SpaceXDataCollectionap.ipynb

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    "# Requests allows us to make HTTP requests which we will use to get data from an API\n",
    "import requests\n",
    "# Pandas is a software library written for the Python programming language for data manipulation and analysis.\n",
    "import pandas as pd\n",
    "# NumPy is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays\n",
    "import numpy as np\n",
    "# Datetime is a library that allows us to represent dates\n",
    "import datetime\n",
    "\n",
    "# Setting this option will print all collumns of a dataframe\n",
    "pd.set_option('display.max_columns', None)\n",
    "# Setting this option will print all of the data in a feature\n",
    "pd.set_option('display.max_colwidth', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "56674500-07c4-4c5f-95e4-5bf4a0297abd",
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   "source": [
    "##From the rocket column we would like to learn the booster name.\n",
    "\n",
    "# Takes the dataset and uses the rocket column to call the API and append the data to the list\n",
    "def getBoosterVersion(data):\n",
    "    for x in data['rocket']:\n",
    "        response = requests.get(\"https://api.spacexdata.com/v4/rockets/\"+str(x)).json()\n",
    "        BoosterVersion.append(response['name'])\n",
    "##From the launchpad we would like to know the name of the launch site being used, the logitude, and the latitude.\n",
    "\n",
    "# Takes the dataset and uses the launchpad column to call the API and append the data to the list\n",
    "def getLaunchSite(data):\n",
    "    for x in data['launchpad']:\n",
    "        response = requests.get(\"https://api.spacexdata.com/v4/launchpads/\"+str(x)).json()\n",
    "        Longitude.append(response['longitude'])\n",
    "        Latitude.append(response['latitude'])\n",
    "        LaunchSite.append(response['name'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "164636d5-ea09-4c6f-b291-01da843cc55c",
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   "outputs": [],
   "source": [
    "##From the payload we would like to learn the mass of the payload and the orbit that it is going to.\n",
    "\n",
    "# Takes the dataset and uses the payloads column to call the API and append the data to the lists\n",
    "def getPayloadData(data):\n",
    "    for load in data['payloads']:\n",
    "        response = requests.get(\"https://api.spacexdata.com/v4/payloads/\"+load).json()\n",
    "        PayloadMass.append(response['mass_kg'])\n",
    "        Orbit.append(response['orbit'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ba5f6be9-c705-4769-9501-ca222e2eee66",
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   "outputs": [],
   "source": [
    "# Takes the dataset and uses the cores column to call the API and append the data to the lists\n",
    "def getCoreData(data):\n",
    "    for core in data['cores']:\n",
    "            if core['core'] != None:\n",
    "                response = requests.get(\"https://api.spacexdata.com/v4/cores/\"+core['core']).json()\n",
    "                Block.append(response['block'])\n",
    "                ReusedCount.append(response['reuse_count'])\n",
    "                Serial.append(response['serial'])\n",
    "            else:\n",
    "                Block.append(None)\n",
    "                ReusedCount.append(None)\n",
    "                Serial.append(None)\n",
    "            Outcome.append(str(core['landing_success'])+' '+str(core['landing_type']))\n",
    "            Flights.append(core['flight'])\n",
    "            GridFins.append(core['gridfins'])\n",
    "            Reused.append(core['reused'])\n",
    "            Legs.append(core['legs'])\n",
    "            LandingPad.append(core['landpad'])# Takes the dataset and uses the cores column to call the API and append the data to the lists\n"
   ]
  },
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   "execution_count": 6,
   "id": "8f46cd25-c5ca-4b8a-b7ac-47e43e532167",
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    {
     "name": "stdout",
     "output_type": "stream",
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9 launches to sun-synchronous polar orbit from Florida as part of CSG-2 Mission. The mission lifts off from SLC-40, Cape Canaveral on a southward azimuth and performs a dogleg maneuver. The booster for this mission is expected to return to LZ-1 based on FCC communications filings\",\"crew\":[],\"ships\":[],\"capsules\":[],\"payloads\":[\"6161d3a06db1a92bfba8535a\"],\"launchpad\":\"5e9e4501f509094ba4566f84\",\"flight_number\":147,\"name\":\"CSG-2\",\"date_utc\":\"2022-01-31T23:11:12.000Z\",\"date_unix\":1643670672,\"date_local\":\"2022-01-31T18:11:12-05:00\",\"date_precision\":\"hour\",\"upcoming\":false,\"cores\":[{\"core\":\"5e9e28a6f359183c413b265d\",\"flight\":3,\"gridfins\":true,\"legs\":true,\"reused\":true,\"landing_attempt\":true,\"landing_success\":true,\"landing_type\":\"RTLS\",\"landpad\":\"5e9e3032383ecb267a34e7c7\"}],\"auto_update\":false,\"tbd\":false,\"launch_library_id\":\"23229c2b-abb7-4b94-b624-981a9adc88d2\",\"id\":\"6161d32d6db1a92bfba85359\"},{\"fairings\":{\"reused\":null,\"recovery_attempt\":null,\"recovered\":null,\"ships\":[]},\"links\":{\"patch\":{\"small\":\"https://i.imgur.com/ISOB8Ny.png\",\"large\":\"https://i.imgur.com/PxsC9UW.png\"},\"reddit\":{\"campaign\":null,\"launch\":\"https://www.reddit.com/r/spacex/comments/si3o0y/rspacex_nrol87_launch_discussion_and_updates/\",\"media\":null,\"recovery\":null},\"flickr\":{\"small\":[],\"original\":[]},\"presskit\":null,\"webcast\":\"https://youtu.be/bVk8XyjhTKo\",\"youtube_id\":\"bVk8XyjhTKo\",\"article\":null,\"wikipedia\":null},\"static_fire_date_utc\":null,\"static_fire_date_unix\":null,\"net\":false,\"window\":null,\"rocket\":\"5e9d0d95eda69973a809d1ec\",\"success\":true,\"failures\":[],\"details\":null,\"crew\":[],\"ships\":[],\"capsules\":[],\"payloads\":[\"6175aaacefa4314085aa9c56\"],\"launchpad\":\"5e9e4502f509092b78566f87\",\"flight_number\":148,\"name\":\"NROL-87\",\"date_utc\":\"2022-02-02T20:18:00.000Z\",\"date_unix\":1643833080,\"date_local\":\"2022-02-02T12:18:00-08:00\",\"date_precision\":\"hour\",\"upcoming\":false,\"cores\":[{\"core\":\"61fae5947aa67176fe3e0e1e\",\"flight\":1,\"gridfins\":true,\"legs\":true,\"reused\":false,\"landing_attempt\":true,\"landing_success\":true,\"landing_type\":\"RTLS\",\"landpad\":\"5e9e3032383ecb554034e7c9\"}],\"auto_update\":true,\"tbd\":false,\"launch_library_id\":\"2e650790-ff3e-434a-b028-a6a1a13cfc94\",\"id\":\"607a34e35a906a44023e085e\"},{\"fairings\":{\"reused\":null,\"recovery_attempt\":null,\"recovered\":null,\"ships\":[]},\"links\":{\"patch\":{\"small\":\"https://imgur.com/BrW201S.png\",\"large\":\"https://imgur.com/573IfGk.png\"},\"reddit\":{\"campaign\":\"https://www.reddit.com/r/spacex/comments/jhu37i/starlink_general_discussion_and_deployment_thread/\",\"launch\":\"https://www.reddit.com/r/spacex/comments/sfr8l0/rspacex_starlink_47_launch_discussion_and_updates/\",\"media\":null,\"recovery\":\"https://www.reddit.com/r/spacex/comments/k2ts1q/rspacex_fleet_updates_discussion_thread/\"},\"flickr\":{\"small\":[],\"original\":[]},\"presskit\":null,\"webcast\":\"https://youtu.be/UY3fZ6PwuUY\",\"youtube_id\":\"UY3fZ6PwuUY\",\"article\":null,\"wikipedia\":\"https://en.wikipedia.org/wiki/Starlink\"},\"static_fire_date_utc\":null,\"static_fire_date_unix\":null,\"net\":false,\"window\":null,\"rocket\":\"5e9d0d95eda69973a809d1ec\",\"success\":true,\"failures\":[],\"details\":null,\"crew\":[],\"ships\":[],\"capsules\":[],\"payloads\":[\"61e05520be8d8b66799018d5\"],\"launchpad\":\"5e9e4502f509094188566f88\",\"flight_number\":149,\"name\":\"Starlink 4-7 (v1.5)\",\"date_utc\":\"2022-02-03T18:13:00.000Z\",\"date_unix\":1643911980,\"date_local\":\"2022-02-03T13:13:00-05:00\",\"date_precision\":\"hour\",\"upcoming\":false,\"cores\":[{\"core\":\"5f57c53d0622a6330279009f\",\"flight\":6,\"gridfins\":true,\"legs\":true,\"reused\":true,\"landing_attempt\":true,\"landing_success\":true,\"landing_type\":\"ASDS\",\"landpad\":\"5e9e3033383ecb075134e7cd\"}],\"auto_update\":true,\"tbd\":false,\"launch_library_id\":\"de39dd1a-0f72-4afd-a6b9-1b848b246071\",\"id\":\"61e048ffbe8d8b66799018d1\"}]'\n"
     ]
    }
   ],
   "source": [
    "spacex_url=\"https://api.spacexdata.com/v4/launches/past\"\n",
    "response = requests.get(spacex_url)\n",
    "##Checking the content of the response:\n",
    "\n",
    "print(response.content)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "583ea351-e657-4300-abdb-be0a5f34d18c",
   "metadata": {},
   "source": [
    "Task 1: Request and parse the SpaceX launch data using the GET request"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5df09cbd-d5e1-42db-8a8f-985acb9c04ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "static_json_url='https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBM-DS0321EN-SkillsNetwork/datasets/API_call_spacex_api.json'\n",
    "response.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "17c1a74a-ef14-4996-81ed-9d6e0913c333",
   "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>static_fire_date_utc</th>\n",
       "      <th>static_fire_date_unix</th>\n",
       "      <th>net</th>\n",
       "      <th>window</th>\n",
       "      <th>rocket</th>\n",
       "      <th>success</th>\n",
       "      <th>failures</th>\n",
       "      <th>details</th>\n",
       "      <th>crew</th>\n",
       "      <th>ships</th>\n",
       "      <th>capsules</th>\n",
       "      <th>payloads</th>\n",
       "      <th>launchpad</th>\n",
       "      <th>flight_number</th>\n",
       "      <th>name</th>\n",
       "      <th>date_utc</th>\n",
       "      <th>date_unix</th>\n",
       "      <th>date_local</th>\n",
       "      <th>date_precision</th>\n",
       "      <th>upcoming</th>\n",
       "      <th>cores</th>\n",
       "      <th>auto_update</th>\n",
       "      <th>tbd</th>\n",
       "      <th>launch_library_id</th>\n",
       "      <th>id</th>\n",
       "      <th>fairings.reused</th>\n",
       "      <th>fairings.recovery_attempt</th>\n",
       "      <th>fairings.recovered</th>\n",
       "      <th>fairings.ships</th>\n",
       "      <th>links.patch.small</th>\n",
       "      <th>links.patch.large</th>\n",
       "      <th>links.reddit.campaign</th>\n",
       "      <th>links.reddit.launch</th>\n",
       "      <th>links.reddit.media</th>\n",
       "      <th>links.reddit.recovery</th>\n",
       "      <th>links.flickr.small</th>\n",
       "      <th>links.flickr.original</th>\n",
       "      <th>links.presskit</th>\n",
       "      <th>links.webcast</th>\n",
       "      <th>links.youtube_id</th>\n",
       "      <th>links.article</th>\n",
       "      <th>links.wikipedia</th>\n",
       "      <th>fairings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006-03-17T00:00:00.000Z</td>\n",
       "      <td>1.142554e+09</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5e9d0d95eda69955f709d1eb</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'time': 33, 'altitude': None, 'reason': 'merlin engine failure'}]</td>\n",
       "      <td>Engine failure at 33 seconds and loss of vehicle</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[5eb0e4b5b6c3bb0006eeb1e1]</td>\n",
       "      <td>5e9e4502f5090995de566f86</td>\n",
       "      <td>1</td>\n",
       "      <td>FalconSat</td>\n",
       "      <td>2006-03-24T22:30:00.000Z</td>\n",
       "      <td>1143239400</td>\n",
       "      <td>2006-03-25T10:30:00+12:00</td>\n",
       "      <td>hour</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'core': '5e9e289df35918033d3b2623', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>5eb87cd9ffd86e000604b32a</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://images2.imgbox.com/3c/0e/T8iJcSN3_o.png</td>\n",
       "      <td>https://images2.imgbox.com/40/e3/GypSkayF_o.png</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>https://www.youtube.com/watch?v=0a_00nJ_Y88</td>\n",
       "      <td>0a_00nJ_Y88</td>\n",
       "      <td>https://www.space.com/2196-spacex-inaugural-falcon-1-rocket-lost-launch.html</td>\n",
       "      <td>https://en.wikipedia.org/wiki/DemoSat</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5e9d0d95eda69955f709d1eb</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'time': 301, 'altitude': 289, 'reason': 'harmonic oscillation leading to premature engine shutdown'}]</td>\n",
       "      <td>Successful first stage burn and transition to second stage, maximum altitude 289 km, Premature engine shutdown at T+7 min 30 s, Failed to reach orbit, Failed to recover first stage</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[5eb0e4b6b6c3bb0006eeb1e2]</td>\n",
       "      <td>5e9e4502f5090995de566f86</td>\n",
       "      <td>2</td>\n",
       "      <td>DemoSat</td>\n",
       "      <td>2007-03-21T01:10:00.000Z</td>\n",
       "      <td>1174439400</td>\n",
       "      <td>2007-03-21T13:10:00+12:00</td>\n",
       "      <td>hour</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'core': '5e9e289ef35918416a3b2624', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>5eb87cdaffd86e000604b32b</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://images2.imgbox.com/4f/e3/I0lkuJ2e_o.png</td>\n",
       "      <td>https://images2.imgbox.com/be/e7/iNqsqVYM_o.png</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>https://www.youtube.com/watch?v=Lk4zQ2wP-Nc</td>\n",
       "      <td>Lk4zQ2wP-Nc</td>\n",
       "      <td>https://www.space.com/3590-spacex-falcon-1-rocket-fails-reach-orbit.html</td>\n",
       "      <td>https://en.wikipedia.org/wiki/DemoSat</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5e9d0d95eda69955f709d1eb</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'time': 140, 'altitude': 35, 'reason': 'residual stage-1 thrust led to collision between stage 1 and stage 2'}]</td>\n",
       "      <td>Residual stage 1 thrust led to collision between stage 1 and stage 2</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[5eb0e4b6b6c3bb0006eeb1e3, 5eb0e4b6b6c3bb0006eeb1e4]</td>\n",
       "      <td>5e9e4502f5090995de566f86</td>\n",
       "      <td>3</td>\n",
       "      <td>Trailblazer</td>\n",
       "      <td>2008-08-03T03:34:00.000Z</td>\n",
       "      <td>1217734440</td>\n",
       "      <td>2008-08-03T15:34:00+12:00</td>\n",
       "      <td>hour</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'core': '5e9e289ef3591814873b2625', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>5eb87cdbffd86e000604b32c</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://images2.imgbox.com/3d/86/cnu0pan8_o.png</td>\n",
       "      <td>https://images2.imgbox.com/4b/bd/d8UxLh4q_o.png</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>https://www.youtube.com/watch?v=v0w9p3U8860</td>\n",
       "      <td>v0w9p3U8860</td>\n",
       "      <td>http://www.spacex.com/news/2013/02/11/falcon-1-flight-3-mission-summary</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Trailblazer_(satellite)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2008-09-20T00:00:00.000Z</td>\n",
       "      <td>1.221869e+09</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5e9d0d95eda69955f709d1eb</td>\n",
       "      <td>True</td>\n",
       "      <td>[]</td>\n",
       "      <td>Ratsat was carried to orbit on the first successful orbital launch of any privately funded and developed, liquid-propelled carrier rocket, the SpaceX Falcon 1</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[5eb0e4b7b6c3bb0006eeb1e5]</td>\n",
       "      <td>5e9e4502f5090995de566f86</td>\n",
       "      <td>4</td>\n",
       "      <td>RatSat</td>\n",
       "      <td>2008-09-28T23:15:00.000Z</td>\n",
       "      <td>1222643700</td>\n",
       "      <td>2008-09-28T11:15:00+12:00</td>\n",
       "      <td>hour</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'core': '5e9e289ef3591855dc3b2626', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>5eb87cdbffd86e000604b32d</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://images2.imgbox.com/e9/c9/T8CfiSYb_o.png</td>\n",
       "      <td>https://images2.imgbox.com/e0/a7/FNjvKlXW_o.png</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>https://www.youtube.com/watch?v=dLQ2tZEH6G0</td>\n",
       "      <td>dLQ2tZEH6G0</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Ratsat</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Ratsat</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5e9d0d95eda69955f709d1eb</td>\n",
       "      <td>True</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[5eb0e4b7b6c3bb0006eeb1e6]</td>\n",
       "      <td>5e9e4502f5090995de566f86</td>\n",
       "      <td>5</td>\n",
       "      <td>RazakSat</td>\n",
       "      <td>2009-07-13T03:35:00.000Z</td>\n",
       "      <td>1247456100</td>\n",
       "      <td>2009-07-13T15:35:00+12:00</td>\n",
       "      <td>hour</td>\n",
       "      <td>False</td>\n",
       "      <td>[{'core': '5e9e289ef359184f103b2627', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>5eb87cdcffd86e000604b32e</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>https://images2.imgbox.com/a7/ba/NBZSw3Ho_o.png</td>\n",
       "      <td>https://images2.imgbox.com/8d/fc/0qdZMWWx_o.png</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>http://www.spacex.com/press/2012/12/19/spacexs-falcon-1-successfully-delivers-razaksat-satellite-orbit</td>\n",
       "      <td>https://www.youtube.com/watch?v=yTaIDooc8Og</td>\n",
       "      <td>yTaIDooc8Og</td>\n",
       "      <td>http://www.spacex.com/news/2013/02/12/falcon-1-flight-5</td>\n",
       "      <td>https://en.wikipedia.org/wiki/RazakSAT</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       static_fire_date_utc  static_fire_date_unix    net  window  \\\n",
       "0  2006-03-17T00:00:00.000Z           1.142554e+09  False     0.0   \n",
       "1                      None                    NaN  False     0.0   \n",
       "2                      None                    NaN  False     0.0   \n",
       "3  2008-09-20T00:00:00.000Z           1.221869e+09  False     0.0   \n",
       "4                      None                    NaN  False     0.0   \n",
       "\n",
       "                     rocket  success  \\\n",
       "0  5e9d0d95eda69955f709d1eb    False   \n",
       "1  5e9d0d95eda69955f709d1eb    False   \n",
       "2  5e9d0d95eda69955f709d1eb    False   \n",
       "3  5e9d0d95eda69955f709d1eb     True   \n",
       "4  5e9d0d95eda69955f709d1eb     True   \n",
       "\n",
       "                                                                                                            failures  \\\n",
       "0                                                [{'time': 33, 'altitude': None, 'reason': 'merlin engine failure'}]   \n",
       "1            [{'time': 301, 'altitude': 289, 'reason': 'harmonic oscillation leading to premature engine shutdown'}]   \n",
       "2  [{'time': 140, 'altitude': 35, 'reason': 'residual stage-1 thrust led to collision between stage 1 and stage 2'}]   \n",
       "3                                                                                                                 []   \n",
       "4                                                                                                                 []   \n",
       "\n",
       "                                                                                                                                                                                details  \\\n",
       "0                                                                                                                                      Engine failure at 33 seconds and loss of vehicle   \n",
       "1  Successful first stage burn and transition to second stage, maximum altitude 289 km, Premature engine shutdown at T+7 min 30 s, Failed to reach orbit, Failed to recover first stage   \n",
       "2                                                                                                                  Residual stage 1 thrust led to collision between stage 1 and stage 2   \n",
       "3                        Ratsat was carried to orbit on the first successful orbital launch of any privately funded and developed, liquid-propelled carrier rocket, the SpaceX Falcon 1   \n",
       "4                                                                                                                                                                                  None   \n",
       "\n",
       "  crew ships capsules                                              payloads  \\\n",
       "0   []    []       []                            [5eb0e4b5b6c3bb0006eeb1e1]   \n",
       "1   []    []       []                            [5eb0e4b6b6c3bb0006eeb1e2]   \n",
       "2   []    []       []  [5eb0e4b6b6c3bb0006eeb1e3, 5eb0e4b6b6c3bb0006eeb1e4]   \n",
       "3   []    []       []                            [5eb0e4b7b6c3bb0006eeb1e5]   \n",
       "4   []    []       []                            [5eb0e4b7b6c3bb0006eeb1e6]   \n",
       "\n",
       "                  launchpad  flight_number         name  \\\n",
       "0  5e9e4502f5090995de566f86              1    FalconSat   \n",
       "1  5e9e4502f5090995de566f86              2      DemoSat   \n",
       "2  5e9e4502f5090995de566f86              3  Trailblazer   \n",
       "3  5e9e4502f5090995de566f86              4       RatSat   \n",
       "4  5e9e4502f5090995de566f86              5     RazakSat   \n",
       "\n",
       "                   date_utc   date_unix                 date_local  \\\n",
       "0  2006-03-24T22:30:00.000Z  1143239400  2006-03-25T10:30:00+12:00   \n",
       "1  2007-03-21T01:10:00.000Z  1174439400  2007-03-21T13:10:00+12:00   \n",
       "2  2008-08-03T03:34:00.000Z  1217734440  2008-08-03T15:34:00+12:00   \n",
       "3  2008-09-28T23:15:00.000Z  1222643700  2008-09-28T11:15:00+12:00   \n",
       "4  2009-07-13T03:35:00.000Z  1247456100  2009-07-13T15:35:00+12:00   \n",
       "\n",
       "  date_precision  upcoming  \\\n",
       "0           hour     False   \n",
       "1           hour     False   \n",
       "2           hour     False   \n",
       "3           hour     False   \n",
       "4           hour     False   \n",
       "\n",
       "                                                                                                                                                                                              cores  \\\n",
       "0  [{'core': '5e9e289df35918033d3b2623', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]   \n",
       "1  [{'core': '5e9e289ef35918416a3b2624', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]   \n",
       "2  [{'core': '5e9e289ef3591814873b2625', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]   \n",
       "3  [{'core': '5e9e289ef3591855dc3b2626', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]   \n",
       "4  [{'core': '5e9e289ef359184f103b2627', 'flight': 1, 'gridfins': False, 'legs': False, 'reused': False, 'landing_attempt': False, 'landing_success': None, 'landing_type': None, 'landpad': None}]   \n",
       "\n",
       "   auto_update    tbd launch_library_id                        id  \\\n",
       "0         True  False              None  5eb87cd9ffd86e000604b32a   \n",
       "1         True  False              None  5eb87cdaffd86e000604b32b   \n",
       "2         True  False              None  5eb87cdbffd86e000604b32c   \n",
       "3         True  False              None  5eb87cdbffd86e000604b32d   \n",
       "4         True  False              None  5eb87cdcffd86e000604b32e   \n",
       "\n",
       "  fairings.reused fairings.recovery_attempt fairings.recovered fairings.ships  \\\n",
       "0           False                     False              False             []   \n",
       "1           False                     False              False             []   \n",
       "2           False                     False              False             []   \n",
       "3           False                     False              False             []   \n",
       "4           False                     False              False             []   \n",
       "\n",
       "                                 links.patch.small  \\\n",
       "0  https://images2.imgbox.com/3c/0e/T8iJcSN3_o.png   \n",
       "1  https://images2.imgbox.com/4f/e3/I0lkuJ2e_o.png   \n",
       "2  https://images2.imgbox.com/3d/86/cnu0pan8_o.png   \n",
       "3  https://images2.imgbox.com/e9/c9/T8CfiSYb_o.png   \n",
       "4  https://images2.imgbox.com/a7/ba/NBZSw3Ho_o.png   \n",
       "\n",
       "                                 links.patch.large links.reddit.campaign  \\\n",
       "0  https://images2.imgbox.com/40/e3/GypSkayF_o.png                  None   \n",
       "1  https://images2.imgbox.com/be/e7/iNqsqVYM_o.png                  None   \n",
       "2  https://images2.imgbox.com/4b/bd/d8UxLh4q_o.png                  None   \n",
       "3  https://images2.imgbox.com/e0/a7/FNjvKlXW_o.png                  None   \n",
       "4  https://images2.imgbox.com/8d/fc/0qdZMWWx_o.png                  None   \n",
       "\n",
       "  links.reddit.launch links.reddit.media links.reddit.recovery  \\\n",
       "0                None               None                  None   \n",
       "1                None               None                  None   \n",
       "2                None               None                  None   \n",
       "3                None               None                  None   \n",
       "4                None               None                  None   \n",
       "\n",
       "  links.flickr.small links.flickr.original  \\\n",
       "0                 []                    []   \n",
       "1                 []                    []   \n",
       "2                 []                    []   \n",
       "3                 []                    []   \n",
       "4                 []                    []   \n",
       "\n",
       "                                                                                           links.presskit  \\\n",
       "0                                                                                                    None   \n",
       "1                                                                                                    None   \n",
       "2                                                                                                    None   \n",
       "3                                                                                                    None   \n",
       "4  http://www.spacex.com/press/2012/12/19/spacexs-falcon-1-successfully-delivers-razaksat-satellite-orbit   \n",
       "\n",
       "                                 links.webcast links.youtube_id  \\\n",
       "0  https://www.youtube.com/watch?v=0a_00nJ_Y88      0a_00nJ_Y88   \n",
       "1  https://www.youtube.com/watch?v=Lk4zQ2wP-Nc      Lk4zQ2wP-Nc   \n",
       "2  https://www.youtube.com/watch?v=v0w9p3U8860      v0w9p3U8860   \n",
       "3  https://www.youtube.com/watch?v=dLQ2tZEH6G0      dLQ2tZEH6G0   \n",
       "4  https://www.youtube.com/watch?v=yTaIDooc8Og      yTaIDooc8Og   \n",
       "\n",
       "                                                                  links.article  \\\n",
       "0  https://www.space.com/2196-spacex-inaugural-falcon-1-rocket-lost-launch.html   \n",
       "1      https://www.space.com/3590-spacex-falcon-1-rocket-fails-reach-orbit.html   \n",
       "2       http://www.spacex.com/news/2013/02/11/falcon-1-flight-3-mission-summary   \n",
       "3                                          https://en.wikipedia.org/wiki/Ratsat   \n",
       "4                       http://www.spacex.com/news/2013/02/12/falcon-1-flight-5   \n",
       "\n",
       "                                         links.wikipedia  fairings  \n",
       "0                  https://en.wikipedia.org/wiki/DemoSat       NaN  \n",
       "1                  https://en.wikipedia.org/wiki/DemoSat       NaN  \n",
       "2  https://en.wikipedia.org/wiki/Trailblazer_(satellite)       NaN  \n",
       "3                   https://en.wikipedia.org/wiki/Ratsat       NaN  \n",
       "4                 https://en.wikipedia.org/wiki/RazakSAT       NaN  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use json_normalize meethod to convert the json result into a dataframe\n",
    "data=pd.json_normalize(response.json())\n",
    "##Using the dataframe data print the first 5 rows\n",
    "\n",
    "# Get the head of the dataframe\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "551466ca-5f82-4939-b53f-b6cd98c92345",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets take a subset of our dataframe keeping only the features we want and the flight number, and date_utc.\n",
    "data = data[['rocket', 'payloads', 'launchpad', 'cores', 'flight_number', 'date_utc']]\n",
    "\n",
    "# We will remove rows with multiple cores because those are falcon rockets with 2 extra rocket boosters and rows that have multiple payloads in a single rocket.\n",
    "data = data[data['cores'].map(len)==1]\n",
    "data = data[data['payloads'].map(len)==1]\n",
    "\n",
    "# Since payloads and cores are lists of size 1 we will also extract the single value in the list and replace the feature.\n",
    "data['cores'] = data['cores'].map(lambda x : x[0])\n",
    "data['payloads'] = data['payloads'].map(lambda x : x[0])\n",
    "\n",
    "# We also want to convert the date_utc to a datetime datatype and then extracting the date leaving the time\n",
    "data['date'] = pd.to_datetime(data['date_utc']).dt.date\n",
    "\n",
    "# Using the date we will restrict the dates of the launches\n",
    "data = data[data['date'] <= datetime.date(2020, 11, 13)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "948d25ec-d0cb-4ad1-b92a-33dc43e2eef0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Global variables \n",
    "BoosterVersion = []\n",
    "PayloadMass = []\n",
    "Orbit = []\n",
    "LaunchSite = []\n",
    "Outcome = []\n",
    "Flights = []\n",
    "GridFins = []\n",
    "Reused = []\n",
    "Legs = []\n",
    "LandingPad = []\n",
    "Block = []\n",
    "ReusedCount = []\n",
    "Serial = []\n",
    "Longitude = []\n",
    "Latitude = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "98834b7f-540c-4efc-b291-f66964efec06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BoosterVersion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8db7a7c2-fc5d-48a1-b1bf-4b0a1bb93cdc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Falcon 1', 'Falcon 1', 'Falcon 1', 'Falcon 1', 'Falcon 9']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Call getBoosterVersion\n",
    "getBoosterVersion(data)\n",
    "\n",
    "BoosterVersion[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "18b866e2-6bd0-42e2-9ab5-860933dd75b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Call getLaunchSite\n",
    "getLaunchSite(data)\n",
    "# Call getPayloadData\n",
    "getPayloadData(data)\n",
    "# Call getCoreData\n",
    "getCoreData(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "942e3392-5c55-4ea2-bf66-ee888ae6b7f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "launch_dict = {'FlightNumber': list(data['flight_number']),\n",
    "'Date': list(data['date']),\n",
    "'BoosterVersion':BoosterVersion,\n",
    "'PayloadMass':PayloadMass,\n",
    "'Orbit':Orbit,\n",
    "'LaunchSite':LaunchSite,\n",
    "'Outcome':Outcome,\n",
    "'Flights':Flights,\n",
    "'GridFins':GridFins,\n",
    "'Reused':Reused,\n",
    "'Legs':Legs,\n",
    "'LandingPad':LandingPad,\n",
    "'Block':Block,\n",
    "'ReusedCount':ReusedCount,\n",
    "'Serial':Serial,\n",
    "'Longitude': Longitude,\n",
    "'Latitude': Latitude}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d2d13ae1-57ad-456a-8f09-2a8402dd312e",
   "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>FlightNumber</th>\n",
       "      <th>Date</th>\n",
       "      <th>BoosterVersion</th>\n",
       "      <th>PayloadMass</th>\n",
       "      <th>Orbit</th>\n",
       "      <th>LaunchSite</th>\n",
       "      <th>Outcome</th>\n",
       "      <th>Flights</th>\n",
       "      <th>GridFins</th>\n",
       "      <th>Reused</th>\n",
       "      <th>Legs</th>\n",
       "      <th>LandingPad</th>\n",
       "      <th>Block</th>\n",
       "      <th>ReusedCount</th>\n",
       "      <th>Serial</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2006-03-24</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Kwajalein Atoll</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Merlin1A</td>\n",
       "      <td>167.743129</td>\n",
       "      <td>9.047721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2007-03-21</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Kwajalein Atoll</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Merlin2A</td>\n",
       "      <td>167.743129</td>\n",
       "      <td>9.047721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>2008-09-28</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>165.0</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Kwajalein Atoll</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Merlin2C</td>\n",
       "      <td>167.743129</td>\n",
       "      <td>9.047721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5</td>\n",
       "      <td>2009-07-13</td>\n",
       "      <td>Falcon 1</td>\n",
       "      <td>200.0</td>\n",
       "      <td>LEO</td>\n",
       "      <td>Kwajalein Atoll</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Merlin3C</td>\n",
       "      <td>167.743129</td>\n",
       "      <td>9.047721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>2010-06-04</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B0003</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   FlightNumber        Date BoosterVersion  PayloadMass Orbit  \\\n",
       "0             1  2006-03-24       Falcon 1         20.0   LEO   \n",
       "1             2  2007-03-21       Falcon 1          NaN   LEO   \n",
       "2             4  2008-09-28       Falcon 1        165.0   LEO   \n",
       "3             5  2009-07-13       Falcon 1        200.0   LEO   \n",
       "4             6  2010-06-04       Falcon 9          NaN   LEO   \n",
       "\n",
       "        LaunchSite    Outcome  Flights  GridFins  Reused   Legs LandingPad  \\\n",
       "0  Kwajalein Atoll  None None        1     False   False  False       None   \n",
       "1  Kwajalein Atoll  None None        1     False   False  False       None   \n",
       "2  Kwajalein Atoll  None None        1     False   False  False       None   \n",
       "3  Kwajalein Atoll  None None        1     False   False  False       None   \n",
       "4     CCSFS SLC 40  None None        1     False   False  False       None   \n",
       "\n",
       "   Block  ReusedCount    Serial   Longitude   Latitude  \n",
       "0    NaN            0  Merlin1A  167.743129   9.047721  \n",
       "1    NaN            0  Merlin2A  167.743129   9.047721  \n",
       "2    NaN            0  Merlin2C  167.743129   9.047721  \n",
       "3    NaN            0  Merlin3C  167.743129   9.047721  \n",
       "4    1.0            0     B0003  -80.577366  28.561857  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a data from launch_dict\n",
    "data1= pd.DataFrame.from_dict(launch_dict)\n",
    "\n",
    "# Show the head of the dataframe\n",
    "data1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d3c3709-409c-4c59-b17b-7de81cc592f1",
   "metadata": {},
   "source": [
    "Task 2: Filter the dataframe to only include Falcon 9 launches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d02597b9-f695-4525-8c61-8d5160c96ed1",
   "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",
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       "        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>FlightNumber</th>\n",
       "      <th>Date</th>\n",
       "      <th>BoosterVersion</th>\n",
       "      <th>PayloadMass</th>\n",
       "      <th>Orbit</th>\n",
       "      <th>LaunchSite</th>\n",
       "      <th>Outcome</th>\n",
       "      <th>Flights</th>\n",
       "      <th>GridFins</th>\n",
       "      <th>Reused</th>\n",
       "      <th>Legs</th>\n",
       "      <th>LandingPad</th>\n",
       "      <th>Block</th>\n",
       "      <th>ReusedCount</th>\n",
       "      <th>Serial</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>2010-06-04</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B0003</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8</td>\n",
       "      <td>2012-05-22</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>525.0</td>\n",
       "      <td>LEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B0005</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10</td>\n",
       "      <td>2013-03-01</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>677.0</td>\n",
       "      <td>ISS</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B0007</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>11</td>\n",
       "      <td>2013-09-29</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>500.0</td>\n",
       "      <td>PO</td>\n",
       "      <td>VAFB SLC 4E</td>\n",
       "      <td>False Ocean</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B1003</td>\n",
       "      <td>-120.610829</td>\n",
       "      <td>34.632093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>12</td>\n",
       "      <td>2013-12-03</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>3170.0</td>\n",
       "      <td>GTO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B1004</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>102</td>\n",
       "      <td>2020-09-03</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.0</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>KSC LC 39A</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9</td>\n",
       "      <td>B1060</td>\n",
       "      <td>-80.603956</td>\n",
       "      <td>28.608058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>103</td>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.0</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>KSC LC 39A</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9</td>\n",
       "      <td>B1058</td>\n",
       "      <td>-80.603956</td>\n",
       "      <td>28.608058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>104</td>\n",
       "      <td>2020-10-18</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.0</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>KSC LC 39A</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10</td>\n",
       "      <td>B1051</td>\n",
       "      <td>-80.603956</td>\n",
       "      <td>28.608058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>105</td>\n",
       "      <td>2020-10-24</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.0</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3033383ecbb9e534e7cc</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9</td>\n",
       "      <td>B1060</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>106</td>\n",
       "      <td>2020-11-05</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>3681.0</td>\n",
       "      <td>MEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>B1062</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    FlightNumber        Date BoosterVersion  PayloadMass Orbit    LaunchSite  \\\n",
       "4              6  2010-06-04       Falcon 9          NaN   LEO  CCSFS SLC 40   \n",
       "5              8  2012-05-22       Falcon 9        525.0   LEO  CCSFS SLC 40   \n",
       "6             10  2013-03-01       Falcon 9        677.0   ISS  CCSFS SLC 40   \n",
       "7             11  2013-09-29       Falcon 9        500.0    PO   VAFB SLC 4E   \n",
       "8             12  2013-12-03       Falcon 9       3170.0   GTO  CCSFS SLC 40   \n",
       "..           ...         ...            ...          ...   ...           ...   \n",
       "89           102  2020-09-03       Falcon 9      15600.0  VLEO    KSC LC 39A   \n",
       "90           103  2020-10-06       Falcon 9      15600.0  VLEO    KSC LC 39A   \n",
       "91           104  2020-10-18       Falcon 9      15600.0  VLEO    KSC LC 39A   \n",
       "92           105  2020-10-24       Falcon 9      15600.0  VLEO  CCSFS SLC 40   \n",
       "93           106  2020-11-05       Falcon 9       3681.0   MEO  CCSFS SLC 40   \n",
       "\n",
       "        Outcome  Flights  GridFins  Reused   Legs                LandingPad  \\\n",
       "4     None None        1     False   False  False                      None   \n",
       "5     None None        1     False   False  False                      None   \n",
       "6     None None        1     False   False  False                      None   \n",
       "7   False Ocean        1     False   False  False                      None   \n",
       "8     None None        1     False   False  False                      None   \n",
       "..          ...      ...       ...     ...    ...                       ...   \n",
       "89    True ASDS        2      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "90    True ASDS        3      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "91    True ASDS        6      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "92    True ASDS        3      True    True   True  5e9e3033383ecbb9e534e7cc   \n",
       "93    True ASDS        1      True   False   True  5e9e3032383ecb6bb234e7ca   \n",
       "\n",
       "    Block  ReusedCount Serial   Longitude   Latitude  \n",
       "4     1.0            0  B0003  -80.577366  28.561857  \n",
       "5     1.0            0  B0005  -80.577366  28.561857  \n",
       "6     1.0            0  B0007  -80.577366  28.561857  \n",
       "7     1.0            0  B1003 -120.610829  34.632093  \n",
       "8     1.0            0  B1004  -80.577366  28.561857  \n",
       "..    ...          ...    ...         ...        ...  \n",
       "89    5.0            9  B1060  -80.603956  28.608058  \n",
       "90    5.0            9  B1058  -80.603956  28.608058  \n",
       "91    5.0           10  B1051  -80.603956  28.608058  \n",
       "92    5.0            9  B1060  -80.577366  28.561857  \n",
       "93    5.0            3  B1062  -80.577366  28.561857  \n",
       "\n",
       "[90 rows x 17 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Hint data['BoosterVersion']!='Falcon 1'\n",
    "data_falcon9= data1[data1['BoosterVersion']!='Falcon 1']\n",
    "data_falcon9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3f4cb6d8-e650-4b8b-85bc-a887991c9cb0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\usuario\\anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:1676: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_single_column(ilocs[0], value, pi)\n"
     ]
    },
    {
     "data": {
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       "      <th>FlightNumber</th>\n",
       "      <th>Date</th>\n",
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       "      <td>LEO</td>\n",
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       "      <td>28.561857</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>2013-03-01</td>\n",
       "      <td>Falcon 9</td>\n",
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       "      <td>Falcon 9</td>\n",
       "      <td>500.0</td>\n",
       "      <td>PO</td>\n",
       "      <td>VAFB SLC 4E</td>\n",
       "      <td>False Ocean</td>\n",
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       "      <td>-120.610829</td>\n",
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       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9</td>\n",
       "      <td>B1058</td>\n",
       "      <td>-80.603956</td>\n",
       "      <td>28.608058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>88</td>\n",
       "      <td>2020-10-18</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.0</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>KSC LC 39A</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10</td>\n",
       "      <td>B1051</td>\n",
       "      <td>-80.603956</td>\n",
       "      <td>28.608058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>89</td>\n",
       "      <td>2020-10-24</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.0</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3033383ecbb9e534e7cc</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9</td>\n",
       "      <td>B1060</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>90</td>\n",
       "      <td>2020-11-05</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>3681.0</td>\n",
       "      <td>MEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>B1062</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    FlightNumber        Date BoosterVersion  PayloadMass Orbit    LaunchSite  \\\n",
       "4              1  2010-06-04       Falcon 9          NaN   LEO  CCSFS SLC 40   \n",
       "5              2  2012-05-22       Falcon 9        525.0   LEO  CCSFS SLC 40   \n",
       "6              3  2013-03-01       Falcon 9        677.0   ISS  CCSFS SLC 40   \n",
       "7              4  2013-09-29       Falcon 9        500.0    PO   VAFB SLC 4E   \n",
       "8              5  2013-12-03       Falcon 9       3170.0   GTO  CCSFS SLC 40   \n",
       "..           ...         ...            ...          ...   ...           ...   \n",
       "89            86  2020-09-03       Falcon 9      15600.0  VLEO    KSC LC 39A   \n",
       "90            87  2020-10-06       Falcon 9      15600.0  VLEO    KSC LC 39A   \n",
       "91            88  2020-10-18       Falcon 9      15600.0  VLEO    KSC LC 39A   \n",
       "92            89  2020-10-24       Falcon 9      15600.0  VLEO  CCSFS SLC 40   \n",
       "93            90  2020-11-05       Falcon 9       3681.0   MEO  CCSFS SLC 40   \n",
       "\n",
       "        Outcome  Flights  GridFins  Reused   Legs                LandingPad  \\\n",
       "4     None None        1     False   False  False                      None   \n",
       "5     None None        1     False   False  False                      None   \n",
       "6     None None        1     False   False  False                      None   \n",
       "7   False Ocean        1     False   False  False                      None   \n",
       "8     None None        1     False   False  False                      None   \n",
       "..          ...      ...       ...     ...    ...                       ...   \n",
       "89    True ASDS        2      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "90    True ASDS        3      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "91    True ASDS        6      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "92    True ASDS        3      True    True   True  5e9e3033383ecbb9e534e7cc   \n",
       "93    True ASDS        1      True   False   True  5e9e3032383ecb6bb234e7ca   \n",
       "\n",
       "    Block  ReusedCount Serial   Longitude   Latitude  \n",
       "4     1.0            0  B0003  -80.577366  28.561857  \n",
       "5     1.0            0  B0005  -80.577366  28.561857  \n",
       "6     1.0            0  B0007  -80.577366  28.561857  \n",
       "7     1.0            0  B1003 -120.610829  34.632093  \n",
       "8     1.0            0  B1004  -80.577366  28.561857  \n",
       "..    ...          ...    ...         ...        ...  \n",
       "89    5.0            9  B1060  -80.603956  28.608058  \n",
       "90    5.0            9  B1058  -80.603956  28.608058  \n",
       "91    5.0           10  B1051  -80.603956  28.608058  \n",
       "92    5.0            9  B1060  -80.577366  28.561857  \n",
       "93    5.0            3  B1062  -80.577366  28.561857  \n",
       "\n",
       "[90 rows x 17 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_falcon9.loc[:,'FlightNumber'] = list(range(1, data_falcon9.shape[0]+1))\n",
    "data_falcon9"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "748140cb-fd56-46cc-ad60-07eb9ae590c3",
   "metadata": {},
   "source": [
    "Data Wrangling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bf4c0052-3cf1-4b70-95bf-941161b3ef80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FlightNumber       0\n",
       "Date               0\n",
       "BoosterVersion     0\n",
       "PayloadMass        5\n",
       "Orbit              0\n",
       "LaunchSite         0\n",
       "Outcome            0\n",
       "Flights            0\n",
       "GridFins           0\n",
       "Reused             0\n",
       "Legs               0\n",
       "LandingPad        26\n",
       "Block              0\n",
       "ReusedCount        0\n",
       "Serial             0\n",
       "Longitude          0\n",
       "Latitude           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_falcon9.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "470e943c-350d-4780-babf-dc89a9d3cc54",
   "metadata": {},
   "source": [
    "Task 3: Dealing with Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f14a9e6b-c136-4c0a-bd64-d1611ab00378",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-19-5cb11aed3c63>:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  data_falcon9['PayloadMass'] = temp\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FlightNumber</th>\n",
       "      <th>Date</th>\n",
       "      <th>BoosterVersion</th>\n",
       "      <th>PayloadMass</th>\n",
       "      <th>Orbit</th>\n",
       "      <th>LaunchSite</th>\n",
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       "      <th>Block</th>\n",
       "      <th>ReusedCount</th>\n",
       "      <th>Serial</th>\n",
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       "      <th>Latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2010-06-04</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>6123.547647</td>\n",
       "      <td>LEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2</td>\n",
       "      <td>2012-05-22</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>525.000000</td>\n",
       "      <td>LEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B0005</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>2013-03-01</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>677.000000</td>\n",
       "      <td>ISS</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B0007</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>2013-09-29</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>PO</td>\n",
       "      <td>VAFB SLC 4E</td>\n",
       "      <td>False Ocean</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B1003</td>\n",
       "      <td>-120.610829</td>\n",
       "      <td>34.632093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>2013-12-03</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>3170.000000</td>\n",
       "      <td>GTO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>None None</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>B1004</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>86</td>\n",
       "      <td>2020-09-03</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.000000</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>KSC LC 39A</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>2</td>\n",
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       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
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       "      <td>-80.603956</td>\n",
       "      <td>28.608058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>87</td>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.000000</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>KSC LC 39A</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9</td>\n",
       "      <td>B1058</td>\n",
       "      <td>-80.603956</td>\n",
       "      <td>28.608058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>88</td>\n",
       "      <td>2020-10-18</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.000000</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>KSC LC 39A</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10</td>\n",
       "      <td>B1051</td>\n",
       "      <td>-80.603956</td>\n",
       "      <td>28.608058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>89</td>\n",
       "      <td>2020-10-24</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>15600.000000</td>\n",
       "      <td>VLEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3033383ecbb9e534e7cc</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9</td>\n",
       "      <td>B1060</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>90</td>\n",
       "      <td>2020-11-05</td>\n",
       "      <td>Falcon 9</td>\n",
       "      <td>3681.000000</td>\n",
       "      <td>MEO</td>\n",
       "      <td>CCSFS SLC 40</td>\n",
       "      <td>True ASDS</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>5e9e3032383ecb6bb234e7ca</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>B1062</td>\n",
       "      <td>-80.577366</td>\n",
       "      <td>28.561857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    FlightNumber        Date BoosterVersion   PayloadMass Orbit    LaunchSite  \\\n",
       "4              1  2010-06-04       Falcon 9   6123.547647   LEO  CCSFS SLC 40   \n",
       "5              2  2012-05-22       Falcon 9    525.000000   LEO  CCSFS SLC 40   \n",
       "6              3  2013-03-01       Falcon 9    677.000000   ISS  CCSFS SLC 40   \n",
       "7              4  2013-09-29       Falcon 9    500.000000    PO   VAFB SLC 4E   \n",
       "8              5  2013-12-03       Falcon 9   3170.000000   GTO  CCSFS SLC 40   \n",
       "..           ...         ...            ...           ...   ...           ...   \n",
       "89            86  2020-09-03       Falcon 9  15600.000000  VLEO    KSC LC 39A   \n",
       "90            87  2020-10-06       Falcon 9  15600.000000  VLEO    KSC LC 39A   \n",
       "91            88  2020-10-18       Falcon 9  15600.000000  VLEO    KSC LC 39A   \n",
       "92            89  2020-10-24       Falcon 9  15600.000000  VLEO  CCSFS SLC 40   \n",
       "93            90  2020-11-05       Falcon 9   3681.000000   MEO  CCSFS SLC 40   \n",
       "\n",
       "        Outcome  Flights  GridFins  Reused   Legs                LandingPad  \\\n",
       "4     None None        1     False   False  False                      None   \n",
       "5     None None        1     False   False  False                      None   \n",
       "6     None None        1     False   False  False                      None   \n",
       "7   False Ocean        1     False   False  False                      None   \n",
       "8     None None        1     False   False  False                      None   \n",
       "..          ...      ...       ...     ...    ...                       ...   \n",
       "89    True ASDS        2      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "90    True ASDS        3      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "91    True ASDS        6      True    True   True  5e9e3032383ecb6bb234e7ca   \n",
       "92    True ASDS        3      True    True   True  5e9e3033383ecbb9e534e7cc   \n",
       "93    True ASDS        1      True   False   True  5e9e3032383ecb6bb234e7ca   \n",
       "\n",
       "    Block  ReusedCount Serial   Longitude   Latitude  \n",
       "4     1.0            0  B0003  -80.577366  28.561857  \n",
       "5     1.0            0  B0005  -80.577366  28.561857  \n",
       "6     1.0            0  B0007  -80.577366  28.561857  \n",
       "7     1.0            0  B1003 -120.610829  34.632093  \n",
       "8     1.0            0  B1004  -80.577366  28.561857  \n",
       "..    ...          ...    ...         ...        ...  \n",
       "89    5.0            9  B1060  -80.603956  28.608058  \n",
       "90    5.0            9  B1058  -80.603956  28.608058  \n",
       "91    5.0           10  B1051  -80.603956  28.608058  \n",
       "92    5.0            9  B1060  -80.577366  28.561857  \n",
       "93    5.0            3  B1062  -80.577366  28.561857  \n",
       "\n",
       "[90 rows x 17 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the mean value of PayloadMass column\n",
    "pm_mean = data_falcon9['PayloadMass'].mean()\n",
    "# Replace the np.nan values with its mean value\n",
    "temp = data_falcon9['PayloadMass'].replace(np.nan, pm_mean)\n",
    "data_falcon9['PayloadMass'] = temp\n",
    "data_falcon9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e96f6c39-ef23-423a-8bb7-88b9b6e4b22f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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