (Satmex)      Business   \n",
       "25               Low Earth Orbit                      NASA    Government   \n",
       "26  Geostationary Transfer Orbit          Turkmenistan NSA    Government   \n",
       "27               Low Earth Orbit                      NASA    Government   \n",
       "28               Low Earth Orbit                   Orbcomm      Business   \n",
       "29               Low Earth Orbit          NASA; NOAA; CNES    Government   \n",
       "30  Geostationary Transfer Orbit                       SES      Business   \n",
       "31               Low Earth Orbit                      NASA    Government   \n",
       "32  Geostationary Transfer Orbit    SKY Perfect JSAT Group      Business   \n",
       "33  Geostationary Transfer Orbit                   Thaicom      Business   \n",
       "34  Geostationary Transfer Orbit  Asia Broadcast Satellite      Business   \n",
       "35  Geostationary Transfer Orbit         Eutelsat (Satmex)      Business   \n",
       "36               Low Earth Orbit                      NASA    Government   \n",
       "37  Geostationary Transfer Orbit    SKY Perfect JSAT Group      Business   \n",
       "38  Geostationary Transfer Orbit                  Spacecom      Business   \n",
       "39               Low Earth Orbit    Iridium Communications      Business   \n",
       "40               Low Earth Orbit                      NASA    Government   \n",
       "\n",
       "   Customer Country Mission Outcome                   Failure Reason  \\\n",
       "0     United States               0        Engine Fire During Launch   \n",
       "1     United States               0    Engine Shutdown During Launch   \n",
       "2     United States               0          Collision During Launch   \n",
       "3     United States               0          Collision During Launch   \n",
       "4     United States               0          Collision During Launch   \n",
       "5               NaN             100                              NaN   \n",
       "6          Malaysia             100                              NaN   \n",
       "7               NaN             100                              NaN   \n",
       "8     United States             100                              NaN   \n",
       "9     United States             100                              NaN   \n",
       "10    United States             100                              NaN   \n",
       "11    United States               0     Engine Failure During Flight   \n",
       "12    United States             100                              NaN   \n",
       "13           Canada             100                              NaN   \n",
       "14       Luxembourg             100                              NaN   \n",
       "15         Thailand             100                              NaN   \n",
       "16    United States             100                              NaN   \n",
       "17    United States             100                              NaN   \n",
       "18            China             100                              NaN   \n",
       "19            China             100                              NaN   \n",
       "20    United States             100                              NaN   \n",
       "21    United States             100                              NaN   \n",
       "22    United States             100                              NaN   \n",
       "23          Bermuda             100                              NaN   \n",
       "24  France (Mexico)             100                              NaN   \n",
       "25    United States             100                              NaN   \n",
       "26     Turkmenistan             100                              NaN   \n",
       "27    United States               0  Vehicle Explosion During Flight   \n",
       "28    United States             100                              NaN   \n",
       "29    United States             100                              NaN   \n",
       "30       Luxembourg             100                              NaN   \n",
       "31    United States             100                              NaN   \n",
       "32            Japan             100                              NaN   \n",
       "33         Thailand             100                              NaN   \n",
       "34          Bermuda             100                              NaN   \n",
       "35  France (Mexico)             100                              NaN   \n",
       "36    United States             100                              NaN   \n",
       "37            Japan             100                              NaN   \n",
       "38           Israel               0  Vehicle Explosion Before Launch   \n",
       "39    United States             100                              NaN   \n",
       "40    United States             100                              NaN   \n",
       "\n",
       "   Landing Type Landing Outcome     timestamp  \n",
       "0           NaN             NaN  1.143184e+09  \n",
       "1           NaN             NaN  1.174457e+09  \n",
       "2           NaN             NaN  1.217743e+09  \n",
       "3           NaN             NaN  1.217743e+09  \n",
       "4           NaN             NaN  1.217743e+09  \n",
       "5           NaN             NaN  1.222582e+09  \n",
       "6           NaN             NaN  1.247551e+09  \n",
       "7     Parachute         Failure  1.275631e+09  \n",
       "8     Parachute         Failure  1.291792e+09  \n",
       "9           NaN             NaN  1.337666e+09  \n",
       "10          NaN             NaN  1.349676e+09  \n",
       "11          NaN             NaN  1.349676e+09  \n",
       "12          NaN             NaN  1.362121e+09  \n",
       "13        Ocean         Failure  1.380434e+09  \n",
       "14         None             NaN  1.386054e+09  \n",
       "15         None             NaN  1.417849e+09  \n",
       "16        Ocean         Success  1.397801e+09  \n",
       "17        Ocean         Success  1.405318e+09  \n",
       "18         None             NaN  1.407218e+09  \n",
       "19         None             NaN  1.410070e+09  \n",
       "20        Ocean         Success  1.411279e+09  \n",
       "21         Ship         Failure  1.420873e+09  \n",
       "22        Ocean         Success  1.423638e+09  \n",
       "23         None             NaN  1.425280e+09  \n",
       "24         None             NaN  1.425280e+09  \n",
       "25         Ship         Failure  1.428991e+09  \n",
       "26         None             NaN  1.430114e+09  \n",
       "27          NaN             NaN  1.435471e+09  \n",
       "28         Land         Success  1.450768e+09  \n",
       "29         Ship         Failure  1.453014e+09  \n",
       "30         Ship         Failure  1.457075e+09  \n",
       "31         Ship         Success  1.460095e+09  \n",
       "32         Ship         Success  1.462514e+09  \n",
       "33         Ship         Success  1.464329e+09  \n",
       "34         Ship         Failure  1.465970e+09  \n",
       "35         Ship         Failure  1.465970e+09  \n",
       "36         Land         Success  1.468822e+09  \n",
       "37         Ship         Success  1.471154e+09  \n",
       "38          NaN             NaN  1.472710e+09  \n",
       "39         Ship         Success  1.484377e+09  \n",
       "40         Land         Success  1.487488e+09  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Mission Outcome'] = data['Mission Outcome'].replace(['Success' , 'Failure'], ['100', '0'])\n",
    "data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5,0,'Date')]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CM/kyh25e3TXvJV7gWipDwt+YmbHpHAAnHraRo560rs5vB0czQfO7gIuMMSngXuC71tqi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\nJJ5RAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109728ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "data['Mission Outcome'] = pd.to_numeric(data['Mission Outcome'], errors='coerce')\n",
    "\n",
    "def fomating_data(x, pos):\n",
    "    return datetime.datetime.fromtimestamp(x).strftime('%Y-%m')\n",
    "\n",
    "data = data.iloc[::1]\n",
    "ax = data.plot(x='timestamp', y='Mission Outcome', title=\"Total Mission Outcome\", figsize=(12,5))\n",
    "ax.xaxis.set_major_formatter(matplotlib.ticker.FuncFormatter(fomating_data))\n",
    "ax.set(xlabel='Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "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>Flight Number</th>\n",
       "      <th>Launch Date</th>\n",
       "      <th>Launch Time</th>\n",
       "      <th>Launch Site</th>\n",
       "      <th>Vehicle Type</th>\n",
       "      <th>Payload Name</th>\n",
       "      <th>Payload Type</th>\n",
       "      <th>Payload Mass (kg)</th>\n",
       "      <th>Payload Orbit</th>\n",
       "      <th>Customer Name</th>\n",
       "      <th>Customer Type</th>\n",
       "      <th>Customer Country</th>\n",
       "      <th>Mission Outcome</th>\n",
       "      <th>Failure Reason</th>\n",
       "      <th>Landing Type</th>\n",
       "      <th>Landing Outcome</th>\n",
       "      <th>timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>F1-1</td>\n",
       "      <td>24 March 2006</td>\n",
       "      <td>22:30</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>FalconSAT-2</td>\n",
       "      <td>Research Satellite</td>\n",
       "      <td>19.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DARPA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Engine Fire During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.143184e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F1-2</td>\n",
       "      <td>21 March 2007</td>\n",
       "      <td>01:10</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>DemoSat</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DARPA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Engine Shutdown During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.174457e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>Trailblazer</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ORS</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.217743e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>PRESat, NanoSail-D</td>\n",
       "      <td>Research Satellites</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.217743e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F1-3</td>\n",
       "      <td>3 August 2008</td>\n",
       "      <td>03:34</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>Explorers</td>\n",
       "      <td>Human Remains</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Celestis</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Collision During Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.217743e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F1-4</td>\n",
       "      <td>28 September 2008</td>\n",
       "      <td>23:15</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>RatSat (DemoSat)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>165.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.222582e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>F1-5</td>\n",
       "      <td>14 July 2009</td>\n",
       "      <td>03:35</td>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>RazakSAT</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>180.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>ATSB</td>\n",
       "      <td>Government</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.247551e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>F9-1</td>\n",
       "      <td>4 June 2010</td>\n",
       "      <td>18:45</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>Dragon Spacecraft Qualification Unit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Parachute</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.275631e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>F9-2</td>\n",
       "      <td>8 December 2010</td>\n",
       "      <td>15:43</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS (Dragon C1)</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Parachute</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.291792e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>F9-3</td>\n",
       "      <td>22 May 2012</td>\n",
       "      <td>07:44</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS (Dragon C2+)</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.337666e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>F9-4</td>\n",
       "      <td>8 October 2012</td>\n",
       "      <td>00:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS-1</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.349676e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>F9-4</td>\n",
       "      <td>8 October 2012</td>\n",
       "      <td>00:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>Orbcomm-OG2</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>150.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Engine Failure During Flight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.349676e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>F9-5</td>\n",
       "      <td>1 March 2013</td>\n",
       "      <td>15:10</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.0)</td>\n",
       "      <td>SpaceX CRS-2</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>677.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.362121e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>F9-6</td>\n",
       "      <td>29 September 2013</td>\n",
       "      <td>16:00</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>CASSIOPE</td>\n",
       "      <td>Communication/Research Satellite</td>\n",
       "      <td>500.0</td>\n",
       "      <td>Polar Orbit</td>\n",
       "      <td>MDA Corp</td>\n",
       "      <td>Business</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.380434e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>F9-7</td>\n",
       "      <td>3 December 2013</td>\n",
       "      <td>22:41</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SES-8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3170.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SES</td>\n",
       "      <td>Business</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.386054e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>F9-8</td>\n",
       "      <td>6 December 2014</td>\n",
       "      <td>22:06</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Thaicom 6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3325.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Thaicom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.417849e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>F9-9</td>\n",
       "      <td>18 April 2014</td>\n",
       "      <td>19:25</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-3</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2296.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.397801e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>F9-10</td>\n",
       "      <td>14 July 2014</td>\n",
       "      <td>15:15</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>OG2 Mission 1 (6 OG2 Satellites)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.405318e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>F9-11</td>\n",
       "      <td>5 August 2014</td>\n",
       "      <td>08:00</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>AsiaSat 8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4535.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>AsiaSat</td>\n",
       "      <td>Business</td>\n",
       "      <td>China</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.407218e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>F9-12</td>\n",
       "      <td>7 September 2014</td>\n",
       "      <td>05:00</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>AsiaSat 6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4428.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>AsiaSat</td>\n",
       "      <td>Business</td>\n",
       "      <td>China</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.410070e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>F9-13</td>\n",
       "      <td>21 September 2014</td>\n",
       "      <td>05:52</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-4</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2216.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.411279e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>F9-14</td>\n",
       "      <td>10 January 2015</td>\n",
       "      <td>09:47</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-5</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2395.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.420873e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>F9-15</td>\n",
       "      <td>11 February 2015</td>\n",
       "      <td>23:03</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>DSCOVR</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>570.0</td>\n",
       "      <td>Sun/Earth Orbit</td>\n",
       "      <td>US Air Force; NASA; NOAA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ocean</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.423638e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>F9-16</td>\n",
       "      <td>2 March 2015</td>\n",
       "      <td>03:50</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>ABS-3A</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4159.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Asia Broadcast Satellite</td>\n",
       "      <td>Business</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.425280e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>F9-16</td>\n",
       "      <td>2 March 2015</td>\n",
       "      <td>03:50</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Eutelsat 115 West B (Satmex 7)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4159.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Eutelsat (Satmex)</td>\n",
       "      <td>Business</td>\n",
       "      <td>France (Mexico)</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.425280e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>F9-17</td>\n",
       "      <td>14 April 2015</td>\n",
       "      <td>20:10</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-6</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>1898.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.428991e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>F9-18</td>\n",
       "      <td>27 April 2015</td>\n",
       "      <td>23:03</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>TurkmenAlem 52E/MonacoSAT</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4707.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Turkmenistan NSA</td>\n",
       "      <td>Government</td>\n",
       "      <td>Turkmenistan</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.430114e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>F9-19</td>\n",
       "      <td>28 June 2015</td>\n",
       "      <td>14:21</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>SpaceX CRS-7</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>1952.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Vehicle Explosion During Flight</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.435471e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>FT-1</td>\n",
       "      <td>22 December 2015</td>\n",
       "      <td>01:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>OG2 Mission 2 (11 OG2 Satellites)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.450768e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>F9-21</td>\n",
       "      <td>17 January 2016</td>\n",
       "      <td>18:42</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 (v1.1)</td>\n",
       "      <td>Jason-3</td>\n",
       "      <td>Weather Satellite</td>\n",
       "      <td>553.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA; NOAA; CNES</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.453014e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>FT-2</td>\n",
       "      <td>4 March 2016</td>\n",
       "      <td>23:35</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SES-9</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>5271.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SES</td>\n",
       "      <td>Business</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.457075e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>FT-3</td>\n",
       "      <td>8 April 2016</td>\n",
       "      <td>20:43</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-8</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>3136.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.460095e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>FT-4</td>\n",
       "      <td>6 May 2016</td>\n",
       "      <td>05:21</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>JCSAT-14</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4696.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SKY Perfect JSAT Group</td>\n",
       "      <td>Business</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.462514e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>FT-5</td>\n",
       "      <td>27 May 2016</td>\n",
       "      <td>21:39</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Thaicom 8</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3100.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Thaicom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Thailand</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.464329e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>FT-6</td>\n",
       "      <td>15 June 2016</td>\n",
       "      <td>14:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>ABS-2A</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Asia Broadcast Satellite</td>\n",
       "      <td>Business</td>\n",
       "      <td>Bermuda</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.465970e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>FT-6</td>\n",
       "      <td>15 June 2016</td>\n",
       "      <td>14:29</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Eutelsat 117 West B (Satmex 9)</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Eutelsat (Satmex)</td>\n",
       "      <td>Business</td>\n",
       "      <td>France (Mexico)</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Failure</td>\n",
       "      <td>1.465970e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>FT-7</td>\n",
       "      <td>18 July 2016</td>\n",
       "      <td>04:45</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-9</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2257.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.468822e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>FT-8</td>\n",
       "      <td>14 August 2016</td>\n",
       "      <td>05:26</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>JCSAT-16</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>4600.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>SKY Perfect JSAT Group</td>\n",
       "      <td>Business</td>\n",
       "      <td>Japan</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.471154e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>FT-9</td>\n",
       "      <td>1 September 2016</td>\n",
       "      <td>13:07</td>\n",
       "      <td>Cape Canaveral AFS LC-40</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Amos-6</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>5500.0</td>\n",
       "      <td>Geostationary Transfer Orbit</td>\n",
       "      <td>Spacecom</td>\n",
       "      <td>Business</td>\n",
       "      <td>Israel</td>\n",
       "      <td>Failure</td>\n",
       "      <td>Vehicle Explosion Before Launch</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.472710e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>FT-10</td>\n",
       "      <td>14 January 2017</td>\n",
       "      <td>17:54</td>\n",
       "      <td>Vandenberg AFB SLC-4E</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>Iridium NEXT 1-10</td>\n",
       "      <td>Communication Satellite</td>\n",
       "      <td>9600.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>Iridium Communications</td>\n",
       "      <td>Business</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ship</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.484377e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>FT-11</td>\n",
       "      <td>19 February 2017</td>\n",
       "      <td>14:39</td>\n",
       "      <td>Kennedy Space Center LC-39A</td>\n",
       "      <td>Falcon 9 Full Thrust (v1.2)</td>\n",
       "      <td>SpaceX CRS-10</td>\n",
       "      <td>Space Station Supplies</td>\n",
       "      <td>2490.0</td>\n",
       "      <td>Low Earth Orbit</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Government</td>\n",
       "      <td>United States</td>\n",
       "      <td>Success</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land</td>\n",
       "      <td>Success</td>\n",
       "      <td>1.487488e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Flight Number        Launch Date Launch Time                  Launch Site  \\\n",
       "0           F1-1      24 March 2006       22:30             Marshall Islands   \n",
       "1           F1-2      21 March 2007       01:10             Marshall Islands   \n",
       "2           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "3           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "4           F1-3      3 August 2008       03:34             Marshall Islands   \n",
       "5           F1-4  28 September 2008       23:15             Marshall Islands   \n",
       "6           F1-5       14 July 2009       03:35             Marshall Islands   \n",
       "7           F9-1        4 June 2010       18:45     Cape Canaveral AFS LC-40   \n",
       "8           F9-2    8 December 2010       15:43     Cape Canaveral AFS LC-40   \n",
       "9           F9-3        22 May 2012       07:44     Cape Canaveral AFS LC-40   \n",
       "10          F9-4     8 October 2012       00:35     Cape Canaveral AFS LC-40   \n",
       "11          F9-4     8 October 2012       00:35     Cape Canaveral AFS LC-40   \n",
       "12          F9-5       1 March 2013       15:10     Cape Canaveral AFS LC-40   \n",
       "13          F9-6  29 September 2013       16:00        Vandenberg AFB SLC-4E   \n",
       "14          F9-7    3 December 2013       22:41     Cape Canaveral AFS LC-40   \n",
       "15          F9-8    6 December 2014       22:06     Cape Canaveral AFS LC-40   \n",
       "16          F9-9      18 April 2014       19:25     Cape Canaveral AFS LC-40   \n",
       "17         F9-10       14 July 2014       15:15     Cape Canaveral AFS LC-40   \n",
       "18         F9-11      5 August 2014       08:00     Cape Canaveral AFS LC-40   \n",
       "19         F9-12   7 September 2014       05:00     Cape Canaveral AFS LC-40   \n",
       "20         F9-13  21 September 2014       05:52     Cape Canaveral AFS LC-40   \n",
       "21         F9-14    10 January 2015       09:47     Cape Canaveral AFS LC-40   \n",
       "22         F9-15   11 February 2015       23:03     Cape Canaveral AFS LC-40   \n",
       "23         F9-16       2 March 2015       03:50     Cape Canaveral AFS LC-40   \n",
       "24         F9-16       2 March 2015       03:50     Cape Canaveral AFS LC-40   \n",
       "25         F9-17      14 April 2015       20:10     Cape Canaveral AFS LC-40   \n",
       "26         F9-18      27 April 2015       23:03     Cape Canaveral AFS LC-40   \n",
       "27         F9-19       28 June 2015       14:21     Cape Canaveral AFS LC-40   \n",
       "28          FT-1   22 December 2015       01:29     Cape Canaveral AFS LC-40   \n",
       "29         F9-21    17 January 2016       18:42        Vandenberg AFB SLC-4E   \n",
       "30          FT-2       4 March 2016       23:35     Cape Canaveral AFS LC-40   \n",
       "31          FT-3       8 April 2016       20:43     Cape Canaveral AFS LC-40   \n",
       "32          FT-4         6 May 2016       05:21     Cape Canaveral AFS LC-40   \n",
       "33          FT-5        27 May 2016       21:39     Cape Canaveral AFS LC-40   \n",
       "34          FT-6       15 June 2016       14:29     Cape Canaveral AFS LC-40   \n",
       "35          FT-6       15 June 2016       14:29     Cape Canaveral AFS LC-40   \n",
       "36          FT-7       18 July 2016       04:45     Cape Canaveral AFS LC-40   \n",
       "37          FT-8     14 August 2016       05:26     Cape Canaveral AFS LC-40   \n",
       "38          FT-9   1 September 2016       13:07     Cape Canaveral AFS LC-40   \n",
       "39         FT-10    14 January 2017       17:54        Vandenberg AFB SLC-4E   \n",
       "40         FT-11   19 February 2017       14:39  Kennedy Space Center LC-39A   \n",
       "\n",
       "                   Vehicle Type                          Payload Name  \\\n",
       "0                      Falcon 1                           FalconSAT-2   \n",
       "1                      Falcon 1                               DemoSat   \n",
       "2                      Falcon 1                           Trailblazer   \n",
       "3                      Falcon 1                    PRESat, NanoSail-D   \n",
       "4                      Falcon 1                             Explorers   \n",
       "5                      Falcon 1                      RatSat (DemoSat)   \n",
       "6                      Falcon 1                              RazakSAT   \n",
       "7               Falcon 9 (v1.0)  Dragon Spacecraft Qualification Unit   \n",
       "8               Falcon 9 (v1.0)                SpaceX CRS (Dragon C1)   \n",
       "9               Falcon 9 (v1.0)               SpaceX CRS (Dragon C2+)   \n",
       "10              Falcon 9 (v1.0)                          SpaceX CRS-1   \n",
       "11              Falcon 9 (v1.0)                           Orbcomm-OG2   \n",
       "12              Falcon 9 (v1.0)                          SpaceX CRS-2   \n",
       "13              Falcon 9 (v1.1)                              CASSIOPE   \n",
       "14              Falcon 9 (v1.1)                                 SES-8   \n",
       "15              Falcon 9 (v1.1)                             Thaicom 6   \n",
       "16              Falcon 9 (v1.1)                          SpaceX CRS-3   \n",
       "17              Falcon 9 (v1.1)      OG2 Mission 1 (6 OG2 Satellites)   \n",
       "18              Falcon 9 (v1.1)                             AsiaSat 8   \n",
       "19              Falcon 9 (v1.1)                             AsiaSat 6   \n",
       "20              Falcon 9 (v1.1)                          SpaceX CRS-4   \n",
       "21              Falcon 9 (v1.1)                          SpaceX CRS-5   \n",
       "22              Falcon 9 (v1.1)                                DSCOVR   \n",
       "23              Falcon 9 (v1.1)                                ABS-3A   \n",
       "24              Falcon 9 (v1.1)        Eutelsat 115 West B (Satmex 7)   \n",
       "25              Falcon 9 (v1.1)                          SpaceX CRS-6   \n",
       "26              Falcon 9 (v1.1)             TurkmenAlem 52E/MonacoSAT   \n",
       "27              Falcon 9 (v1.1)                          SpaceX CRS-7   \n",
       "28  Falcon 9 Full Thrust (v1.2)     OG2 Mission 2 (11 OG2 Satellites)   \n",
       "29              Falcon 9 (v1.1)                               Jason-3   \n",
       "30  Falcon 9 Full Thrust (v1.2)                                 SES-9   \n",
       "31  Falcon 9 Full Thrust (v1.2)                          SpaceX CRS-8   \n",
       "32  Falcon 9 Full Thrust (v1.2)                              JCSAT-14   \n",
       "33  Falcon 9 Full Thrust (v1.2)                             Thaicom 8   \n",
       "34  Falcon 9 Full Thrust (v1.2)                                ABS-2A   \n",
       "35  Falcon 9 Full Thrust (v1.2)        Eutelsat 117 West B (Satmex 9)   \n",
       "36  Falcon 9 Full Thrust (v1.2)                          SpaceX CRS-9   \n",
       "37  Falcon 9 Full Thrust (v1.2)                              JCSAT-16   \n",
       "38  Falcon 9 Full Thrust (v1.2)                                Amos-6   \n",
       "39  Falcon 9 Full Thrust (v1.2)                     Iridium NEXT 1-10   \n",
       "40  Falcon 9 Full Thrust (v1.2)                         SpaceX CRS-10   \n",
       "\n",
       "                        Payload Type  Payload Mass (kg)  \\\n",
       "0                 Research Satellite               19.5   \n",
       "1                                NaN                NaN   \n",
       "2            Communication Satellite                NaN   \n",
       "3                Research Satellites                8.0   \n",
       "4                      Human Remains                NaN   \n",
       "5                                NaN              165.0   \n",
       "6                  Weather Satellite              180.0   \n",
       "7                                NaN                NaN   \n",
       "8             Space Station Supplies                NaN   \n",
       "9             Space Station Supplies                NaN   \n",
       "10            Space Station Supplies              500.0   \n",
       "11           Communication Satellite              150.0   \n",
       "12            Space Station Supplies              677.0   \n",
       "13  Communication/Research Satellite              500.0   \n",
       "14           Communication Satellite             3170.0   \n",
       "15           Communication Satellite             3325.0   \n",
       "16            Space Station Supplies             2296.0   \n",
       "17           Communication Satellite                NaN   \n",
       "18           Communication Satellite             4535.0   \n",
       "19           Communication Satellite             4428.0   \n",
       "20            Space Station Supplies             2216.0   \n",
       "21            Space Station Supplies             2395.0   \n",
       "22                 Weather Satellite              570.0   \n",
       "23           Communication Satellite             4159.0   \n",
       "24           Communication Satellite             4159.0   \n",
       "25            Space Station Supplies             1898.0   \n",
       "26           Communication Satellite             4707.0   \n",
       "27            Space Station Supplies             1952.0   \n",
       "28           Communication Satellite                NaN   \n",
       "29                 Weather Satellite              553.0   \n",
       "30           Communication Satellite             5271.0   \n",
       "31            Space Station Supplies             3136.0   \n",
       "32           Communication Satellite             4696.0   \n",
       "33           Communication Satellite             3100.0   \n",
       "34           Communication Satellite             3600.0   \n",
       "35           Communication Satellite             3600.0   \n",
       "36            Space Station Supplies             2257.0   \n",
       "37           Communication Satellite             4600.0   \n",
       "38           Communication Satellite             5500.0   \n",
       "39           Communication Satellite             9600.0   \n",
       "40            Space Station Supplies             2490.0   \n",
       "\n",
       "                   Payload Orbit             Customer Name Customer Type  \\\n",
       "0                            NaN                     DARPA    Government   \n",
       "1                            NaN                     DARPA    Government   \n",
       "2                            NaN                       ORS    Government   \n",
       "3                            NaN                      NASA    Government   \n",
       "4                            NaN                  Celestis      Business   \n",
       "5                Low Earth Orbit                       NaN           NaN   \n",
       "6                Low Earth Orbit                      ATSB    Government   \n",
       "7                Low Earth Orbit                       NaN           NaN   \n",
       "8                Low Earth Orbit                      NASA    Government   \n",
       "9                Low Earth Orbit                      NASA    Government   \n",
       "10               Low Earth Orbit                      NASA    Government   \n",
       "11               Low Earth Orbit                   Orbcomm      Business   \n",
       "12               Low Earth Orbit                      NASA    Government   \n",
       "13                   Polar Orbit                  MDA Corp      Business   \n",
       "14  Geostationary Transfer Orbit                       SES      Business   \n",
       "15  Geostationary Transfer Orbit                   Thaicom      Business   \n",
       "16               Low Earth Orbit                      NASA    Government   \n",
       "17               Low Earth Orbit                   Orbcomm      Business   \n",
       "18  Geostationary Transfer Orbit                   AsiaSat      Business   \n",
       "19  Geostationary Transfer Orbit                   AsiaSat      Business   \n",
       "20  Geostationary Transfer Orbit                      NASA    Government   \n",
       "21               Low Earth Orbit                      NASA    Government   \n",
       "22               Sun/Earth Orbit  US Air Force; NASA; NOAA    Government   \n",
       "23  Geostationary Transfer Orbit  Asia Broadcast Satellite      Business   \n",
       "24  Geostationary Transfer Orbit         Eutelsat (Satmex)      Business   \n",
       "25               Low Earth Orbit                      NASA    Government   \n",
       "26  Geostationary Transfer Orbit          Turkmenistan NSA    Government   \n",
       "27               Low Earth Orbit                      NASA    Government   \n",
       "28               Low Earth Orbit                   Orbcomm      Business   \n",
       "29               Low Earth Orbit          NASA; NOAA; CNES    Government   \n",
       "30  Geostationary Transfer Orbit                       SES      Business   \n",
       "31               Low Earth Orbit                      NASA    Government   \n",
       "32  Geostationary Transfer Orbit    SKY Perfect JSAT Group      Business   \n",
       "33  Geostationary Transfer Orbit                   Thaicom      Business   \n",
       "34  Geostationary Transfer Orbit  Asia Broadcast Satellite      Business   \n",
       "35  Geostationary Transfer Orbit         Eutelsat (Satmex)      Business   \n",
       "36               Low Earth Orbit                      NASA    Government   \n",
       "37  Geostationary Transfer Orbit    SKY Perfect JSAT Group      Business   \n",
       "38  Geostationary Transfer Orbit                  Spacecom      Business   \n",
       "39               Low Earth Orbit    Iridium Communications      Business   \n",
       "40               Low Earth Orbit                      NASA    Government   \n",
       "\n",
       "   Customer Country Mission Outcome                   Failure Reason  \\\n",
       "0     United States         Failure        Engine Fire During Launch   \n",
       "1     United States         Failure    Engine Shutdown During Launch   \n",
       "2     United States         Failure          Collision During Launch   \n",
       "3     United States         Failure          Collision During Launch   \n",
       "4     United States         Failure          Collision During Launch   \n",
       "5               NaN         Success                              NaN   \n",
       "6          Malaysia         Success                              NaN   \n",
       "7               NaN         Success                              NaN   \n",
       "8     United States         Success                              NaN   \n",
       "9     United States         Success                              NaN   \n",
       "10    United States         Success                              NaN   \n",
       "11    United States         Failure     Engine Failure During Flight   \n",
       "12    United States         Success                              NaN   \n",
       "13           Canada         Success                              NaN   \n",
       "14       Luxembourg         Success                              NaN   \n",
       "15         Thailand         Success                              NaN   \n",
       "16    United States         Success                              NaN   \n",
       "17    United States         Success                              NaN   \n",
       "18            China         Success                              NaN   \n",
       "19            China         Success                              NaN   \n",
       "20    United States         Success                              NaN   \n",
       "21    United States         Success                              NaN   \n",
       "22    United States         Success                              NaN   \n",
       "23          Bermuda         Success                              NaN   \n",
       "24  France (Mexico)         Success                              NaN   \n",
       "25    United States         Success                              NaN   \n",
       "26     Turkmenistan         Success                              NaN   \n",
       "27    United States         Failure  Vehicle Explosion During Flight   \n",
       "28    United States         Success                              NaN   \n",
       "29    United States         Success                              NaN   \n",
       "30       Luxembourg         Success                              NaN   \n",
       "31    United States         Success                              NaN   \n",
       "32            Japan         Success                              NaN   \n",
       "33         Thailand         Success                              NaN   \n",
       "34          Bermuda         Success                              NaN   \n",
       "35  France (Mexico)         Success                              NaN   \n",
       "36    United States         Success                              NaN   \n",
       "37            Japan         Success                              NaN   \n",
       "38           Israel         Failure  Vehicle Explosion Before Launch   \n",
       "39    United States         Success                              NaN   \n",
       "40    United States         Success                              NaN   \n",
       "\n",
       "   Landing Type Landing Outcome     timestamp  \n",
       "0           NaN             NaN  1.143184e+09  \n",
       "1           NaN             NaN  1.174457e+09  \n",
       "2           NaN             NaN  1.217743e+09  \n",
       "3           NaN             NaN  1.217743e+09  \n",
       "4           NaN             NaN  1.217743e+09  \n",
       "5           NaN             NaN  1.222582e+09  \n",
       "6           NaN             NaN  1.247551e+09  \n",
       "7     Parachute         Failure  1.275631e+09  \n",
       "8     Parachute         Failure  1.291792e+09  \n",
       "9           NaN             NaN  1.337666e+09  \n",
       "10          NaN             NaN  1.349676e+09  \n",
       "11          NaN             NaN  1.349676e+09  \n",
       "12          NaN             NaN  1.362121e+09  \n",
       "13        Ocean         Failure  1.380434e+09  \n",
       "14         None             NaN  1.386054e+09  \n",
       "15         None             NaN  1.417849e+09  \n",
       "16        Ocean         Success  1.397801e+09  \n",
       "17        Ocean         Success  1.405318e+09  \n",
       "18         None             NaN  1.407218e+09  \n",
       "19         None             NaN  1.410070e+09  \n",
       "20        Ocean         Success  1.411279e+09  \n",
       "21         Ship         Failure  1.420873e+09  \n",
       "22        Ocean         Success  1.423638e+09  \n",
       "23         None             NaN  1.425280e+09  \n",
       "24         None             NaN  1.425280e+09  \n",
       "25         Ship         Failure  1.428991e+09  \n",
       "26         None             NaN  1.430114e+09  \n",
       "27          NaN             NaN  1.435471e+09  \n",
       "28         Land         Success  1.450768e+09  \n",
       "29         Ship         Failure  1.453014e+09  \n",
       "30         Ship         Failure  1.457075e+09  \n",
       "31         Ship         Success  1.460095e+09  \n",
       "32         Ship         Success  1.462514e+09  \n",
       "33         Ship         Success  1.464329e+09  \n",
       "34         Ship         Failure  1.465970e+09  \n",
       "35         Ship         Failure  1.465970e+09  \n",
       "36         Land         Success  1.468822e+09  \n",
       "37         Ship         Success  1.471154e+09  \n",
       "38          NaN             NaN  1.472710e+09  \n",
       "39         Ship         Success  1.484377e+09  \n",
       "40         Land         Success  1.487488e+09  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[data['Mission Outcome']=='*']\n",
    "data.loc[pd.to_numeric(data['Mission Outcome'], errors='coerce').isnull()]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .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>Flight Number</th>\n",
       "      <th>Date</th>\n",
       "      <th>Time (UTC)</th>\n",
       "      <th>Booster Version</th>\n",
       "      <th>Launch Site</th>\n",
       "      <th>Payload</th>\n",
       "      <th>Payload Mass (kg)</th>\n",
       "      <th>Orbit</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Mission Outcome</th>\n",
       "      <th>Landing Outcome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>June 4, 2010</td>\n",
       "      <td>18:45</td>\n",
       "      <td>F9 v1.0</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>Dragon Spacecraft Qualification Unit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEO</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure  (parachutes)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>December 8, 2010</td>\n",
       "      <td>15:43</td>\n",
       "      <td>F9 v1.0</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>Dragon demo flight C1, two CubeSats,  barrel o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (COTS) NRO</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure  (parachutes)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>May 22, 2012</td>\n",
       "      <td>7:44</td>\n",
       "      <td>F9 v1.0</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>Dragon demo flight C2+</td>\n",
       "      <td>525</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (COTS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>October 8, 2012</td>\n",
       "      <td>0:35</td>\n",
       "      <td>F9 v1.0</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-1</td>\n",
       "      <td>500</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>March 1, 2013</td>\n",
       "      <td>15:10</td>\n",
       "      <td>F9 v1.0</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-2</td>\n",
       "      <td>677</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>September 29, 2013</td>\n",
       "      <td>16:00</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>VAFB SLC-4E</td>\n",
       "      <td>CASSIOPE</td>\n",
       "      <td>500</td>\n",
       "      <td>Polar orbit</td>\n",
       "      <td>MDA</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure (ocean)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>December 3, 2013</td>\n",
       "      <td>22:41</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SES-8</td>\n",
       "      <td>3,170</td>\n",
       "      <td>GTO</td>\n",
       "      <td>SES</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>January 6, 2014</td>\n",
       "      <td>22:06</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>Thaicom 6</td>\n",
       "      <td>3,325</td>\n",
       "      <td>GTO</td>\n",
       "      <td>Thaicom</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>April 18, 2014</td>\n",
       "      <td>19:25</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-3</td>\n",
       "      <td>2,296</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success   (ocean)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>July 14, 2014</td>\n",
       "      <td>15:15</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>OG2 Mission 1  6 Orbcomm-OG2 satellites</td>\n",
       "      <td>1,316</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success   (ocean)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>August 5, 2014</td>\n",
       "      <td>8:00</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>AsiaSat 8</td>\n",
       "      <td>4,535</td>\n",
       "      <td>GTO</td>\n",
       "      <td>AsiaSat</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>September 7, 2014</td>\n",
       "      <td>5:00</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>AsiaSat 6</td>\n",
       "      <td>4,428</td>\n",
       "      <td>GTO</td>\n",
       "      <td>AsiaSat</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>September 21, 2014</td>\n",
       "      <td>5:52</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-4</td>\n",
       "      <td>2,216</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure  (ocean)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>January 10, 2015</td>\n",
       "      <td>9:47</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-5</td>\n",
       "      <td>2,395</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure  (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>February 11, 2015</td>\n",
       "      <td>23:03</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>DSCOVR</td>\n",
       "      <td>570</td>\n",
       "      <td>Sun-Earth L1</td>\n",
       "      <td>U.S. Air Force NASA NOAA</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success  (ocean)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>March 2, 2015</td>\n",
       "      <td>3:50</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>ABS-3A Eutelsat 115 West B</td>\n",
       "      <td>4,159</td>\n",
       "      <td>GTO</td>\n",
       "      <td>ABS Eutelsat</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>April 14, 2015</td>\n",
       "      <td>20:10</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-6</td>\n",
       "      <td>1,898</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure  (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>April 27, 2015</td>\n",
       "      <td>23:03</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>TürkmenÄlem 52°E / MonacoSAT</td>\n",
       "      <td>4,707</td>\n",
       "      <td>GTO</td>\n",
       "      <td>Turkmenistan National Space Agency</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>June 28, 2015</td>\n",
       "      <td>14:21</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-7</td>\n",
       "      <td>1,952</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Failure (in flight)</td>\n",
       "      <td>Precluded (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>December 22, 2015</td>\n",
       "      <td>1:29</td>\n",
       "      <td>F9 FT B1019</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>OG2 Mission 2   11 Orbcomm-OG2 satellites</td>\n",
       "      <td>2,034</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Orbcomm</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success  (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>January 17, 2016</td>\n",
       "      <td>18:42</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>VAFB SLC-4E</td>\n",
       "      <td>Jason-3</td>\n",
       "      <td>553</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA NOAA CNES</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>March 4, 2016</td>\n",
       "      <td>23:35</td>\n",
       "      <td>F9 FT B1020</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SES-9</td>\n",
       "      <td>5,271</td>\n",
       "      <td>GTO</td>\n",
       "      <td>SES</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>April 8, 2016</td>\n",
       "      <td>20:43</td>\n",
       "      <td>F9 FT B1021.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-8</td>\n",
       "      <td>3,136</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success  (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>May 6, 2016</td>\n",
       "      <td>5:21</td>\n",
       "      <td>F9 FT B1022</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>JCSAT-14</td>\n",
       "      <td>4,696</td>\n",
       "      <td>GTO</td>\n",
       "      <td>SKY Perfect JSAT Group</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>May 27, 2016</td>\n",
       "      <td>21:39</td>\n",
       "      <td>F9 FT B1023.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>Thaicom 8</td>\n",
       "      <td>3,100</td>\n",
       "      <td>GTO</td>\n",
       "      <td>Thaicom</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success  (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>June 15, 2016</td>\n",
       "      <td>14:29</td>\n",
       "      <td>F9 FT B1024</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>ABS-2A Eutelsat 117 West B</td>\n",
       "      <td>3,600</td>\n",
       "      <td>GTO</td>\n",
       "      <td>ABS Eutelsat</td>\n",
       "      <td>Success</td>\n",
       "      <td>Failure (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>July 18, 2016</td>\n",
       "      <td>4:45</td>\n",
       "      <td>F9 FT B1025.1</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>SpaceX CRS-9</td>\n",
       "      <td>2,257</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>August 14, 2016</td>\n",
       "      <td>5:26</td>\n",
       "      <td>F9 FT B1026</td>\n",
       "      <td>CCAFS LC-40</td>\n",
       "      <td>JCSAT-16</td>\n",
       "      <td>4,600</td>\n",
       "      <td>GTO</td>\n",
       "      <td>SKY Perfect JSAT Group</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>January 14, 2017</td>\n",
       "      <td>17:54</td>\n",
       "      <td>F9 FT B1029.1</td>\n",
       "      <td>VAFB SLC-4E</td>\n",
       "      <td>Iridium NEXT 1–10</td>\n",
       "      <td>9,600</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Iridium Communications</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success  (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>February 19, 2017</td>\n",
       "      <td>14:39</td>\n",
       "      <td>F9 FT B1031.1</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>SpaceX CRS-10</td>\n",
       "      <td>2,490</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>March 16, 2017</td>\n",
       "      <td>6:00</td>\n",
       "      <td>F9 FT B1030</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>EchoStar 23</td>\n",
       "      <td>5,600</td>\n",
       "      <td>GTO</td>\n",
       "      <td>EchoStar</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>March 30, 2017</td>\n",
       "      <td>22:27</td>\n",
       "      <td>F9 FT B1021.2</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>SES-10</td>\n",
       "      <td>5,300</td>\n",
       "      <td>GTO</td>\n",
       "      <td>SES</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>May 1, 2017</td>\n",
       "      <td>11:15</td>\n",
       "      <td>F9 FT B1032.1</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>NROL-76</td>\n",
       "      <td>Classified</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NRO</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>May 15, 2017</td>\n",
       "      <td>23:21</td>\n",
       "      <td>F9 FT B1034</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>Inmarsat-5 F4</td>\n",
       "      <td>6,070</td>\n",
       "      <td>GTO</td>\n",
       "      <td>Inmarsat</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>June 3, 2017</td>\n",
       "      <td>21:07</td>\n",
       "      <td>F9 FT B1035.1</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>SpaceX CRS-11</td>\n",
       "      <td>2,708</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>June 23, 2017</td>\n",
       "      <td>19:10</td>\n",
       "      <td>F9 FT B1029.2</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>BulgariaSat-1</td>\n",
       "      <td>3,669</td>\n",
       "      <td>GTO</td>\n",
       "      <td>Bulsatcom</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>June 25, 2017</td>\n",
       "      <td>20:25</td>\n",
       "      <td>F9 FT B1036.1</td>\n",
       "      <td>VAFB SLC-4E</td>\n",
       "      <td>Iridium NEXT 11–20</td>\n",
       "      <td>9,600</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Iridium Communications</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>July 5, 0201</td>\n",
       "      <td>23:38</td>\n",
       "      <td>F9 FT B1037</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>Intelsat 35e</td>\n",
       "      <td>6,761</td>\n",
       "      <td>GTO</td>\n",
       "      <td>Intelsat</td>\n",
       "      <td>Success</td>\n",
       "      <td>No attempt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>August 14, 2017</td>\n",
       "      <td>16:31</td>\n",
       "      <td>F9 FT/B4 B1039.1</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>SpaceX CRS-12</td>\n",
       "      <td>3,310</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>August 24, 2017</td>\n",
       "      <td>18:51</td>\n",
       "      <td>F9 FT B1038.1</td>\n",
       "      <td>VAFB SLC-4E</td>\n",
       "      <td>Formosat-5</td>\n",
       "      <td>475</td>\n",
       "      <td>SSO</td>\n",
       "      <td>NSPO</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>September 7, 2017</td>\n",
       "      <td>14:00</td>\n",
       "      <td>F9 FT/B4 B1040.1</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>Boeing X-37B OTV-5</td>\n",
       "      <td>4,990</td>\n",
       "      <td>LEO</td>\n",
       "      <td>U.S. Air Force</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>October 9, 2017</td>\n",
       "      <td>12:37</td>\n",
       "      <td>F9 FT/B4 B1041.1</td>\n",
       "      <td>VAFB SLC-4E</td>\n",
       "      <td>Iridium NEXT 21–30</td>\n",
       "      <td>9,600</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Iridium Communications</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>October 11, 2017</td>\n",
       "      <td>22:53</td>\n",
       "      <td>F9 FT B1031.2</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>SES-11 / EchoStar 105</td>\n",
       "      <td>5,200</td>\n",
       "      <td>GTO</td>\n",
       "      <td>SES EchoStar</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>October 30, 2017</td>\n",
       "      <td>19:34</td>\n",
       "      <td>F9 FT/B4 B1042.1</td>\n",
       "      <td>KSC LC-39A</td>\n",
       "      <td>Koreasat 5A</td>\n",
       "      <td>3,500</td>\n",
       "      <td>GTO</td>\n",
       "      <td>KT Corporation</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (drone ship)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>December 15, 2017</td>\n",
       "      <td>15:36</td>\n",
       "      <td>F9 FT B1035.2</td>\n",
       "      <td>CCAFS SLC-40</td>\n",
       "      <td>SpaceX CRS-13</td>\n",
       "      <td>2,205</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>December 23, 2017</td>\n",
       "      <td>1:27</td>\n",
       "      <td>F9 FT B1036.2</td>\n",
       "      <td>VAFB SLC-4E</td>\n",
       "      <td>Iridium NEXT 31–40</td>\n",
       "      <td>9,600</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Iridium Communications</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success  (ocean)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>January 8, 2018</td>\n",
       "      <td>1:00</td>\n",
       "      <td>F9 FT/B4 B1043.1</td>\n",
       "      <td>CCAFS SLC-40</td>\n",
       "      <td>Zuma</td>\n",
       "      <td>Classified</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Northrop Grumman</td>\n",
       "      <td>Success (payload status unclear)</td>\n",
       "      <td>Success (ground pad)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>January 31, 2018</td>\n",
       "      <td>21:25</td>\n",
       "      <td>F9 FT B1032.2</td>\n",
       "      <td>CCAFS SLC-40</td>\n",
       "      <td>GovSat-1 / SES-16</td>\n",
       "      <td>4,230</td>\n",
       "      <td>GTO</td>\n",
       "      <td>SES</td>\n",
       "      <td>Success</td>\n",
       "      <td>Success  (ocean)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Flight Number                Date Time (UTC)   Booster Version  \\\n",
       "0               1        June 4, 2010      18:45           F9 v1.0   \n",
       "1               2    December 8, 2010      15:43           F9 v1.0   \n",
       "2               3        May 22, 2012       7:44           F9 v1.0   \n",
       "3               4     October 8, 2012       0:35           F9 v1.0   \n",
       "4               5       March 1, 2013      15:10           F9 v1.0   \n",
       "5               6  September 29, 2013      16:00           F9 v1.1   \n",
       "6               7    December 3, 2013      22:41           F9 v1.1   \n",
       "7               8     January 6, 2014      22:06           F9 v1.1   \n",
       "8               9      April 18, 2014      19:25           F9 v1.1   \n",
       "9              10       July 14, 2014      15:15           F9 v1.1   \n",
       "10             11      August 5, 2014       8:00           F9 v1.1   \n",
       "11             12   September 7, 2014       5:00           F9 v1.1   \n",
       "12             13  September 21, 2014       5:52           F9 v1.1   \n",
       "13             14    January 10, 2015       9:47           F9 v1.1   \n",
       "14             15   February 11, 2015      23:03           F9 v1.1   \n",
       "15             16       March 2, 2015       3:50           F9 v1.1   \n",
       "16             17      April 14, 2015      20:10           F9 v1.1   \n",
       "17             18      April 27, 2015      23:03           F9 v1.1   \n",
       "18             19       June 28, 2015      14:21           F9 v1.1   \n",
       "19             20   December 22, 2015       1:29       F9 FT B1019   \n",
       "20             21    January 17, 2016      18:42           F9 v1.1   \n",
       "21             22       March 4, 2016      23:35       F9 FT B1020   \n",
       "22             23       April 8, 2016      20:43     F9 FT B1021.1   \n",
       "23             24         May 6, 2016       5:21       F9 FT B1022   \n",
       "24             25        May 27, 2016      21:39     F9 FT B1023.1   \n",
       "25             26       June 15, 2016      14:29       F9 FT B1024   \n",
       "26             27       July 18, 2016       4:45     F9 FT B1025.1   \n",
       "27             28     August 14, 2016       5:26       F9 FT B1026   \n",
       "28             29    January 14, 2017      17:54     F9 FT B1029.1   \n",
       "29             30   February 19, 2017      14:39     F9 FT B1031.1   \n",
       "30             31      March 16, 2017       6:00       F9 FT B1030   \n",
       "31             32      March 30, 2017      22:27     F9 FT B1021.2   \n",
       "32             33         May 1, 2017      11:15     F9 FT B1032.1   \n",
       "33             34        May 15, 2017      23:21       F9 FT B1034   \n",
       "34             35        June 3, 2017      21:07     F9 FT B1035.1   \n",
       "35             36       June 23, 2017      19:10     F9 FT B1029.2   \n",
       "36             37       June 25, 2017      20:25     F9 FT B1036.1   \n",
       "37             38        July 5, 0201      23:38       F9 FT B1037   \n",
       "38             39     August 14, 2017      16:31  F9 FT/B4 B1039.1   \n",
       "39             40     August 24, 2017      18:51     F9 FT B1038.1   \n",
       "40             41   September 7, 2017      14:00  F9 FT/B4 B1040.1   \n",
       "41             42     October 9, 2017      12:37  F9 FT/B4 B1041.1   \n",
       "42             43    October 11, 2017      22:53     F9 FT B1031.2   \n",
       "43             44    October 30, 2017      19:34  F9 FT/B4 B1042.1   \n",
       "44             45   December 15, 2017      15:36     F9 FT B1035.2   \n",
       "45             46   December 23, 2017       1:27     F9 FT B1036.2   \n",
       "46             47     January 8, 2018       1:00  F9 FT/B4 B1043.1   \n",
       "47             48    January 31, 2018      21:25     F9 FT B1032.2   \n",
       "\n",
       "     Launch Site                                            Payload  \\\n",
       "0    CCAFS LC-40               Dragon Spacecraft Qualification Unit   \n",
       "1    CCAFS LC-40  Dragon demo flight C1, two CubeSats,  barrel o...   \n",
       "2    CCAFS LC-40                             Dragon demo flight C2+   \n",
       "3    CCAFS LC-40                                       SpaceX CRS-1   \n",
       "4    CCAFS LC-40                                       SpaceX CRS-2   \n",
       "5    VAFB SLC-4E                                           CASSIOPE   \n",
       "6    CCAFS LC-40                                              SES-8   \n",
       "7    CCAFS LC-40                                          Thaicom 6   \n",
       "8    CCAFS LC-40                                       SpaceX CRS-3   \n",
       "9    CCAFS LC-40            OG2 Mission 1  6 Orbcomm-OG2 satellites   \n",
       "10   CCAFS LC-40                                          AsiaSat 8   \n",
       "11   CCAFS LC-40                                          AsiaSat 6   \n",
       "12   CCAFS LC-40                                       SpaceX CRS-4   \n",
       "13   CCAFS LC-40                                       SpaceX CRS-5   \n",
       "14   CCAFS LC-40                                             DSCOVR   \n",
       "15   CCAFS LC-40                         ABS-3A Eutelsat 115 West B   \n",
       "16   CCAFS LC-40                                       SpaceX CRS-6   \n",
       "17   CCAFS LC-40                       TürkmenÄlem 52°E / MonacoSAT   \n",
       "18   CCAFS LC-40                                       SpaceX CRS-7   \n",
       "19   CCAFS LC-40          OG2 Mission 2   11 Orbcomm-OG2 satellites   \n",
       "20   VAFB SLC-4E                                            Jason-3   \n",
       "21   CCAFS LC-40                                              SES-9   \n",
       "22   CCAFS LC-40                                       SpaceX CRS-8   \n",
       "23   CCAFS LC-40                                           JCSAT-14   \n",
       "24   CCAFS LC-40                                          Thaicom 8   \n",
       "25   CCAFS LC-40                         ABS-2A Eutelsat 117 West B   \n",
       "26   CCAFS LC-40                                       SpaceX CRS-9   \n",
       "27   CCAFS LC-40                                           JCSAT-16   \n",
       "28   VAFB SLC-4E                                  Iridium NEXT 1–10   \n",
       "29    KSC LC-39A                                      SpaceX CRS-10   \n",
       "30    KSC LC-39A                                        EchoStar 23   \n",
       "31    KSC LC-39A                                             SES-10   \n",
       "32    KSC LC-39A                                            NROL-76   \n",
       "33    KSC LC-39A                                      Inmarsat-5 F4   \n",
       "34    KSC LC-39A                                      SpaceX CRS-11   \n",
       "35    KSC LC-39A                                      BulgariaSat-1   \n",
       "36   VAFB SLC-4E                                 Iridium NEXT 11–20   \n",
       "37    KSC LC-39A                                       Intelsat 35e   \n",
       "38    KSC LC-39A                                      SpaceX CRS-12   \n",
       "39   VAFB SLC-4E                                         Formosat-5   \n",
       "40    KSC LC-39A                                 Boeing X-37B OTV-5   \n",
       "41   VAFB SLC-4E                                 Iridium NEXT 21–30   \n",
       "42    KSC LC-39A                              SES-11 / EchoStar 105   \n",
       "43    KSC LC-39A                                        Koreasat 5A   \n",
       "44  CCAFS SLC-40                                      SpaceX CRS-13   \n",
       "45   VAFB SLC-4E                                 Iridium NEXT 31–40   \n",
       "46  CCAFS SLC-40                                               Zuma   \n",
       "47  CCAFS SLC-40                                  GovSat-1 / SES-16   \n",
       "\n",
       "   Payload Mass (kg)         Orbit                            Customer  \\\n",
       "0                NaN           LEO                              SpaceX   \n",
       "1                NaN           LEO                     NASA (COTS) NRO   \n",
       "2               525            LEO                         NASA (COTS)   \n",
       "3               500            LEO                          NASA (CRS)   \n",
       "4               677            LEO                          NASA (CRS)   \n",
       "5               500    Polar orbit                                 MDA   \n",
       "6             3,170            GTO                                 SES   \n",
       "7             3,325            GTO                             Thaicom   \n",
       "8             2,296            LEO                          NASA (CRS)   \n",
       "9             1,316            LEO                             Orbcomm   \n",
       "10            4,535            GTO                             AsiaSat   \n",
       "11            4,428            GTO                             AsiaSat   \n",
       "12            2,216            LEO                          NASA (CRS)   \n",
       "13            2,395            LEO                          NASA (CRS)   \n",
       "14              570   Sun-Earth L1            U.S. Air Force NASA NOAA   \n",
       "15            4,159            GTO                        ABS Eutelsat   \n",
       "16            1,898            LEO                          NASA (CRS)   \n",
       "17            4,707            GTO  Turkmenistan National Space Agency   \n",
       "18            1,952            LEO                          NASA (CRS)   \n",
       "19            2,034            LEO                             Orbcomm   \n",
       "20              553            LEO                      NASA NOAA CNES   \n",
       "21            5,271            GTO                                 SES   \n",
       "22            3,136            LEO                          NASA (CRS)   \n",
       "23            4,696            GTO              SKY Perfect JSAT Group   \n",
       "24            3,100            GTO                             Thaicom   \n",
       "25            3,600            GTO                        ABS Eutelsat   \n",
       "26            2,257            LEO                          NASA (CRS)   \n",
       "27            4,600            GTO              SKY Perfect JSAT Group   \n",
       "28            9,600            LEO              Iridium Communications   \n",
       "29            2,490            LEO                          NASA (CRS)   \n",
       "30            5,600            GTO                            EchoStar   \n",
       "31            5,300            GTO                                 SES   \n",
       "32        Classified           LEO                                 NRO   \n",
       "33            6,070            GTO                            Inmarsat   \n",
       "34            2,708            LEO                          NASA (CRS)   \n",
       "35            3,669            GTO                           Bulsatcom   \n",
       "36            9,600            LEO              Iridium Communications   \n",
       "37            6,761            GTO                            Intelsat   \n",
       "38            3,310            LEO                          NASA (CRS)   \n",
       "39              475            SSO                                NSPO   \n",
       "40            4,990            LEO                      U.S. Air Force   \n",
       "41            9,600            LEO              Iridium Communications   \n",
       "42            5,200            GTO                        SES EchoStar   \n",
       "43            3,500            GTO                      KT Corporation   \n",
       "44            2,205            LEO                          NASA (CRS)   \n",
       "45            9,600            LEO              Iridium Communications   \n",
       "46        Classified           LEO                    Northrop Grumman   \n",
       "47             4,230           GTO                                 SES   \n",
       "\n",
       "                     Mission Outcome         Landing Outcome  \n",
       "0                            Success   Failure  (parachutes)  \n",
       "1                            Success   Failure  (parachutes)  \n",
       "2                            Success              No attempt  \n",
       "3                            Success              No attempt  \n",
       "4                            Success              No attempt  \n",
       "5                            Success         Failure (ocean)  \n",
       "6                            Success              No attempt  \n",
       "7                            Success              No attempt  \n",
       "8                            Success       Success   (ocean)  \n",
       "9                            Success       Success   (ocean)  \n",
       "10                           Success              No attempt  \n",
       "11                           Success              No attempt  \n",
       "12                           Success        Failure  (ocean)  \n",
       "13                           Success   Failure  (drone ship)  \n",
       "14                           Success        Success  (ocean)  \n",
       "15                           Success              No attempt  \n",
       "16                           Success   Failure  (drone ship)  \n",
       "17                           Success              No attempt  \n",
       "18               Failure (in flight)  Precluded (drone ship)  \n",
       "19                           Success   Success  (ground pad)  \n",
       "20                           Success    Failure (drone ship)  \n",
       "21                           Success    Failure (drone ship)  \n",
       "22                           Success   Success  (drone ship)  \n",
       "23                           Success    Success (drone ship)  \n",
       "24                           Success   Success  (drone ship)  \n",
       "25                           Success    Failure (drone ship)  \n",
       "26                           Success    Success (ground pad)  \n",
       "27                           Success    Success (drone ship)  \n",
       "28                           Success   Success  (drone ship)  \n",
       "29                           Success    Success (ground pad)  \n",
       "30                           Success              No attempt  \n",
       "31                           Success    Success (drone ship)  \n",
       "32                           Success    Success (ground pad)  \n",
       "33                           Success              No attempt  \n",
       "34                           Success    Success (ground pad)  \n",
       "35                           Success    Success (drone ship)  \n",
       "36                           Success    Success (drone ship)  \n",
       "37                           Success              No attempt  \n",
       "38                           Success    Success (ground pad)  \n",
       "39                           Success    Success (drone ship)  \n",
       "40                           Success    Success (ground pad)  \n",
       "41                           Success    Success (drone ship)  \n",
       "42                           Success    Success (drone ship)  \n",
       "43                           Success    Success (drone ship)  \n",
       "44                           Success    Success (ground pad)  \n",
       "45                           Success        Success  (ocean)  \n",
       "46  Success (payload status unclear)    Success (ground pad)  \n",
       "47                           Success        Success  (ocean)  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset given by SpaceX\n",
    "spaceX_launch = 'dataset/SpaceX-Launch-Data.csv'\n",
    "\n",
    "launch = pd.read_csv(spaceX_launch)\n",
    "launch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "import calendar\n",
    "import time\n",
    "import datetime\n",
    "\n",
    "launch['Date'] = launch['Date'].str.replace(',', '')\n",
    "\n",
    "month = {v: k for k,v in enumerate(calendar.month_name)}\n",
    "\n",
    "def dateToTimestamp(d):\n",
    "    t = d.split()\n",
    "\n",
    "    # ignore row 37\n",
    "    if t[2][0] == \"0\":\n",
    "        return\n",
    "    \n",
    "    \n",
    "    # Converting dates into timestemps\n",
    "    d = '{0}/{1}/{2}'.format(month[t[0]], t[1], t[2])\n",
    "    test = time.mktime(datetime.datetime.strptime(d, \"%m/%d/%Y\").timetuple())\n",
    "\n",
    "launch['timestamp'] = launch['Date'].apply(dateToTimestamp)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "sns.set_context(\"notebook\")\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "def fomating_data(x, pos):\n",
    "    return datetime.datetime.fromtimestamp(x).strftime('%Y-%m')\n",
    "\n",
    "def over_time_plot(col):\n",
    "    ax = sns.swarmplot(x=\"timestamp\", y=col, data=data)\n",
    "    ax.xaxis.set_major_formatter(matplotlib.ticker.FuncFormatter(fomating_data)) \n",
    "    ax.set(xlabel='Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GlJQU3n33XebNm0f79lk7BjV9+nQuXbpEWFgYTk5O/Pbbb7z11lusW7cOV9dMzLq9S6xY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\nAJJIAADSAa3kZKPel0ZzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ad17eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "over_time_plot('Launch Site')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ISHvn0wD59NNPcTqdvPzyy2zatIlHH30Uh8PBjBkzGDVqFPPmzSM9PZ3x48f7si0RETHB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\nyv8HTcbdg74/bM8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b662550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "over_time_plot('Mission Outcome')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ccmwbszBOlGAOa4N1XEfMwZ6uLqtZ1Bo2Q4YMcWYdIk6TXpLDoiMf8l1+Kv0CwpnX6xZC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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109de2358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "over_time_plot('Payload Mass (kg)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OHq/6CwsLcx3yExER8TWPe1SlS5emS5cu3HfffQQGBrqmT58+3auFiYiIQD6Cqk2bNrRp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\nQSUiIpb2/0VNc9sjM0beAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ae698d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "over_time_plot('Landing Outcome')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}