jupyter-labs-webscraping.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p style=\"text-align:center\">\n",
    "    <a href=\"https://skills.network\" target=\"_blank\">\n",
    "    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\" width=\"200\" alt=\"Skills Network Logo\">\n",
    "    </a>\n",
    "</p>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Space X  Falcon 9 First Stage Landing Prediction**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Web scraping Falcon 9 and Falcon Heavy Launches Records from Wikipedia\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimated time needed: **40** minutes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab, you will be performing web scraping to collect Falcon 9 historical launch records from a Wikipedia page titled `List of Falcon 9 and Falcon Heavy launches`\n",
    "\n",
    "https://en.wikipedia.org/wiki/List_of_Falcon_9_and_Falcon_Heavy_launches\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_1_L2/images/Falcon9_rocket_family.svg)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Falcon 9 first stage will land successfully\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-DS0701EN-SkillsNetwork/api/Images/landing_1.gif)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Several examples of an unsuccessful landing are shown here:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-DS0701EN-SkillsNetwork/api/Images/crash.gif)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More specifically, the launch records are stored in a HTML table shown below:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/labs/module_1_L2/images/falcon9-launches-wiki.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "  ## Objectives\n",
    "Web scrap Falcon 9 launch records with `BeautifulSoup`: \n",
    "- Extract a Falcon 9 launch records HTML table from Wikipedia\n",
    "- Parse the table and convert it into a Pandas data frame\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First let's import required packages for this lab\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: beautifulsoup4 in c:\\users\\p\\anaconda 3\\envs\\new_env_name\\lib\\site-packages (4.12.3)\n",
      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\p\\anaconda 3\\envs\\new_env_name\\lib\\site-packages (from beautifulsoup4) (2.5)\n",
      "Requirement already satisfied: requests in c:\\users\\p\\anaconda 3\\envs\\new_env_name\\lib\\site-packages (2.31.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\p\\anaconda 3\\envs\\new_env_name\\lib\\site-packages (from requests) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\p\\anaconda 3\\envs\\new_env_name\\lib\\site-packages (from requests) (3.7)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\p\\anaconda 3\\envs\\new_env_name\\lib\\site-packages (from requests) (2.2.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\p\\anaconda 3\\envs\\new_env_name\\lib\\site-packages (from requests) (2024.2.2)\n"
     ]
    }
   ],
   "source": [
    "!pip3 install beautifulsoup4\n",
    "!pip3 install requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "import unicodedata\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and we will provide some helper functions for you to process web scraped HTML table\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def date_time(table_cells):\n",
    "    \"\"\"\n",
    "    This function returns the data and time from the HTML  table cell\n",
    "    Input: the  element of a table data cell extracts extra row\n",
    "    \"\"\"\n",
    "    return [data_time.strip() for data_time in list(table_cells.strings)][0:2]\n",
    "\n",
    "def booster_version(table_cells):\n",
    "    \"\"\"\n",
    "    This function returns the booster version from the HTML  table cell \n",
    "    Input: the  element of a table data cell extracts extra row\n",
    "    \"\"\"\n",
    "    out=''.join([booster_version for i,booster_version in enumerate( table_cells.strings) if i%2==0][0:-1])\n",
    "    return out\n",
    "\n",
    "def landing_status(table_cells):\n",
    "    \"\"\"\n",
    "    This function returns the landing status from the HTML table cell \n",
    "    Input: the  element of a table data cell extracts extra row\n",
    "    \"\"\"\n",
    "    out=[i for i in table_cells.strings][0]\n",
    "    return out\n",
    "\n",
    "\n",
    "def get_mass(table_cells):\n",
    "    mass=unicodedata.normalize(\"NFKD\", table_cells.text).strip()\n",
    "    if mass:\n",
    "        mass.find(\"kg\")\n",
    "        new_mass=mass[0:mass.find(\"kg\")+2]\n",
    "    else:\n",
    "        new_mass=0\n",
    "    return new_mass\n",
    "\n",
    "\n",
    "def extract_column_from_header(row):\n",
    "    \"\"\"\n",
    "    This function returns the landing status from the HTML table cell \n",
    "    Input: the  element of a table data cell extracts extra row\n",
    "    \"\"\"\n",
    "    if (row.br):\n",
    "        row.br.extract()\n",
    "    if row.a:\n",
    "        row.a.extract()\n",
    "    if row.sup:\n",
    "        row.sup.extract()\n",
    "        \n",
    "    colunm_name = ' '.join(row.contents)\n",
    "    \n",
    "    # Filter the digit and empty names\n",
    "    if not(colunm_name.strip().isdigit()):\n",
    "        colunm_name = colunm_name.strip()\n",
    "        return colunm_name    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To keep the lab tasks consistent, you will be asked to scrape the data from a snapshot of the  `List of Falcon 9 and Falcon Heavy launches` Wikipage updated on\n",
    "`9th June 2021`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://en.wikipedia.org/w/index.php?title=List_of_Falcon_9_and_Falcon_Heavy_launches&oldid=1027686922'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "static_url = \"https://en.wikipedia.org/w/index.php?title=List_of_Falcon_9_and_Falcon_Heavy_launches&oldid=1027686922\" \n",
    "static_url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, request the HTML page from the above URL and get a `response` object\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TASK 1: Request the Falcon9 Launch Wiki page from its URL\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's perform an HTTP GET method to request the Falcon9 Launch HTML page, as an HTTP response.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: lxml in c:\\users\\p\\anaconda 3\\envs\\new_env_name\\lib\\site-packages (5.2.1)\n"
     ]
    }
   ],
   "source": [
    "!pip3 install lxml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# use requests.get() method with the provided static_url\n",
    "# assign the response to a object \n",
    "data = requests.get(static_url).text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a `BeautifulSoup` object from the HTML `response`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use BeautifulSoup() to create a BeautifulSoup object from a response text content \n",
    "soup = BeautifulSoup(data, \"html.parser\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print the page title to verify if the `BeautifulSoup` object was created properly \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<title>List of Falcon 9 and Falcon Heavy launches - Wikipedia</title>\n"
     ]
    }
   ],
   "source": [
    "# Use soup.title attribute \n",
    "print(soup.title)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TASK 2: Extract all column/variable names from the HTML table header\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we want to collect all relevant column names from the HTML table header\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try to find all tables on the wiki page first. If you need to refresh your memory about `BeautifulSoup`, please check the external reference link towards the end of this lab\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the find_all function in the BeautifulSoup object, with element type `table`\n",
    "# Assign the result to a list called `html_tables`\n",
    "html_tables = soup.find_all(\"table\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Starting from the third table is our target table contains the actual launch records.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<table class=\"wikitable plainrowheaders collapsible\" style=\"width: 100%;\">\n",
      "<tbody><tr>\n",
      "<th scope=\"col\">Flight No.\n",
      "</th>\n",
      "<th scope=\"col\">Date and<br/>time (<a href=\"/wiki/Coordinated_Universal_Time\" title=\"Coordinated Universal Time\">UTC</a>)\n",
      "</th>\n",
      "<th scope=\"col\"><a href=\"/wiki/List_of_Falcon_9_first-stage_boosters\" title=\"List of Falcon 9 first-stage boosters\">Version,<br/>Booster</a> <sup class=\"reference\" id=\"cite_ref-booster_11-0\"><a href=\"#cite_note-booster-11\">[b]</a></sup>\n",
      "</th>\n",
      "<th scope=\"col\">Launch site\n",
      "</th>\n",
      "<th scope=\"col\">Payload<sup class=\"reference\" id=\"cite_ref-Dragon_12-0\"><a href=\"#cite_note-Dragon-12\">[c]</a></sup>\n",
      "</th>\n",
      "<th scope=\"col\">Payload mass\n",
      "</th>\n",
      "<th scope=\"col\">Orbit\n",
      "</th>\n",
      "<th scope=\"col\">Customer\n",
      "</th>\n",
      "<th scope=\"col\">Launch<br/>outcome\n",
      "</th>\n",
      "<th scope=\"col\"><a href=\"/wiki/Falcon_9_first-stage_landing_tests\" title=\"Falcon 9 first-stage landing tests\">Booster<br/>landing</a>\n",
      "</th></tr>\n",
      "<tr>\n",
      "<th rowspan=\"2\" scope=\"row\" style=\"text-align:center;\">1\n",
      "</th>\n",
      "<td>4 June 2010,<br/>18:45\n",
      "</td>\n",
      "<td><a href=\"/wiki/Falcon_9_v1.0\" title=\"Falcon 9 v1.0\">F9 v1.0</a><sup class=\"reference\" id=\"cite_ref-MuskMay2012_13-0\"><a href=\"#cite_note-MuskMay2012-13\">[7]</a></sup><br/>B0003.1<sup class=\"reference\" id=\"cite_ref-block_numbers_14-0\"><a href=\"#cite_note-block_numbers-14\">[8]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Cape_Canaveral_Space_Force_Station\" title=\"Cape Canaveral Space Force Station\">CCAFS</a>,<br/><a href=\"/wiki/Cape_Canaveral_Space_Launch_Complex_40\" title=\"Cape Canaveral Space Launch Complex 40\">SLC-40</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Dragon_Spacecraft_Qualification_Unit\" title=\"Dragon Spacecraft Qualification Unit\">Dragon Spacecraft Qualification Unit</a>\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Low_Earth_orbit\" title=\"Low Earth orbit\">LEO</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/SpaceX\" title=\"SpaceX\">SpaceX</a>\n",
      "</td>\n",
      "<td class=\"table-success\" style=\"background: #9EFF9E; vertical-align: middle; text-align: center;\">Success\n",
      "</td>\n",
      "<td class=\"table-failure\" style=\"background: #FFC7C7; vertical-align: middle; text-align: center;\">Failure<sup class=\"reference\" id=\"cite_ref-ns20110930_15-0\"><a href=\"#cite_note-ns20110930-15\">[9]</a></sup><sup class=\"reference\" id=\"cite_ref-16\"><a href=\"#cite_note-16\">[10]</a></sup><br/><small>(parachute)</small>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td colspan=\"9\">First flight of Falcon 9 v1.0.<sup class=\"reference\" id=\"cite_ref-sfn20100604_17-0\"><a href=\"#cite_note-sfn20100604-17\">[11]</a></sup> Used a boilerplate version of Dragon capsule which was not designed to separate from the second stage.<small>(<a href=\"#First_flight_of_Falcon_9\">more details below</a>)</small> Attempted to recover the first stage by parachuting it into the ocean, but it burned up on reentry, before the parachutes even deployed.<sup class=\"reference\" id=\"cite_ref-parachute_18-0\"><a href=\"#cite_note-parachute-18\">[12]</a></sup>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<th rowspan=\"2\" scope=\"row\" style=\"text-align:center;\">2\n",
      "</th>\n",
      "<td>8 December 2010,<br/>15:43<sup class=\"reference\" id=\"cite_ref-spaceflightnow_Clark_Launch_Report_19-0\"><a href=\"#cite_note-spaceflightnow_Clark_Launch_Report-19\">[13]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Falcon_9_v1.0\" title=\"Falcon 9 v1.0\">F9 v1.0</a><sup class=\"reference\" id=\"cite_ref-MuskMay2012_13-1\"><a href=\"#cite_note-MuskMay2012-13\">[7]</a></sup><br/>B0004.1<sup class=\"reference\" id=\"cite_ref-block_numbers_14-1\"><a href=\"#cite_note-block_numbers-14\">[8]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Cape_Canaveral_Space_Force_Station\" title=\"Cape Canaveral Space Force Station\">CCAFS</a>,<br/><a href=\"/wiki/Cape_Canaveral_Space_Launch_Complex_40\" title=\"Cape Canaveral Space Launch Complex 40\">SLC-40</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/SpaceX_Dragon\" title=\"SpaceX Dragon\">Dragon</a> <a class=\"mw-redirect\" href=\"/wiki/COTS_Demo_Flight_1\" title=\"COTS Demo Flight 1\">demo flight C1</a><br/>(Dragon C101)\n",
      "</td>\n",
      "<td>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Low_Earth_orbit\" title=\"Low Earth orbit\">LEO</a> (<a href=\"/wiki/International_Space_Station\" title=\"International Space Station\">ISS</a>)\n",
      "</td>\n",
      "<td><style data-mw-deduplicate=\"TemplateStyles:r1126788409\">.mw-parser-output .plainlist ol,.mw-parser-output .plainlist ul{line-height:inherit;list-style:none;margin:0;padding:0}.mw-parser-output .plainlist ol li,.mw-parser-output .plainlist ul li{margin-bottom:0}</style><div class=\"plainlist\">\n",
      "<ul><li><a href=\"/wiki/NASA\" title=\"NASA\">NASA</a> (<a href=\"/wiki/Commercial_Orbital_Transportation_Services\" title=\"Commercial Orbital Transportation Services\">COTS</a>)</li>\n",
      "<li><a href=\"/wiki/National_Reconnaissance_Office\" title=\"National Reconnaissance Office\">NRO</a></li></ul>\n",
      "</div>\n",
      "</td>\n",
      "<td class=\"table-success\" style=\"background: #9EFF9E; vertical-align: middle; text-align: center;\">Success<sup class=\"reference\" id=\"cite_ref-ns20110930_15-1\"><a href=\"#cite_note-ns20110930-15\">[9]</a></sup>\n",
      "</td>\n",
      "<td class=\"table-failure\" style=\"background: #FFC7C7; vertical-align: middle; text-align: center;\">Failure<sup class=\"reference\" id=\"cite_ref-ns20110930_15-2\"><a href=\"#cite_note-ns20110930-15\">[9]</a></sup><sup class=\"reference\" id=\"cite_ref-20\"><a href=\"#cite_note-20\">[14]</a></sup><br/><small>(parachute)</small>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td colspan=\"9\">Maiden flight of <a class=\"mw-redirect\" href=\"/wiki/Dragon_capsule\" title=\"Dragon capsule\">Dragon capsule</a>, consisting of over 3 hours of testing thruster maneuvering and reentry.<sup class=\"reference\" id=\"cite_ref-spaceflightnow_Clark_unleashing_Dragon_21-0\"><a href=\"#cite_note-spaceflightnow_Clark_unleashing_Dragon-21\">[15]</a></sup> Attempted to recover the first stage by parachuting it into the ocean, but it disintegrated upon reentry, before the parachutes were deployed.<sup class=\"reference\" id=\"cite_ref-parachute_18-1\"><a href=\"#cite_note-parachute-18\">[12]</a></sup> <small>(<a href=\"#COTS_demo_missions\">more details below</a>)</small> It also included two <a href=\"/wiki/CubeSat\" title=\"CubeSat\">CubeSats</a>,<sup class=\"reference\" id=\"cite_ref-NRO_Taps_Boeing_for_Next_Batch_of_CubeSats_22-0\"><a href=\"#cite_note-NRO_Taps_Boeing_for_Next_Batch_of_CubeSats-22\">[16]</a></sup> and a wheel of <a href=\"/wiki/Brou%C3%A8re\" title=\"Brouère\">Brouère</a> cheese.\n",
      "</td></tr>\n",
      "<tr>\n",
      "<th rowspan=\"2\" scope=\"row\" style=\"text-align:center;\">3\n",
      "</th>\n",
      "<td>22 May 2012,<br/>07:44<sup class=\"reference\" id=\"cite_ref-BBC_new_era_23-0\"><a href=\"#cite_note-BBC_new_era-23\">[17]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Falcon_9_v1.0\" title=\"Falcon 9 v1.0\">F9 v1.0</a><sup class=\"reference\" id=\"cite_ref-MuskMay2012_13-2\"><a href=\"#cite_note-MuskMay2012-13\">[7]</a></sup><br/>B0005.1<sup class=\"reference\" id=\"cite_ref-block_numbers_14-2\"><a href=\"#cite_note-block_numbers-14\">[8]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Cape_Canaveral_Space_Force_Station\" title=\"Cape Canaveral Space Force Station\">CCAFS</a>,<br/><a href=\"/wiki/Cape_Canaveral_Space_Launch_Complex_40\" title=\"Cape Canaveral Space Launch Complex 40\">SLC-40</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/SpaceX_Dragon\" title=\"SpaceX Dragon\">Dragon</a> <a class=\"mw-redirect\" href=\"/wiki/Dragon_C2%2B\" title=\"Dragon C2+\">demo flight C2+</a><sup class=\"reference\" id=\"cite_ref-C2_24-0\"><a href=\"#cite_note-C2-24\">[18]</a></sup><br/>(Dragon C102)\n",
      "</td>\n",
      "<td>525 kg (1,157 lb)<sup class=\"reference\" id=\"cite_ref-25\"><a href=\"#cite_note-25\">[19]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Low_Earth_orbit\" title=\"Low Earth orbit\">LEO</a> (<a href=\"/wiki/International_Space_Station\" title=\"International Space Station\">ISS</a>)\n",
      "</td>\n",
      "<td><a href=\"/wiki/NASA\" title=\"NASA\">NASA</a> (<a href=\"/wiki/Commercial_Orbital_Transportation_Services\" title=\"Commercial Orbital Transportation Services\">COTS</a>)\n",
      "</td>\n",
      "<td class=\"table-success\" style=\"background: #9EFF9E; vertical-align: middle; text-align: center;\">Success<sup class=\"reference\" id=\"cite_ref-26\"><a href=\"#cite_note-26\">[20]</a></sup>\n",
      "</td>\n",
      "<td class=\"table-noAttempt\" style=\"background: #EEE; vertical-align: middle; white-space: nowrap; text-align: center;\">No attempt\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td colspan=\"9\">Dragon spacecraft demonstrated a series of tests before it was allowed to approach the <a href=\"/wiki/International_Space_Station\" title=\"International Space Station\">International Space Station</a>. Two days later, it became the first commercial spacecraft to board the ISS.<sup class=\"reference\" id=\"cite_ref-BBC_new_era_23-1\"><a href=\"#cite_note-BBC_new_era-23\">[17]</a></sup> <small>(<a href=\"#COTS_demo_missions\">more details below</a>)</small>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<th rowspan=\"3\" scope=\"row\" style=\"text-align:center;\">4\n",
      "</th>\n",
      "<td rowspan=\"2\">8 October 2012,<br/>00:35<sup class=\"reference\" id=\"cite_ref-SFN_LLog_27-0\"><a href=\"#cite_note-SFN_LLog-27\">[21]</a></sup>\n",
      "</td>\n",
      "<td rowspan=\"2\"><a href=\"/wiki/Falcon_9_v1.0\" title=\"Falcon 9 v1.0\">F9 v1.0</a><sup class=\"reference\" id=\"cite_ref-MuskMay2012_13-3\"><a href=\"#cite_note-MuskMay2012-13\">[7]</a></sup><br/>B0006.1<sup class=\"reference\" id=\"cite_ref-block_numbers_14-3\"><a href=\"#cite_note-block_numbers-14\">[8]</a></sup>\n",
      "</td>\n",
      "<td rowspan=\"2\"><a href=\"/wiki/Cape_Canaveral_Space_Force_Station\" title=\"Cape Canaveral Space Force Station\">CCAFS</a>,<br/><a href=\"/wiki/Cape_Canaveral_Space_Launch_Complex_40\" title=\"Cape Canaveral Space Launch Complex 40\">SLC-40</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/SpaceX_CRS-1\" title=\"SpaceX CRS-1\">SpaceX CRS-1</a><sup class=\"reference\" id=\"cite_ref-sxManifest20120925_28-0\"><a href=\"#cite_note-sxManifest20120925-28\">[22]</a></sup><br/>(Dragon C103)\n",
      "</td>\n",
      "<td>4,700 kg (10,400 lb)\n",
      "</td>\n",
      "<td><a href=\"/wiki/Low_Earth_orbit\" title=\"Low Earth orbit\">LEO</a> (<a href=\"/wiki/International_Space_Station\" title=\"International Space Station\">ISS</a>)\n",
      "</td>\n",
      "<td><a href=\"/wiki/NASA\" title=\"NASA\">NASA</a> (<a href=\"/wiki/Commercial_Resupply_Services\" title=\"Commercial Resupply Services\">CRS</a>)\n",
      "</td>\n",
      "<td class=\"table-success\" style=\"background: #9EFF9E; vertical-align: middle; text-align: center;\">Success\n",
      "</td>\n",
      "<td rowspan=\"2\" style=\"background:#ececec; text-align:center;\"><span class=\"nowrap\">No attempt</span>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td><a href=\"/wiki/Orbcomm_(satellite)\" title=\"Orbcomm (satellite)\">Orbcomm-OG2</a><sup class=\"reference\" id=\"cite_ref-Orbcomm_29-0\"><a href=\"#cite_note-Orbcomm-29\">[23]</a></sup>\n",
      "</td>\n",
      "<td>172 kg (379 lb)<sup class=\"reference\" id=\"cite_ref-gunter-og2_30-0\"><a href=\"#cite_note-gunter-og2-30\">[24]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Low_Earth_orbit\" title=\"Low Earth orbit\">LEO</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Orbcomm\" title=\"Orbcomm\">Orbcomm</a>\n",
      "</td>\n",
      "<td class=\"table-partial\" style=\"background: #FE9; vertical-align: middle; text-align: center;\">Partial failure<sup class=\"reference\" id=\"cite_ref-nyt-20121030_31-0\"><a href=\"#cite_note-nyt-20121030-31\">[25]</a></sup>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td colspan=\"9\">CRS-1 was successful, but the <a href=\"/wiki/Secondary_payload\" title=\"Secondary payload\">secondary payload</a> was inserted into an abnormally low orbit and subsequently lost. This was due to one of the nine <a href=\"/wiki/SpaceX_Merlin\" title=\"SpaceX Merlin\">Merlin engines</a> shutting down during the launch, and NASA declining a second reignition, as per <a href=\"/wiki/International_Space_Station\" title=\"International Space Station\">ISS</a> visiting vehicle safety rules, the primary payload owner is contractually allowed to decline a second reignition. NASA stated that this was because SpaceX could not guarantee a high enough likelihood of the second stage completing the second burn successfully which was required to avoid any risk of secondary payload's collision with the ISS.<sup class=\"reference\" id=\"cite_ref-OrbcommTotalLoss_32-0\"><a href=\"#cite_note-OrbcommTotalLoss-32\">[26]</a></sup><sup class=\"reference\" id=\"cite_ref-sn20121011_33-0\"><a href=\"#cite_note-sn20121011-33\">[27]</a></sup><sup class=\"reference\" id=\"cite_ref-34\"><a href=\"#cite_note-34\">[28]</a></sup>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<th rowspan=\"2\" scope=\"row\" style=\"text-align:center;\">5\n",
      "</th>\n",
      "<td>1 March 2013,<br/>15:10\n",
      "</td>\n",
      "<td><a href=\"/wiki/Falcon_9_v1.0\" title=\"Falcon 9 v1.0\">F9 v1.0</a><sup class=\"reference\" id=\"cite_ref-MuskMay2012_13-4\"><a href=\"#cite_note-MuskMay2012-13\">[7]</a></sup><br/>B0007.1<sup class=\"reference\" id=\"cite_ref-block_numbers_14-4\"><a href=\"#cite_note-block_numbers-14\">[8]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Cape_Canaveral_Space_Force_Station\" title=\"Cape Canaveral Space Force Station\">CCAFS</a>,<br/><a href=\"/wiki/Cape_Canaveral_Space_Launch_Complex_40\" title=\"Cape Canaveral Space Launch Complex 40\">SLC-40</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/SpaceX_CRS-2\" title=\"SpaceX CRS-2\">SpaceX CRS-2</a><sup class=\"reference\" id=\"cite_ref-sxManifest20120925_28-1\"><a href=\"#cite_note-sxManifest20120925-28\">[22]</a></sup><br/>(Dragon C104)\n",
      "</td>\n",
      "<td>4,877 kg (10,752 lb)\n",
      "</td>\n",
      "<td><a href=\"/wiki/Low_Earth_orbit\" title=\"Low Earth orbit\">LEO</a> (<a class=\"mw-redirect\" href=\"/wiki/ISS\" title=\"ISS\">ISS</a>)\n",
      "</td>\n",
      "<td><a href=\"/wiki/NASA\" title=\"NASA\">NASA</a> (<a href=\"/wiki/Commercial_Resupply_Services\" title=\"Commercial Resupply Services\">CRS</a>)\n",
      "</td>\n",
      "<td class=\"table-success\" style=\"background: #9EFF9E; vertical-align: middle; text-align: center;\">Success\n",
      "</td>\n",
      "<td class=\"table-noAttempt\" style=\"background: #EEE; vertical-align: middle; white-space: nowrap; text-align: center;\">No attempt\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td colspan=\"9\">Last launch of the original Falcon 9 v1.0 <a href=\"/wiki/Launch_vehicle\" title=\"Launch vehicle\">launch vehicle</a>, first use of the unpressurized trunk section of Dragon.<sup class=\"reference\" id=\"cite_ref-sxf9_20110321_35-0\"><a href=\"#cite_note-sxf9_20110321-35\">[29]</a></sup>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<th rowspan=\"2\" scope=\"row\" style=\"text-align:center;\">6\n",
      "</th>\n",
      "<td>29 September 2013,<br/>16:00<sup class=\"reference\" id=\"cite_ref-pa20130930_36-0\"><a href=\"#cite_note-pa20130930-36\">[30]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Falcon_9_v1.1\" title=\"Falcon 9 v1.1\">F9 v1.1</a><sup class=\"reference\" id=\"cite_ref-MuskMay2012_13-5\"><a href=\"#cite_note-MuskMay2012-13\">[7]</a></sup><br/>B1003<sup class=\"reference\" id=\"cite_ref-block_numbers_14-5\"><a href=\"#cite_note-block_numbers-14\">[8]</a></sup>\n",
      "</td>\n",
      "<td><a class=\"mw-redirect\" href=\"/wiki/Vandenberg_Air_Force_Base\" title=\"Vandenberg Air Force Base\">VAFB</a>,<br/><a href=\"/wiki/Vandenberg_Space_Launch_Complex_4\" title=\"Vandenberg Space Launch Complex 4\">SLC-4E</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/CASSIOPE\" title=\"CASSIOPE\">CASSIOPE</a><sup class=\"reference\" id=\"cite_ref-sxManifest20120925_28-2\"><a href=\"#cite_note-sxManifest20120925-28\">[22]</a></sup><sup class=\"reference\" id=\"cite_ref-CASSIOPE_MDA_37-0\"><a href=\"#cite_note-CASSIOPE_MDA-37\">[31]</a></sup>\n",
      "</td>\n",
      "<td>500 kg (1,100 lb)\n",
      "</td>\n",
      "<td><a href=\"/wiki/Polar_orbit\" title=\"Polar orbit\">Polar orbit</a> <a href=\"/wiki/Low_Earth_orbit\" title=\"Low Earth orbit\">LEO</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Maxar_Technologies\" title=\"Maxar Technologies\">MDA</a>\n",
      "</td>\n",
      "<td class=\"table-success\" style=\"background: #9EFF9E; vertical-align: middle; text-align: center;\">Success<sup class=\"reference\" id=\"cite_ref-pa20130930_36-1\"><a href=\"#cite_note-pa20130930-36\">[30]</a></sup>\n",
      "</td>\n",
      "<td class=\"table-no2\" style=\"background: #FFE3E3; color: black; vertical-align: middle; text-align: center;\">Uncontrolled<br/><small>(ocean)</small><sup class=\"reference\" id=\"cite_ref-ocean_landing_38-0\"><a href=\"#cite_note-ocean_landing-38\">[d]</a></sup>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td colspan=\"9\">First commercial mission with a private customer, first launch from Vandenberg, and demonstration flight of Falcon 9 v1.1 with an improved 13-tonne to LEO capacity.<sup class=\"reference\" id=\"cite_ref-sxf9_20110321_35-1\"><a href=\"#cite_note-sxf9_20110321-35\">[29]</a></sup> After separation from the second stage carrying Canadian commercial and scientific satellites, the first stage booster performed a controlled reentry,<sup class=\"reference\" id=\"cite_ref-39\"><a href=\"#cite_note-39\">[32]</a></sup> and an <a href=\"/wiki/Falcon_9_first-stage_landing_tests\" title=\"Falcon 9 first-stage landing tests\">ocean touchdown test</a> for the first time. This provided good test data, even though the booster started rolling as it neared the ocean, leading to the shutdown of the central engine as the roll depleted it of fuel, resulting in a hard impact with the ocean.<sup class=\"reference\" id=\"cite_ref-pa20130930_36-2\"><a href=\"#cite_note-pa20130930-36\">[30]</a></sup> This was the first known attempt of a rocket engine being lit to perform a supersonic retro propulsion, and allowed SpaceX to enter a public-private partnership with <a href=\"/wiki/NASA\" title=\"NASA\">NASA</a> and its Mars entry, descent, and landing technologies research projects.<sup class=\"reference\" id=\"cite_ref-40\"><a href=\"#cite_note-40\">[33]</a></sup> <small>(<a href=\"#Maiden_flight_of_v1.1\">more details below</a>)</small>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<th rowspan=\"2\" scope=\"row\" style=\"text-align:center;\">7\n",
      "</th>\n",
      "<td>3 December 2013,<br/>22:41<sup class=\"reference\" id=\"cite_ref-sfn_wwls20130624_41-0\"><a href=\"#cite_note-sfn_wwls20130624-41\">[34]</a></sup>\n",
      "</td>\n",
      "<td><a href=\"/wiki/Falcon_9_v1.1\" title=\"Falcon 9 v1.1\">F9 v1.1</a><br/>B1004\n",
      "</td>\n",
      "<td><a href=\"/wiki/Cape_Canaveral_Space_Force_Station\" title=\"Cape Canaveral Space Force Station\">CCAFS</a>,<br/><a href=\"/wiki/Cape_Canaveral_Space_Launch_Complex_40\" title=\"Cape Canaveral Space Launch Complex 40\">SLC-40</a>\n",
      "</td>\n",
      "<td><a href=\"/wiki/SES-8\" title=\"SES-8\">SES-8</a><sup class=\"reference\" id=\"cite_ref-sxManifest20120925_28-3\"><a href=\"#cite_note-sxManifest20120925-28\">[22]</a></sup><sup class=\"reference\" id=\"cite_ref-spx-pr_42-0\"><a href=\"#cite_note-spx-pr-42\">[35]</a></sup><sup class=\"reference\" id=\"cite_ref-aw20110323_43-0\"><a href=\"#cite_note-aw20110323-43\">[36]</a></sup>\n",
      "</td>\n",
      "<td>3,170 kg (6,990 lb)\n",
      "</td>\n",
      "<td><a href=\"/wiki/Geostationary_transfer_orbit\" title=\"Geostationary transfer orbit\">GTO</a>\n",
      "</td>\n",
      "<td><a class=\"mw-redirect\" href=\"/wiki/SES_S.A.\" title=\"SES S.A.\">SES</a>\n",
      "</td>\n",
      "<td class=\"table-success\" style=\"background: #9EFF9E; vertical-align: middle; text-align: center;\">Success<sup class=\"reference\" id=\"cite_ref-SNMissionStatus7_44-0\"><a href=\"#cite_note-SNMissionStatus7-44\">[37]</a></sup>\n",
      "</td>\n",
      "<td class=\"table-noAttempt\" style=\"background: #EEE; vertical-align: middle; white-space: nowrap; text-align: center;\">No attempt<br/><sup class=\"reference\" id=\"cite_ref-sf10120131203_45-0\"><a href=\"#cite_note-sf10120131203-45\">[38]</a></sup>\n",
      "</td></tr>\n",
      "<tr>\n",
      "<td colspan=\"9\">First <a href=\"/wiki/Geostationary_transfer_orbit\" title=\"Geostationary transfer orbit\">Geostationary transfer orbit</a> (GTO) launch for Falcon 9,<sup class=\"reference\" id=\"cite_ref-spx-pr_42-1\"><a href=\"#cite_note-spx-pr-42\">[35]</a></sup> and first successful reignition of the second stage.<sup class=\"reference\" id=\"cite_ref-46\"><a href=\"#cite_note-46\">[39]</a></sup> SES-8 was inserted into a <a href=\"/wiki/Geostationary_transfer_orbit\" title=\"Geostationary transfer orbit\">Super-Synchronous Transfer Orbit</a> of 79,341 km (49,300 mi) in apogee with an <a href=\"/wiki/Orbital_inclination\" title=\"Orbital inclination\">inclination</a> of 20.55° to the <a href=\"/wiki/Equator\" title=\"Equator\">equator</a>.\n",
      "</td></tr></tbody></table>\n"
     ]
    }
   ],
   "source": [
    "# Let's print the third table and check its content\n",
    "first_launch_table = html_tables[2]\n",
    "print(first_launch_table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should able to see the columns names embedded in the table header elements `<th>` as follows:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "<tr>\n",
    "<th scope=\"col\">Flight No.\n",
    "</th>\n",
    "<th scope=\"col\">Date and<br/>time (<a href=\"/wiki/Coordinated_Universal_Time\" title=\"Coordinated Universal Time\">UTC</a>)\n",
    "</th>\n",
    "<th scope=\"col\"><a href=\"/wiki/List_of_Falcon_9_first-stage_boosters\" title=\"List of Falcon 9 first-stage boosters\">Version,<br/>Booster</a> <sup class=\"reference\" id=\"cite_ref-booster_11-0\"><a href=\"#cite_note-booster-11\">[b]</a></sup>\n",
    "</th>\n",
    "<th scope=\"col\">Launch site\n",
    "</th>\n",
    "<th scope=\"col\">Payload<sup class=\"reference\" id=\"cite_ref-Dragon_12-0\"><a href=\"#cite_note-Dragon-12\">[c]</a></sup>\n",
    "</th>\n",
    "<th scope=\"col\">Payload mass\n",
    "</th>\n",
    "<th scope=\"col\">Orbit\n",
    "</th>\n",
    "<th scope=\"col\">Customer\n",
    "</th>\n",
    "<th scope=\"col\">Launch<br/>outcome\n",
    "</th>\n",
    "<th scope=\"col\"><a href=\"/wiki/Falcon_9_first-stage_landing_tests\" title=\"Falcon 9 first-stage landing tests\">Booster<br/>landing</a>\n",
    "</th></tr>\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we just need to iterate through the `<th>` elements and apply the provided `extract_column_from_header()` to extract column name one by one\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "column_names = []\n",
    "\n",
    "# Apply find_all() function with `th` element on first_launch_table\n",
    "# Iterate each th element and apply the provided extract_column_from_header() to get a column name\n",
    "# Append the Non-empty column name (`if name is not None and len(name) > 0`) into a list called column_names \n",
    "for row in first_launch_table.find_all(\"th\"): \n",
    "    name = extract_column_from_header(row) \n",
    "    if (name != None and len(name) > 0): \n",
    "        column_names.append(name)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the extracted column names\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Flight No.', 'Date and time ( )', 'Launch site', 'Payload', 'Payload mass', 'Orbit', 'Customer', 'Launch outcome']\n"
     ]
    }
   ],
   "source": [
    "print(column_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TASK 3: Create a data frame by parsing the launch HTML tables\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will create an empty dictionary with keys from the extracted column names in the previous task. Later, this dictionary will be converted into a Pandas dataframe\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "launch_dict= dict.fromkeys(column_names)\n",
    "\n",
    "# Remove an irrelvant column\n",
    "del launch_dict['Date and time ( )']\n",
    "\n",
    "# Let's initial the launch_dict with each value to be an empty list\n",
    "launch_dict['Flight No.'] = []\n",
    "launch_dict['Launch site'] = []\n",
    "launch_dict['Payload'] = []\n",
    "launch_dict['Payload mass'] = []\n",
    "launch_dict['Orbit'] = []\n",
    "launch_dict['Customer'] = []\n",
    "launch_dict['Launch outcome'] = []\n",
    "# Added some new columns\n",
    "launch_dict['Version Booster']=[]\n",
    "launch_dict['Booster landing']=[]\n",
    "launch_dict['Date']=[]\n",
    "launch_dict['Time']=[]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we just need to fill up the `launch_dict` with launch records extracted from table rows.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Usually, HTML tables in Wiki pages are likely to contain unexpected annotations and other types of noises, such as reference links `B0004.1[8]`, missing values `N/A [e]`, inconsistent formatting, etc.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To simplify the parsing process, we have provided an incomplete code snippet below to help you to fill up the `launch_dict`. Please complete the following code snippet with TODOs or you can choose to write your own logic to parse all launch tables:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "4 June 2010\n",
      "18:45\n",
      "F9 v1.0B0003.1\n",
      "CCAFS\n",
      "Dragon Spacecraft Qualification Unit\n",
      "Dragon Spacecraft Qualification Unit\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Failure\n",
      "2\n",
      "8 December 2010\n",
      "15:43\n",
      "F9 v1.0B0004.1\n",
      "CCAFS\n",
      "Dragon\n",
      "Dragon\n",
      "LEO\n",
      "NASA (COTS)\n",
      "NRO\n",
      "Success\n",
      "Failure\n",
      "3\n",
      "22 May 2012\n",
      "07:44\n",
      "F9 v1.0B0005.1\n",
      "CCAFS\n",
      "Dragon\n",
      "Dragon\n",
      "LEO\n",
      "NASA (COTS)\n",
      "Success\n",
      "No attempt\n",
      "\n",
      "4\n",
      "8 October 2012\n",
      "00:35\n",
      "F9 v1.0B0006.1\n",
      "CCAFS\n",
      "SpaceX CRS-1\n",
      "SpaceX CRS-1\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "5\n",
      "1 March 2013\n",
      "15:10\n",
      "F9 v1.0B0007.1\n",
      "CCAFS\n",
      "SpaceX CRS-2\n",
      "SpaceX CRS-2\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "\n",
      "6\n",
      "29 September 2013\n",
      "16:00\n",
      "F9 v1.1B1003\n",
      "VAFB\n",
      "CASSIOPE\n",
      "CASSIOPE\n",
      "Polar orbit\n",
      "MDA\n",
      "Success\n",
      "Uncontrolled\n",
      "7\n",
      "3 December 2013\n",
      "22:41\n",
      "F9 v1.1\n",
      "CCAFS\n",
      "SES-8\n",
      "SES-8\n",
      "GTO\n",
      "SES\n",
      "Success\n",
      "No attempt\n",
      "8\n",
      "6 January 2014\n",
      "22:06\n",
      "F9 v1.1\n",
      "CCAFS\n",
      "Thaicom 6\n",
      "Thaicom 6\n",
      "GTO\n",
      "Thaicom\n",
      "Success\n",
      "No attempt\n",
      "9\n",
      "18 April 2014\n",
      "19:25\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "SpaceX CRS-3\n",
      "SpaceX CRS-3\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Controlled\n",
      "10\n",
      "14 July 2014\n",
      "15:15\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "Orbcomm-OG2\n",
      "Orbcomm-OG2\n",
      "LEO\n",
      "Orbcomm\n",
      "Success\n",
      "Controlled\n",
      "11\n",
      "5 August 2014\n",
      "08:00\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "AsiaSat 8\n",
      "AsiaSat 8\n",
      "GTO\n",
      "AsiaSat\n",
      "Success\n",
      "No attempt\n",
      "12\n",
      "7 September 2014\n",
      "05:00\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "AsiaSat 6\n",
      "AsiaSat 6\n",
      "GTO\n",
      "AsiaSat\n",
      "Success\n",
      "No attempt\n",
      "\n",
      "13\n",
      "21 September 2014\n",
      "05:52\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "SpaceX CRS-4\n",
      "SpaceX CRS-4\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "Uncontrolled\n",
      "14\n",
      "10 January 2015\n",
      "09:47\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "SpaceX CRS-5\n",
      "SpaceX CRS-5\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "Failure \n",
      "15\n",
      "11 February 2015\n",
      "23:03\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "DSCOVR\n",
      "DSCOVR\n",
      "HEO\n",
      "USAF\n",
      "NASA\n",
      "NOAA\n",
      "Success\n",
      "\n",
      "Controlled\n",
      "16\n",
      "2 March 2015\n",
      "03:50\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "ABS-3A\n",
      "ABS-3A\n",
      "GTO\n",
      "ABS\n",
      "Eutelsat\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "17\n",
      "14 April 2015\n",
      "20:10\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "SpaceX CRS-6\n",
      "SpaceX CRS-6\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Failure\n",
      "18\n",
      "27 April 2015\n",
      "23:03\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "TürkmenÄlem 52°E / MonacoSAT\n",
      "TürkmenÄlem 52°E / MonacoSAT\n",
      "GTO\n",
      "Turkmenistan NationalSpace Agency[88]\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "19\n",
      "28 June 2015\n",
      "14:21\n",
      "F9 v1.1\n",
      "Cape Canaveral\n",
      "SpaceX CRS-7\n",
      "SpaceX CRS-7\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Failure\n",
      "Precluded\n",
      "20\n",
      "22 December 2015\n",
      "01:29\n",
      "F9 FT\n",
      "Cape Canaveral\n",
      "Orbcomm-OG2\n",
      "Orbcomm-OG2\n",
      "LEO\n",
      "Orbcomm\n",
      "Success\n",
      "\n",
      "Success\n",
      "21\n",
      "17 January 2016\n",
      "18:42\n",
      "F9 v1.1\n",
      "VAFB\n",
      "Jason-3\n",
      "Jason-3\n",
      "LEO\n",
      "NASA (LSP)\n",
      "NOAA\n",
      "CNES\n",
      "Success\n",
      "\n",
      "Failure\n",
      "22\n",
      "4 March 2016\n",
      "23:35\n",
      "F9 FT\n",
      "Cape Canaveral\n",
      "SES-9\n",
      "SES-9\n",
      "GTO\n",
      "SES\n",
      "Success\n",
      "\n",
      "Failure\n",
      "23\n",
      "8 April 2016\n",
      "20:43\n",
      "F9 FT\n",
      "Cape Canaveral\n",
      "SpaceX CRS-8\n",
      "SpaceX CRS-8\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "Success\n",
      "24\n",
      "6 May 2016\n",
      "05:21\n",
      "F9 FT\n",
      "Cape Canaveral\n",
      "JCSAT-14\n",
      "JCSAT-14\n",
      "GTO\n",
      "SKY Perfect JSAT Group\n",
      "Success\n",
      "\n",
      "Success\n",
      "25\n",
      "27 May 2016\n",
      "21:39\n",
      "F9 FT\n",
      "Cape Canaveral\n",
      "Thaicom 8\n",
      "Thaicom 8\n",
      "GTO\n",
      "Thaicom\n",
      "Success\n",
      "\n",
      "Success\n",
      "26\n",
      "15 June 2016\n",
      "14:29\n",
      "F9 FT\n",
      "Cape Canaveral\n",
      "ABS-2A\n",
      "ABS-2A\n",
      "GTO\n",
      "ABS\n",
      "Eutelsat\n",
      "Success\n",
      "\n",
      "Failure\n",
      "27\n",
      "18 July 2016\n",
      "04:45\n",
      "F9 FT\n",
      "Cape Canaveral\n",
      "SpaceX CRS-9\n",
      "SpaceX CRS-9\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "28\n",
      "14 August 2016\n",
      "05:26\n",
      "F9 FT\n",
      "Cape Canaveral\n",
      "JCSAT-16\n",
      "JCSAT-16\n",
      "GTO\n",
      "SKY Perfect JSAT Group\n",
      "Success\n",
      "\n",
      "Success\n",
      "29\n",
      "14 January 2017\n",
      "17:54\n",
      "F9 FT\n",
      "VAFB\n",
      "Iridium NEXT\n",
      "Iridium NEXT\n",
      "Polar\n",
      "Iridium Communications\n",
      "Success\n",
      "\n",
      "Success\n",
      "30\n",
      "19 February 2017\n",
      "14:39\n",
      "F9 FT\n",
      "KSC\n",
      "SpaceX CRS-10\n",
      "SpaceX CRS-10\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "31\n",
      "16 March 2017\n",
      "06:00\n",
      "F9 FT\n",
      "KSC\n",
      "EchoStar 23\n",
      "EchoStar 23\n",
      "GTO\n",
      "EchoStar\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "32\n",
      "30 March 2017\n",
      "22:27\n",
      "F9 FT♺\n",
      "KSC\n",
      "SES-10\n",
      "SES-10\n",
      "GTO\n",
      "SES\n",
      "Success\n",
      "Success\n",
      "33\n",
      "1 May 2017\n",
      "11:15\n",
      "F9 FT\n",
      "KSC\n",
      "NROL-76\n",
      "NROL-76\n",
      "LEO\n",
      "NRO\n",
      "Success\n",
      "\n",
      "Success\n",
      "34\n",
      "15 May 2017\n",
      "23:21\n",
      "F9 FT\n",
      "KSC\n",
      "Inmarsat-5 F4\n",
      "Inmarsat-5 F4\n",
      "GTO\n",
      "Inmarsat\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "35\n",
      "3 June 2017\n",
      "21:07\n",
      "F9 FT\n",
      "KSC\n",
      "SpaceX CRS-11\n",
      "SpaceX CRS-11\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "36\n",
      "23 June 2017\n",
      "19:10\n",
      "F9 FTB1029.2\n",
      "KSC\n",
      "BulgariaSat-1\n",
      "BulgariaSat-1\n",
      "GTO\n",
      "Bulsatcom\n",
      "Success\n",
      "\n",
      "Success\n",
      "37\n",
      "25 June 2017\n",
      "20:25\n",
      "F9 FT\n",
      "VAFB\n",
      "Iridium NEXT\n",
      "Iridium NEXT\n",
      "LEO\n",
      "Iridium Communications\n",
      "Success\n",
      "\n",
      "Success\n",
      "38\n",
      "5 July 2017\n",
      "23:38\n",
      "F9 FT\n",
      "KSC\n",
      "Intelsat 35e\n",
      "Intelsat 35e\n",
      "GTO\n",
      "Intelsat\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "39\n",
      "14 August 2017\n",
      "16:31\n",
      "F9 B4\n",
      "KSC\n",
      "SpaceX CRS-12\n",
      "SpaceX CRS-12\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "40\n",
      "24 August 2017\n",
      "18:51\n",
      "F9 FT\n",
      "VAFB\n",
      "Formosat-5\n",
      "Formosat-5\n",
      "SSO\n",
      "NSPO\n",
      "Success\n",
      "\n",
      "Success\n",
      "41\n",
      "7 September 2017\n",
      "14:00\n",
      "F9 B4\n",
      "KSC\n",
      "Boeing X-37B\n",
      "Boeing X-37B\n",
      "LEO\n",
      "USAF\n",
      "Success\n",
      "\n",
      "Success\n",
      "42\n",
      "9 October 2017\n",
      "12:37\n",
      "F9 B4\n",
      "VAFB\n",
      "Iridium NEXT\n",
      "Iridium NEXT\n",
      "Polar\n",
      "Iridium Communications\n",
      "Success\n",
      "\n",
      "Success\n",
      "43\n",
      "11 October 2017\n",
      "22:53:00\n",
      "F9 FTB1031.2\n",
      "KSC\n",
      "SES-11\n",
      "SES-11\n",
      "GTO\n",
      "SES S.A.\n",
      "EchoStar\n",
      "Success\n",
      "\n",
      "Success\n",
      "44\n",
      "30 October 2017\n",
      "19:34\n",
      "F9 B4\n",
      "KSC\n",
      "Koreasat 5A\n",
      "Koreasat 5A\n",
      "GTO\n",
      "KT Corporation\n",
      "Success\n",
      "\n",
      "Success\n",
      "45\n",
      "15 December 2017\n",
      "15:36\n",
      "F9 FTB1035.2\n",
      "Cape Canaveral\n",
      "SpaceX CRS-13\n",
      "SpaceX CRS-13\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "46\n",
      "23 December 2017\n",
      "01:27\n",
      "F9 FTB1036.2\n",
      "VAFB\n",
      "Iridium NEXT\n",
      "Iridium NEXT\n",
      "Polar\n",
      "Iridium Communications\n",
      "Success\n",
      "Controlled\n",
      "47\n",
      "8 January 2018\n",
      "01:00\n",
      "F9 B4\n",
      "CCAFS\n",
      "Zuma\n",
      "Zuma\n",
      "LEO\n",
      "Northrop Grumman [f][238]\n",
      "Success\n",
      "Success\n",
      "48\n",
      "31 January 2018\n",
      "21:25\n",
      "F9 FTB1032.2\n",
      "CCAFS\n",
      "GovSat-1\n",
      "GovSat-1\n",
      "GTO\n",
      "SES\n",
      "Success\n",
      "Controlled\n",
      "49\n",
      "22 February 2018\n",
      "14:17\n",
      "F9 FTB1038.2\n",
      "VAFB\n",
      "Paz\n",
      "Paz\n",
      "SSO\n",
      "Hisdesat\n",
      "exactEarth\n",
      "SpaceX\n",
      "Success\n",
      "No attempt\n",
      "50\n",
      "6 March 2018\n",
      "05:33\n",
      "F9 B4\n",
      "CCAFS\n",
      "Hispasat 30W-6\n",
      "Hispasat 30W-6\n",
      "GTO\n",
      "Hispasat[277]\n",
      "NovaWurks\n",
      "Success\n",
      "No attempt\n",
      "51\n",
      "30 March 2018\n",
      "14:14\n",
      "F9 B4B1041.2\n",
      "VAFB\n",
      "Iridium NEXT\n",
      "Iridium NEXT\n",
      "Polar\n",
      "Iridium Communications\n",
      "Success\n",
      "No attempt\n",
      "52\n",
      "2 April 2018\n",
      "20:30\n",
      "F9 B4B1039.2\n",
      "CCAFS\n",
      "SpaceX CRS-14\n",
      "SpaceX CRS-14\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "No attempt\n",
      "53\n",
      "18 April 2018\n",
      "22:51\n",
      "F9 B4\n",
      "CCAFS\n",
      "Transiting Exoplanet Survey Satellite\n",
      "Transiting Exoplanet Survey Satellite\n",
      "HEO\n",
      "NASA (LSP)\n",
      "Success\n",
      "Success\n",
      "54\n",
      "11 May 2018\n",
      "20:14\n",
      "F9 B5B1046.1\n",
      "KSC\n",
      "Bangabandhu-1\n",
      "Bangabandhu-1\n",
      "GTO\n",
      "Thales-Alenia / BTRC\n",
      "Success\n",
      "Success\n",
      "55\n",
      "22 May 2018\n",
      "19:47\n",
      "F9 B4B1043.2\n",
      "VAFB\n",
      "Iridium NEXT\n",
      "Iridium NEXT\n",
      "Polar\n",
      "Iridium Communications\n",
      "GFZ • NASA\n",
      "Success\n",
      "No attempt\n",
      "56\n",
      "4 June 2018\n",
      "04:45\n",
      "F9 B4B1040.2\n",
      "CCAFS\n",
      "SES-12\n",
      "SES-12\n",
      "GTO\n",
      "SES\n",
      "Success\n",
      "No attempt\n",
      "57\n",
      "29 June 2018\n",
      "09:42\n",
      "F9 B4B1045.2\n",
      "CCAFS\n",
      "SpaceX CRS-15\n",
      "SpaceX CRS-15\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "No attempt\n",
      "58\n",
      "22 July 2018\n",
      "05:50\n",
      "F9 B5\n",
      "CCAFS\n",
      "Telstar 19V\n",
      "Telstar 19V\n",
      "GTO\n",
      "Telesat\n",
      "Success\n",
      "Success\n",
      "59\n",
      "25 July 2018\n",
      "11:39\n",
      "F9 B5B1048\n",
      "VAFB\n",
      "Iridium NEXT\n",
      "Iridium NEXT\n",
      "Polar\n",
      "Iridium Communications\n",
      "Success\n",
      "Success\n",
      "60\n",
      "7 August 2018\n",
      "05:18\n",
      "F9 B5B1046.2\n",
      "CCAFS\n",
      "Merah Putih\n",
      "Merah Putih\n",
      "GTO\n",
      "Telkom Indonesia\n",
      "Success\n",
      "Success\n",
      "61\n",
      "10 September 2018\n",
      "04:45\n",
      "F9 B5\n",
      "CCAFS\n",
      "Telstar 18V\n",
      "Telstar 18V\n",
      "GTO\n",
      "Telesat\n",
      "Success\n",
      "Success\n",
      "62\n",
      "8 October 2018\n",
      "02:22\n",
      "F9 B5B1048.2\n",
      "VAFB\n",
      "SAOCOM 1A\n",
      "SAOCOM 1A\n",
      "SSO\n",
      "CONAE\n",
      "Success\n",
      "Success\n",
      "63\n",
      "15 November 2018\n",
      "20:46\n",
      "F9 B5B1047.2\n",
      "KSC\n",
      "Es'hail 2\n",
      "Es'hail 2\n",
      "GTO\n",
      "Es'hailSat\n",
      "Success\n",
      "Success\n",
      "64\n",
      "3 December 2018\n",
      "18:34:05\n",
      "F9 B5B1046.3\n",
      "VAFB\n",
      "SSO-A\n",
      "SSO-A\n",
      "SSO\n",
      "Spaceflight Industries\n",
      "Success\n",
      "Success\n",
      "65\n",
      "5 December 2018\n",
      "18:16\n",
      "F9 B5\n",
      "CCAFS\n",
      "SpaceX CRS-16\n",
      "SpaceX CRS-16\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Failure\n",
      "66\n",
      "23 December 2018\n",
      "13:51\n",
      "F9 B5\n",
      "CCAFS\n",
      "GPS III\n",
      "GPS III\n",
      "MEO\n",
      "USAF\n",
      "Success\n",
      "No attempt\n",
      "67\n",
      "11 January 2019\n",
      "15:31\n",
      "F9 B5B1049.2\n",
      "VAFB\n",
      "Iridium NEXT\n",
      "Iridium NEXT\n",
      "Polar\n",
      "Iridium Communications\n",
      "Success\n",
      "\n",
      "Success\n",
      "68\n",
      "22 February 2019\n",
      "01:45\n",
      "F9 B5B1048.3\n",
      "CCAFS\n",
      "Nusantara Satu\n",
      "Nusantara Satu\n",
      "GTO\n",
      "PSN\n",
      "SpaceIL / IAI\n",
      "Air Force Research\n",
      "Success\n",
      "\n",
      "Success\n",
      "69\n",
      "2 March 2019\n",
      "07:49\n",
      "F9 B5[268]\n",
      "KSC\n",
      "Crew Dragon Demo-1\n",
      "Crew Dragon Demo-1\n",
      "LEO\n",
      "NASA (CCD)\n",
      "Success\n",
      "\n",
      "Success\n",
      "70\n",
      "4 May 2019\n",
      "06:48\n",
      "F9 B5\n",
      "CCAFS\n",
      "SpaceX CRS-17\n",
      "SpaceX CRS-17\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "71\n",
      "24 May 2019\n",
      "02:30\n",
      "F9 B5B1049.3\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "72\n",
      "12 June 2019\n",
      "14:17\n",
      "F9 B5B1051.2\n",
      "VAFB\n",
      "RADARSAT Constellation\n",
      "RADARSAT Constellation\n",
      "SSO\n",
      "Canadian Space Agency (CSA)\n",
      "Success\n",
      "\n",
      "Success\n",
      "73\n",
      "25 July 2019\n",
      "22:01\n",
      "F9 B5B1056.2\n",
      "CCAFS\n",
      "SpaceX CRS-18\n",
      "SpaceX CRS-18\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "74\n",
      "6 August 2019\n",
      "23:23\n",
      "F9 B5B1047.3\n",
      "CCAFS\n",
      "AMOS-17\n",
      "AMOS-17\n",
      "GTO\n",
      "Spacecom\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "75\n",
      "11 November 2019\n",
      "14:56\n",
      "F9 B5\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "76\n",
      "5 December 2019\n",
      "17:29\n",
      "F9 B5\n",
      "CCAFS\n",
      "SpaceX CRS-19\n",
      "SpaceX CRS-19\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "77\n",
      "17 December 2019\n",
      "00:10\n",
      "F9 B5B1056.3\n",
      "CCAFS\n",
      "JCSat-18\n",
      "JCSat-18\n",
      "GTO\n",
      "Sky Perfect JSATKacific 1\n",
      "Success\n",
      "\n",
      "Success\n",
      "78\n",
      "7 January 2020\n",
      "02:19:21\n",
      "F9 B5\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "79\n",
      "19 January 2020\n",
      "15:30\n",
      "F9 B5\n",
      "KSC\n",
      "Crew Dragon in-flight abort test\n",
      "Crew Dragon in-flight abort test\n",
      "Sub-orbital\n",
      "NASA (CTS)[497]\n",
      "Success\n",
      "\n",
      "No attempt\n",
      "\n",
      "80\n",
      "29 January 2020\n",
      "14:07\n",
      "F9 B5\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "81\n",
      "17 February 2020\n",
      "15:05\n",
      "F9 B5\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Failure\n",
      "82\n",
      "7 March 2020\n",
      "04:50\n",
      "F9 B5\n",
      "CCAFS\n",
      "SpaceX CRS-20\n",
      "SpaceX CRS-20\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "83\n",
      "18 March 2020\n",
      "12:16\n",
      "F9 B5\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Failure\n",
      "84\n",
      "22 April 2020\n",
      "19:30\n",
      "F9 B5\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "85\n",
      "30 May 2020\n",
      "19:22\n",
      "F9 B5\n",
      "KSC\n",
      "Crew Dragon Demo-2\n",
      "Crew Dragon Demo-2\n",
      "LEO\n",
      "NASA (CCDev)\n",
      "Success\n",
      "\n",
      "Success\n",
      "86\n",
      "4 June 2020\n",
      "01:25\n",
      "F9 B5\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "87\n",
      "13 June 2020\n",
      "09:21\n",
      "F9 B5\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceXPlanet Labs\n",
      "Success\n",
      "\n",
      "Success\n",
      "88\n",
      "30 June 2020\n",
      "20:10:46\n",
      "F9 B5\n",
      "CCAFS\n",
      "GPS III\n",
      "GPS III\n",
      "MEO\n",
      "U.S. Space Force[530]\n",
      "Success\n",
      "\n",
      "Success\n",
      "89\n",
      "20 July 2020\n",
      "21:30\n",
      "F9 B5B1058.2\n",
      "CCAFS\n",
      "ANASIS-II\n",
      "ANASIS-II\n",
      "GTO\n",
      "Republic of Korea Army\n",
      "Success\n",
      "\n",
      "Success\n",
      "90\n",
      "7 August 2020\n",
      "05:12\n",
      "F9 B5\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceXSpaceflight Industries (BlackSky)\n",
      "Success\n",
      "\n",
      "Success\n",
      "91\n",
      "18 August 2020\n",
      "14:31\n",
      "F9 B5B1049.6\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceXPlanet Labs\n",
      "Success\n",
      "\n",
      "Success\n",
      "92\n",
      "30 August 2020\n",
      "23:18\n",
      "F9 B5\n",
      "CCAFS\n",
      "SAOCOM 1B\n",
      "SAOCOM 1B\n",
      "SSO\n",
      "CONAEPlanetIQTyvak\n",
      "Success\n",
      "\n",
      "Success\n",
      "93\n",
      "3 September 2020\n",
      "12:46:14\n",
      "F9 B5B1060.2\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "94\n",
      "6 October 2020\n",
      "11:29:34\n",
      "F9 B5B1058.3\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "95\n",
      "18 October 2020\n",
      "12:25:57\n",
      "F9 B5B1051.6\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "96\n",
      "24 October 2020\n",
      "15:31:34\n",
      "F9 B5\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "97\n",
      "5 November 2020\n",
      "23:24:23\n",
      "F9 B5\n",
      "CCAFS\n",
      "GPS III\n",
      "GPS III\n",
      "MEO\n",
      "USSF\n",
      "Success\n",
      "\n",
      "Success\n",
      "98\n",
      "16 November 2020\n",
      "00:27\n",
      "F9 B5\n",
      "KSC\n",
      "Crew-1\n",
      "Crew-1\n",
      "LEO\n",
      "NASA (CCP)[497]\n",
      "Success\n",
      "\n",
      "Success\n",
      "99\n",
      "21 November 2020\n",
      "17:17:08\n",
      "F9 B5\n",
      "VAFB\n",
      "Sentinel-6 Michael Freilich (Jason-CS A)\n",
      "Sentinel-6 Michael Freilich (Jason-CS A)\n",
      "LEO\n",
      "NASA / NOAA / ESA / EUMETSAT\n",
      "Success\n",
      "\n",
      "Success\n",
      "100\n",
      "25 November 2020\n",
      "02:13\n",
      "F9 B5 ♺\n",
      "CCAFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "101\n",
      "6 December 2020\n",
      "16:17:08\n",
      "F9 B5 ♺\n",
      "KSC\n",
      "SpaceX CRS-21\n",
      "SpaceX CRS-21\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "102\n",
      "13 December 2020\n",
      "17:30:00\n",
      "F9 B5 ♺\n",
      "CCSFS\n",
      "SXM-7\n",
      "SXM-7\n",
      "GTO\n",
      "Sirius XM\n",
      "Success\n",
      "\n",
      "Success\n",
      "103\n",
      "19 December 2020\n",
      "14:00:00\n",
      "F9 B5 ♺\n",
      "KSC\n",
      "NROL-108\n",
      "NROL-108\n",
      "LEO\n",
      "NRO\n",
      "Success\n",
      "\n",
      "Success\n",
      "104\n",
      "8 January 2021\n",
      "02:15\n",
      "F9 B5\n",
      "CCSFS\n",
      "Türksat 5A\n",
      "Türksat 5A\n",
      "GTO\n",
      "Türksat\n",
      "Success\n",
      "\n",
      "Success\n",
      "105\n",
      "20 January 2021\n",
      "13:02\n",
      "F9 B5B1051.8\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "106\n",
      "24 January 2021\n",
      "15:00\n",
      "F9 B5B1058.5\n",
      "CCSFS\n",
      "Transporter-1\n",
      "Transporter-1\n",
      "SSO\n",
      "Various\n",
      "Success\n",
      "\n",
      "Success\n",
      "107\n",
      "4 February 2021\n",
      "06:19\n",
      "F9 B5 ♺\n",
      "CCSFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "108\n",
      "16 February 2021\n",
      "03:59:37\n",
      "F9 B5 ♺\n",
      "CCSFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Failure\n",
      "109\n",
      "4 March 2021\n",
      "08:24\n",
      "F9 B5 ♺\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "110\n",
      "11 March 2021\n",
      "08:13:29\n",
      "F9 B5 ♺\n",
      "CCSFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "111\n",
      "14 March 2021\n",
      "10:01\n",
      "F9 B5 ♺\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "112\n",
      "24 March 2021\n",
      "08:28\n",
      "F9 B5B1060.6\n",
      "CCSFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "113\n",
      "7 April 2021\n",
      "16:34\n",
      "F9 B5 ♺\n",
      "CCSFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "114\n",
      "23 April 2021\n",
      "9:49\n",
      "F9 B5B1061.2\n",
      "KSC\n",
      "Crew-2\n",
      "Crew-2\n",
      "LEO\n",
      "NASA (CTS)[497]\n",
      "Success\n",
      "\n",
      "Success\n",
      "115\n",
      "29 April 2021\n",
      "03:44\n",
      "F9 B5B1060.7\n",
      "CCSFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "116\n",
      "4 May 2021\n",
      "19:01\n",
      "F9 B5B1049.9\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "117\n",
      "9 May 2021\n",
      "06:42\n",
      "F9 B5B1051.10\n",
      "CCSFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "118\n",
      "15 May 2021\n",
      "22:56\n",
      "F9 B5B1058.8\n",
      "KSC\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX Capella Space and Tyvak\n",
      "Success\n",
      "\n",
      "Success\n",
      "119\n",
      "26 May 2021\n",
      "18:59\n",
      "F9 B5B1063.2\n",
      "CCSFS\n",
      "Starlink\n",
      "Starlink\n",
      "LEO\n",
      "SpaceX\n",
      "Success\n",
      "\n",
      "Success\n",
      "120\n",
      "3 June 2021\n",
      "17:29\n",
      "F9 B5B1067.1\n",
      "KSC\n",
      "SpaceX CRS-22\n",
      "SpaceX CRS-22\n",
      "LEO\n",
      "NASA (CRS)\n",
      "Success\n",
      "\n",
      "Success\n",
      "121\n",
      "6 June 2021\n",
      "04:26\n",
      "F9 B5\n",
      "CCSFS\n",
      "SXM-8\n",
      "SXM-8\n",
      "GTO\n",
      "Sirius XM\n",
      "Success\n",
      "\n",
      "Success\n"
     ]
    }
   ],
   "source": [
    "extracted_row = 0\n",
    "#Extract each table \n",
    "for table_number,table in enumerate(soup.find_all('table',\"wikitable plainrowheaders collapsible\")):\n",
    "   # get table row \n",
    "    for rows in table.find_all(\"tr\"):\n",
    "        #check to see if first table heading is as number corresponding to launch a number \n",
    "        if rows.th:\n",
    "            if rows.th.string:\n",
    "                flight_number=rows.th.string.strip()\n",
    "                flag=flight_number.isdigit()\n",
    "        else:\n",
    "            flag=False\n",
    "        #get table element \n",
    "        row=rows.find_all('td')\n",
    "        #if it is number save cells in a dictonary \n",
    "        if flag:\n",
    "            extracted_row += 1\n",
    "            # Flight Number value\n",
    "            # TODO: Append the flight_number into launch_dict with key `Flight No.` \n",
    "            launch_dict[\"Flight No.\"].append(flight_number)\n",
    "            print(flight_number)\n",
    "            datatimelist=date_time(row[0])\n",
    "            \n",
    "            # Date value\n",
    "            # TODO: Append the date into launch_dict with key `Date`\n",
    "            date = datatimelist[0].strip(',') \n",
    "            launch_dict[\"Date\"].append(date)\n",
    "            print(date)\n",
    "            \n",
    "            # Time value\n",
    "            # TODO: Append the time into launch_dict with key `Time`\n",
    "            time = datatimelist[1] \n",
    "            launch_dict[\"Time\"].append(time)\n",
    "            print(time)\n",
    "              \n",
    "            # Booster version\n",
    "            # TODO: Append the bv into launch_dict with key `Version Booster`\n",
    "            bv=booster_version(row[1])\n",
    "            if not(bv):\n",
    "                bv=row[1].a.string\n",
    "                launch_dict[\"Version Booster\"].append(bv)\n",
    "            print(bv)\n",
    "            \n",
    "            # Launch Site\n",
    "            # TODO: Append the bv into launch_dict with key `Launch Site`\n",
    "            launch_site = row[2].a.string \n",
    "            launch_dict[\"Launch site\"].append(launch_site) \n",
    "            print(launch_site)\n",
    "            \n",
    "            # Payload\n",
    "            # TODO: Append the payload into launch_dict with key `Payload`\n",
    "            payload = row[3].a.string \n",
    "            launch_dict[\"Payload\"].append(payload)\n",
    "            print(payload)\n",
    "            \n",
    "            # Payload Mass\n",
    "            # TODO: Append the payload_mass into launch_dict with key `Payload mass`\n",
    "            payload_mass = get_mass(row[4]) \n",
    "            launch_dict[\"Payload mass\"].append(payload_mass)\n",
    "            print(payload)\n",
    "                  \n",
    "            \n",
    "            # Orbit\n",
    "            # TODO: Append the orbit into launch_dict with key `Orbit`\n",
    "            orbit = row[5].a.string\n",
    "            launch_dict[\"Orbit\"].append(orbit)\n",
    "            print(orbit)\n",
    "            \n",
    "            # Customer\n",
    "            # TODO: Append the customer into launch_dict with key `Customer`\n",
    "            customer = row[6].text.strip() \n",
    "            launch_dict[\"Customer\"].append(customer)\n",
    "            print(customer)\n",
    "            \n",
    "            # Launch outcome\n",
    "            # TODO: Append the launch_outcome into launch_dict with key `Launch outcome`\n",
    "            launch_outcome = list(row[7].strings)[0] \n",
    "            launch_dict[\"Launch outcome\"].append(launch_outcome)\n",
    "            print(launch_outcome)\n",
    "            \n",
    "            # Booster landing\n",
    "            # TODO: Append the launch_outcome into launch_dict with key `Booster landing`\n",
    "            booster_landing = landing_status(row[8]) \n",
    "            launch_dict[\"Booster landing\"].append(booster_landing)\n",
    "            print(booster_landing)\n",
    "            "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After you have fill in the parsed launch record values into `launch_dict`, you can create a dataframe from it.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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 No.</th>\n",
       "      <th>Launch site</th>\n",
       "      <th>Payload</th>\n",
       "      <th>Payload mass</th>\n",
       "      <th>Orbit</th>\n",
       "      <th>Customer</th>\n",
       "      <th>Launch outcome</th>\n",
       "      <th>Version Booster</th>\n",
       "      <th>Booster landing</th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>CCAFS</td>\n",
       "      <td>Dragon Spacecraft Qualification Unit</td>\n",
       "      <td>0</td>\n",
       "      <td>LEO</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>Success\\n</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>Failure</td>\n",
       "      <td>4 June 2010</td>\n",
       "      <td>18:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CCAFS</td>\n",
       "      <td>Dragon Spacecraft Qualification Unit</td>\n",
       "      <td>0</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Success</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>Failure</td>\n",
       "      <td>4 June 2010</td>\n",
       "      <td>18:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>CCAFS</td>\n",
       "      <td>Dragon Spacecraft Qualification Unit</td>\n",
       "      <td>525 kg</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Success</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>No attempt\\n</td>\n",
       "      <td>4 June 2010</td>\n",
       "      <td>18:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>CCAFS</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>4,700 kg</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Success\\n</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>No attempt</td>\n",
       "      <td>8 December 2010</td>\n",
       "      <td>15:43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3</td>\n",
       "      <td>CCAFS</td>\n",
       "      <td>Dragon</td>\n",
       "      <td>4,877 kg</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA</td>\n",
       "      <td>Success\\n</td>\n",
       "      <td>F9 v1.1</td>\n",
       "      <td>No attempt\\n</td>\n",
       "      <td>22 May 2012</td>\n",
       "      <td>07:44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>117</td>\n",
       "      <td>CCSFS</td>\n",
       "      <td>Starlink</td>\n",
       "      <td>15,600 kg</td>\n",
       "      <td>LEO</td>\n",
       "      <td>NASA (CRS)</td>\n",
       "      <td>Success\\n</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Success</td>\n",
       "      <td>9 May 2021</td>\n",
       "      <td>06:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>118</td>\n",
       "      <td>KSC</td>\n",
       "      <td>Starlink</td>\n",
       "      <td>3,328 kg</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Sirius XM</td>\n",
       "      <td>Success\\n</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Success</td>\n",
       "      <td>15 May 2021</td>\n",
       "      <td>22:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>119</td>\n",
       "      <td>CCSFS</td>\n",
       "      <td>Starlink</td>\n",
       "      <td>7,000 kg</td>\n",
       "      <td>GTO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26 May 2021</td>\n",
       "      <td>18:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>120</td>\n",
       "      <td>KSC</td>\n",
       "      <td>SpaceX CRS-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3 June 2021</td>\n",
       "      <td>17:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>121</td>\n",
       "      <td>CCSFS</td>\n",
       "      <td>SXM-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6 June 2021</td>\n",
       "      <td>04:26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>229 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Flight No. Launch site                               Payload Payload mass  \\\n",
       "0            1       CCAFS  Dragon Spacecraft Qualification Unit            0   \n",
       "1            1       CCAFS  Dragon Spacecraft Qualification Unit            0   \n",
       "2            1       CCAFS  Dragon Spacecraft Qualification Unit       525 kg   \n",
       "3            2       CCAFS                                Dragon     4,700 kg   \n",
       "4            3       CCAFS                                Dragon     4,877 kg   \n",
       "..         ...         ...                                   ...          ...   \n",
       "224        117       CCSFS                              Starlink    15,600 kg   \n",
       "225        118         KSC                              Starlink     3,328 kg   \n",
       "226        119       CCSFS                              Starlink     7,000 kg   \n",
       "227        120         KSC                         SpaceX CRS-22          NaN   \n",
       "228        121       CCSFS                                 SXM-8          NaN   \n",
       "\n",
       "    Orbit    Customer Launch outcome Version Booster Booster landing  \\\n",
       "0     LEO      SpaceX      Success\\n         F9 v1.1         Failure   \n",
       "1     LEO        NASA        Success         F9 v1.1         Failure   \n",
       "2     LEO        NASA        Success         F9 v1.1    No attempt\\n   \n",
       "3     LEO        NASA      Success\\n         F9 v1.1      No attempt   \n",
       "4     LEO        NASA      Success\\n         F9 v1.1    No attempt\\n   \n",
       "..    ...         ...            ...             ...             ...   \n",
       "224   LEO  NASA (CRS)      Success\\n             NaN         Success   \n",
       "225   LEO   Sirius XM      Success\\n             NaN         Success   \n",
       "226   GTO         NaN            NaN             NaN             NaN   \n",
       "227   NaN         NaN            NaN             NaN             NaN   \n",
       "228   NaN         NaN            NaN             NaN             NaN   \n",
       "\n",
       "                Date   Time  \n",
       "0        4 June 2010  18:45  \n",
       "1        4 June 2010  18:45  \n",
       "2        4 June 2010  18:45  \n",
       "3    8 December 2010  15:43  \n",
       "4        22 May 2012  07:44  \n",
       "..               ...    ...  \n",
       "224       9 May 2021  06:42  \n",
       "225      15 May 2021  22:56  \n",
       "226      26 May 2021  18:59  \n",
       "227      3 June 2021  17:29  \n",
       "228      6 June 2021  04:26  \n",
       "\n",
       "[229 rows x 11 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df= pd.DataFrame({ key:pd.Series(value) for key, value in launch_dict.items() }) \n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now export it to a <b>CSV</b> for the next section, but to make the answers consistent and in case you have difficulties finishing this lab. \n",
    "\n",
    "Following labs will be using a provided dataset to make each lab independent. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('spacex_web_scraped.csv', index=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Authors\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://www.linkedin.com/in/yan-luo-96288783/\">Yan Luo</a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://www.linkedin.com/in/nayefaboutayoun/\">Nayef Abou Tayoun</a>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change Log\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| Date (YYYY-MM-DD) | Version | Changed By | Change Description      |\n",
    "| ----------------- | ------- | ---------- | ----------------------- |\n",
    "| 2021-06-09        | 1.0     | Yan Luo    | Tasks updates           |\n",
    "| 2020-11-10        | 1.0     | Nayef      | Created the initial version |\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright © 2021 IBM Corporation. All rights reserved.\n"
   ]
  }
 ],
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