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louis030195/nasa_api.ipynb

Last active July 9, 2019 11:56
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NASA_API.ipynb
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nasa_api.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "NASA_API.ipynb",
"version": "0.3.2",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/louis030195/84d06916b9703b48b1a0b99986d2b43a/nasa_api.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IN1Pwz9BiQJ8",
"colab_type": "text"
},
"source": [
"# Using NASA API in Python"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Iw9_Fz2Mw0Id",
"colab_type": "code",
"colab": {}
},
"source": [
"import json\n",
"import requests\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "IK8k6mDNwgyX",
"colab_type": "code",
"colab": {}
},
"source": [
"# Get an API key here https://api.nasa.gov/index.html#apply-for-an-api-key\n",
"API_KEY = 'YOUR_KEY'"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "COIBzo-uzOS5",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "f267079c-0d41-42eb-abba-20977f1046fe"
},
"source": [
"# Let's get data about asteroids between 2019-01-01 and 2019-01-07\n",
"r = requests.get(\"https://api.nasa.gov/neo/rest/v1/feed?start_date=2019-01-01&end_date=2019-01-07&api_key=\" + API_KEY)\n",
"data = r.json()\n",
"data"
],
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"{'element_count': 82,\n",
" 'links': {'next': 'http://www.neowsapp.com/rest/v1/feed?start_date=2019-01-07&end_date=2019-01-13&detailed=false&api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18',\n",
" 'prev': 'http://www.neowsapp.com/rest/v1/feed?start_date=2018-12-26&end_date=2019-01-01&detailed=false&api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18',\n",
" 'self': 'http://www.neowsapp.com/rest/v1/feed?start_date=2019-01-01&end_date=2019-01-07&detailed=false&api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'near_earth_objects': {'2019-01-01': [{'absolute_magnitude_h': 24.1,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 07:58',\n",
" 'epoch_date_close_approach': 1546329480000,\n",
" 'miss_distance': {'astronomical': '0.1277315348',\n",
" 'kilometers': '19108365.537910876',\n",
" 'lunar': '49.6875670372',\n",
" 'miles': '11873387.7689510488'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '30126.8775250368',\n",
" 'kilometers_per_second': '8.3685770903',\n",
" 'miles_per_hour': '18719.6700932652'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 295.1379320721,\n",
" 'estimated_diameter_min': 131.9896957704},\n",
" 'kilometers': {'estimated_diameter_max': 0.0899580388,\n",
" 'estimated_diameter_min': 0.040230458},\n",
" 'meters': {'estimated_diameter_max': 89.9580388169,\n",
" 'estimated_diameter_min': 40.2304579834},\n",
" 'miles': {'estimated_diameter_max': 0.0558973165,\n",
" 'estimated_diameter_min': 0.0249980399}},\n",
" 'id': '3837557',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3837557?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2019 AN)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3837557',\n",
" 'neo_reference_id': '3837557'},\n",
" {'absolute_magnitude_h': 25.7,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 16:32',\n",
" 'epoch_date_close_approach': 1546360320000,\n",
" 'miss_distance': {'astronomical': '0.1202397197',\n",
" 'kilometers': '17987605.956517039',\n",
" 'lunar': '46.7732509633',\n",
" 'miles': '11176980.0579275782'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '23260.0875998701',\n",
" 'kilometers_per_second': '6.4611354444',\n",
" 'miles_per_hour': '14452.9138755971'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 141.2618956756,\n",
" 'estimated_diameter_min': 63.1742402722},\n",
" 'kilometers': {'estimated_diameter_max': 0.0430566244,\n",
" 'estimated_diameter_min': 0.0192555078},\n",
" 'meters': {'estimated_diameter_max': 43.0566244241,\n",
" 'estimated_diameter_min': 19.2555078188},\n",
" 'miles': {'estimated_diameter_max': 0.0267541378,\n",
" 'estimated_diameter_min': 0.0119648141}},\n",
" 'id': '3398654',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3398654?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2007 YS56)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3398654',\n",
" 'neo_reference_id': '3398654'},\n",
" {'absolute_magnitude_h': 19.9,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 22:06',\n",
" 'epoch_date_close_approach': 1546380360000,\n",
" 'miss_distance': {'astronomical': '0.0764782917',\n",
" 'kilometers': '11440989.539558679',\n",
" 'lunar': '29.7500554713',\n",
" 'miles': '7109101.2464766102'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '55546.1544811129',\n",
" 'kilometers_per_second': '15.4294873559',\n",
" 'miles_per_hour': '34514.2202663337'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 2041.8556210042,\n",
" 'estimated_diameter_min': 913.1455937611},\n",
" 'kilometers': {'estimated_diameter_max': 0.6223575734,\n",
" 'estimated_diameter_min': 0.2783267681},\n",
" 'meters': {'estimated_diameter_max': 622.3575733667,\n",
" 'estimated_diameter_min': 278.3267680719},\n",
" 'miles': {'estimated_diameter_max': 0.3867149477,\n",
" 'estimated_diameter_min': 0.1729441822}},\n",
" 'id': '3398652',\n",
" 'is_potentially_hazardous_asteroid': True,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3398652?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2007 YQ56)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3398652',\n",
" 'neo_reference_id': '3398652'},\n",
" {'absolute_magnitude_h': 24.2,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 18:32',\n",
" 'epoch_date_close_approach': 1546367520000,\n",
" 'miss_distance': {'astronomical': '0.068321309',\n",
" 'kilometers': '10220722.30201183',\n",
" 'lunar': '26.576989201',\n",
" 'miles': '6350862.345070054'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '42187.1483751174',\n",
" 'kilometers_per_second': '11.7186523264',\n",
" 'miles_per_hour': '26213.4533889723'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 281.8545369825,\n",
" 'estimated_diameter_min': 126.0491808919},\n",
" 'kilometers': {'estimated_diameter_max': 0.0859092601,\n",
" 'estimated_diameter_min': 0.0384197891},\n",
" 'meters': {'estimated_diameter_max': 85.9092601232,\n",
" 'estimated_diameter_min': 38.4197891064},\n",
" 'miles': {'estimated_diameter_max': 0.0533815229,\n",
" 'estimated_diameter_min': 0.0238729428}},\n",
" 'id': '3837538',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3837538?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2018 YV2)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3837538',\n",
" 'neo_reference_id': '3837538'},\n",
" {'absolute_magnitude_h': 20.8,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 15:36',\n",
" 'epoch_date_close_approach': 1546356960000,\n",
" 'miss_distance': {'astronomical': '0.470164886',\n",
" 'kilometers': '70335665.49439282',\n",
" 'lunar': '182.894140654',\n",
" 'miles': '43704555.931028116'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '49112.9067944009',\n",
" 'kilometers_per_second': '13.6424741096',\n",
" 'miles_per_hour': '30516.8503356654'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 1349.040630575,\n",
" 'estimated_diameter_min': 603.309310875},\n",
" 'kilometers': {'estimated_diameter_max': 0.411187571,\n",
" 'estimated_diameter_min': 0.1838886721},\n",
" 'meters': {'estimated_diameter_max': 411.1875710413,\n",
" 'estimated_diameter_min': 183.8886720703},\n",
" 'miles': {'estimated_diameter_max': 0.2555000322,\n",
" 'estimated_diameter_min': 0.1142630881}},\n",
" 'id': '3771017',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3771017?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2017 EV2)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3771017',\n",
" 'neo_reference_id': '3771017'},\n",
" {'absolute_magnitude_h': 24.2,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 18:38',\n",
" 'epoch_date_close_approach': 1546367880000,\n",
" 'miss_distance': {'astronomical': '0.2027708162',\n",
" 'kilometers': '30334082.201681494',\n",
" 'lunar': '78.8778475018',\n",
" 'miles': '18848724.6531488572'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '29441.4234867558',\n",
" 'kilometers_per_second': '8.1781731908',\n",
" 'miles_per_hour': '18293.7556104233'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 281.8545369825,\n",
" 'estimated_diameter_min': 126.0491808919},\n",
" 'kilometers': {'estimated_diameter_max': 0.0859092601,\n",
" 'estimated_diameter_min': 0.0384197891},\n",
" 'meters': {'estimated_diameter_max': 85.9092601232,\n",
" 'estimated_diameter_min': 38.4197891064},\n",
" 'miles': {'estimated_diameter_max': 0.0533815229,\n",
" 'estimated_diameter_min': 0.0238729428}},\n",
" 'id': '3837589',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3837589?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2019 AO2)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3837589',\n",
" 'neo_reference_id': '3837589'},\n",
" {'absolute_magnitude_h': 22.9,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 15:09',\n",
" 'epoch_date_close_approach': 1546355340000,\n",
" 'miss_distance': {'astronomical': '0.3824472494',\n",
" 'kilometers': '57213293.897598778',\n",
" 'lunar': '148.7719800166',\n",
" 'miles': '35550692.3204600164'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '43435.0216912874',\n",
" 'kilometers_per_second': '12.0652838031',\n",
" 'miles_per_hour': '26988.8333392336'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 512.8909429502,\n",
" 'estimated_diameter_min': 229.3718026961},\n",
" 'kilometers': {'estimated_diameter_max': 0.1563291544,\n",
" 'estimated_diameter_min': 0.0699125232},\n",
" 'meters': {'estimated_diameter_max': 156.3291544087,\n",
" 'estimated_diameter_min': 69.9125232246},\n",
" 'miles': {'estimated_diameter_max': 0.097138403,\n",
" 'estimated_diameter_min': 0.0434416145}},\n",
" 'id': '3827572',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3827572?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2018 RL4)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3827572',\n",
" 'neo_reference_id': '3827572'},\n",
" {'absolute_magnitude_h': 24.0,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 19:21',\n",
" 'epoch_date_close_approach': 1546370460000,\n",
" 'miss_distance': {'astronomical': '0.1067600282',\n",
" 'kilometers': '15971072.819859934',\n",
" 'lunar': '41.5296509698',\n",
" 'miles': '9923964.4699137292'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '19446.0250723439',\n",
" 'kilometers_per_second': '5.4016736312',\n",
" 'miles_per_hour': '12083.0037456461'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 309.0473542854,\n",
" 'estimated_diameter_min': 138.2101784897},\n",
" 'kilometers': {'estimated_diameter_max': 0.0941976306,\n",
" 'estimated_diameter_min': 0.0421264611},\n",
" 'meters': {'estimated_diameter_max': 94.1976305719,\n",
" 'estimated_diameter_min': 42.1264610556},\n",
" 'miles': {'estimated_diameter_max': 0.0585316759,\n",
" 'estimated_diameter_min': 0.0261761612}},\n",
" 'id': '3836889',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3836889?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2018 XB4)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3836889',\n",
" 'neo_reference_id': '3836889'},\n",
" {'absolute_magnitude_h': 19.9,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 22:06',\n",
" 'epoch_date_close_approach': 1546380360000,\n",
" 'miss_distance': {'astronomical': '0.0764782877',\n",
" 'kilometers': '11440988.941167199',\n",
" 'lunar': '29.7500539153',\n",
" 'miles': '7109100.8746533862'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '55546.1570231003',\n",
" 'kilometers_per_second': '15.429488062',\n",
" 'miles_per_hour': '34514.2218458258'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 2041.8556210042,\n",
" 'estimated_diameter_min': 913.1455937611},\n",
" 'kilometers': {'estimated_diameter_max': 0.6223575734,\n",
" 'estimated_diameter_min': 0.2783267681},\n",
" 'meters': {'estimated_diameter_max': 622.3575733667,\n",
" 'estimated_diameter_min': 278.3267680719},\n",
" 'miles': {'estimated_diameter_max': 0.3867149477,\n",
" 'estimated_diameter_min': 0.1729441822}},\n",
" 'id': '2527715',\n",
" 'is_potentially_hazardous_asteroid': True,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/2527715?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '527715 (2007 YQ56)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=2527715',\n",
" 'neo_reference_id': '2527715'},\n",
" {'absolute_magnitude_h': 20.8,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-01',\n",
" 'close_approach_date_full': '2019-Jan-01 15:36',\n",
" 'epoch_date_close_approach': 1546356960000,\n",
" 'miss_distance': {'astronomical': '0.470164886',\n",
" 'kilometers': '70335665.49439282',\n",
" 'lunar': '182.894140654',\n",
" 'miles': '43704555.931028116'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '49112.9069044925',\n",
" 'kilometers_per_second': '13.6424741401',\n",
" 'miles_per_hour': '30516.850404072'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 1349.040630575,\n",
" 'estimated_diameter_min': 603.309310875},\n",
" 'kilometers': {'estimated_diameter_max': 0.411187571,\n",
" 'estimated_diameter_min': 0.1838886721},\n",
" 'meters': {'estimated_diameter_max': 411.1875710413,\n",
" 'estimated_diameter_min': 183.8886720703},\n",
" 'miles': {'estimated_diameter_max': 0.2555000322,\n",
" 'estimated_diameter_min': 0.1142630881}},\n",
" 'id': '2539856',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/2539856?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '539856 (2017 EV2)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=2539856',\n",
" 'neo_reference_id': '2539856'}],\n",
" '2019-01-02': [{'absolute_magnitude_h': 25.364,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-02',\n",
" 'close_approach_date_full': '2019-Jan-02 06:39',\n",
" 'epoch_date_close_approach': 1546411140000,\n",
" 'miss_distance': {'astronomical': '0.0292823945',\n",
" 'kilometers': '4380583.845699715',\n",
" 'lunar': '11.3908514605',\n",
" 'miles': '2721968.582357467'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '77720.9041717934',\n",
" 'kilometers_per_second': '21.5891400477',\n",
" 'miles_per_hour': '48292.7473727458'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 164.9016609366,\n",
" 'estimated_diameter_min': 73.7462646914},\n",
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" 'miles': {'estimated_diameter_max': 0.0166414421,\n",
" 'estimated_diameter_min': 0.0074422792}},\n",
" 'id': '3837745',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3837745?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2019 AR7)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3837745',\n",
" 'neo_reference_id': '3837745'},\n",
" {'absolute_magnitude_h': 19.9,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-07',\n",
" 'close_approach_date_full': None,\n",
" 'epoch_date_close_approach': 1546848000000,\n",
" 'miss_distance': {'astronomical': '0.1540626118',\n",
" 'kilometers': '23047438.571916866',\n",
" 'lunar': '59.9303559902',\n",
" 'miles': '14321014.2543341108'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '24157.6392604016',\n",
" 'kilometers_per_second': '6.7104553501',\n",
" 'miles_per_hour': '15010.6175726645'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 2041.8556210042,\n",
" 'estimated_diameter_min': 913.1455937611},\n",
" 'kilometers': {'estimated_diameter_max': 0.6223575734,\n",
" 'estimated_diameter_min': 0.2783267681},\n",
" 'meters': {'estimated_diameter_max': 622.3575733667,\n",
" 'estimated_diameter_min': 278.3267680719},\n",
" 'miles': {'estimated_diameter_max': 0.3867149477,\n",
" 'estimated_diameter_min': 0.1729441822}},\n",
" 'id': '3739223',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3739223?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2016 AU8)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3739223',\n",
" 'neo_reference_id': '3739223'},\n",
" {'absolute_magnitude_h': 24.412,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-07',\n",
" 'close_approach_date_full': '2019-Jan-07 13:57',\n",
" 'epoch_date_close_approach': 1546869420000,\n",
" 'miss_distance': {'astronomical': '0.0833063969',\n",
" 'kilometers': '12462459.533614603',\n",
" 'lunar': '32.4061883941',\n",
" 'miles': '7743813.2687954014'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '87429.3772664066',\n",
" 'kilometers_per_second': '24.2859381296',\n",
" 'miles_per_hour': '54325.2150020069'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 255.6377756415,\n",
" 'estimated_diameter_min': 114.3246887903},\n",
" 'kilometers': {'estimated_diameter_max': 0.0779183915,\n",
" 'estimated_diameter_min': 0.034846164},\n",
" 'meters': {'estimated_diameter_max': 77.9183915221,\n",
" 'estimated_diameter_min': 34.8461640282},\n",
" 'miles': {'estimated_diameter_max': 0.0484162289,\n",
" 'estimated_diameter_min': 0.0216523958}},\n",
" 'id': '3838004',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3838004?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2019 AV14)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3838004',\n",
" 'neo_reference_id': '3838004'},\n",
" {'absolute_magnitude_h': 22.6,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-07',\n",
" 'close_approach_date_full': '2019-Jan-07 18:28',\n",
" 'epoch_date_close_approach': 1546885680000,\n",
" 'miss_distance': {'astronomical': '0.0960373939',\n",
" 'kilometers': '14366989.567790993',\n",
" 'lunar': '37.3585462271',\n",
" 'miles': '8927233.3561139834'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '49865.5110190172',\n",
" 'kilometers_per_second': '13.8515308386',\n",
" 'miles_per_hour': '30984.4893328999'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 588.8775935812,\n",
" 'estimated_diameter_min': 263.3540659348},\n",
" 'kilometers': {'estimated_diameter_max': 0.1794898848,\n",
" 'estimated_diameter_min': 0.0802703167},\n",
" 'meters': {'estimated_diameter_max': 179.4898847799,\n",
" 'estimated_diameter_min': 80.2703167283},\n",
" 'miles': {'estimated_diameter_max': 0.1115298092,\n",
" 'estimated_diameter_min': 0.049877647}},\n",
" 'id': '3775710',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3775710?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2017 MZ)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3775710',\n",
" 'neo_reference_id': '3775710'},\n",
" {'absolute_magnitude_h': 22.5,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-07',\n",
" 'close_approach_date_full': '2019-Jan-07 06:07',\n",
" 'epoch_date_close_approach': 1546841220000,\n",
" 'miss_distance': {'astronomical': '0.3216110762',\n",
" 'kilometers': '48112331.967927694',\n",
" 'lunar': '125.1067086418',\n",
" 'miles': '29895616.8066984172'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '83760.8311628924',\n",
" 'kilometers_per_second': '23.2668975452',\n",
" 'miles_per_hour': '52045.723118965'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 616.6305395464,\n",
" 'estimated_diameter_min': 275.7655606856},\n",
" 'kilometers': {'estimated_diameter_max': 0.1879489824,\n",
" 'estimated_diameter_min': 0.0840533402},\n",
" 'meters': {'estimated_diameter_max': 187.9489824394,\n",
" 'estimated_diameter_min': 84.0533402073},\n",
" 'miles': {'estimated_diameter_max': 0.1167860472,\n",
" 'estimated_diameter_min': 0.0522283081}},\n",
" 'id': '3592306',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3592306?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2012 AN10)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3592306',\n",
" 'neo_reference_id': '3592306'},\n",
" {'absolute_magnitude_h': 21.0,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-07',\n",
" 'close_approach_date_full': '2019-Jan-07 06:41',\n",
" 'epoch_date_close_approach': 1546843260000,\n",
" 'miss_distance': {'astronomical': '0.0297761693',\n",
" 'kilometers': '4454451.504039391',\n",
" 'lunar': '11.5829298577',\n",
" 'miles': '2767867.8168739558'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '32927.9436621863',\n",
" 'kilometers_per_second': '9.1466510173',\n",
" 'miles_per_hour': '20460.1436605401'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 1230.3396778159,\n",
" 'estimated_diameter_min': 550.2246310023},\n",
" 'kilometers': {'estimated_diameter_max': 0.3750075218,\n",
" 'estimated_diameter_min': 0.1677084622},\n",
" 'meters': {'estimated_diameter_max': 375.0075217981,\n",
" 'estimated_diameter_min': 167.7084621628},\n",
" 'miles': {'estimated_diameter_max': 0.2330187988,\n",
" 'estimated_diameter_min': 0.1042091748}},\n",
" 'id': '3739246',\n",
" 'is_potentially_hazardous_asteroid': True,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3739246?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2016 AZ8)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3739246',\n",
" 'neo_reference_id': '3739246'},\n",
" {'absolute_magnitude_h': 22.5,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-07',\n",
" 'close_approach_date_full': '2019-Jan-07 09:43',\n",
" 'epoch_date_close_approach': 1546854180000,\n",
" 'miss_distance': {'astronomical': '0.130047164',\n",
" 'kilometers': '19454778.73394068',\n",
" 'lunar': '50.588346796',\n",
" 'miles': '12088638.947634184'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '24945.5683536543',\n",
" 'kilometers_per_second': '6.9293245427',\n",
" 'miles_per_hour': '15500.2060695248'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 616.6305395464,\n",
" 'estimated_diameter_min': 275.7655606856},\n",
" 'kilometers': {'estimated_diameter_max': 0.1879489824,\n",
" 'estimated_diameter_min': 0.0840533402},\n",
" 'meters': {'estimated_diameter_max': 187.9489824394,\n",
" 'estimated_diameter_min': 84.0533402073},\n",
" 'miles': {'estimated_diameter_max': 0.1167860472,\n",
" 'estimated_diameter_min': 0.0522283081}},\n",
" 'id': '3752902',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3752902?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2016 JG12)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3752902',\n",
" 'neo_reference_id': '3752902'},\n",
" {'absolute_magnitude_h': 21.8,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-07',\n",
" 'close_approach_date_full': '2019-Jan-07 20:05',\n",
" 'epoch_date_close_approach': 1546891500000,\n",
" 'miss_distance': {'astronomical': '0.2726205435',\n",
" 'kilometers': '40783452.625842345',\n",
" 'lunar': '106.0493914215',\n",
" 'miles': '25341662.353200561'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '51518.2240484698',\n",
" 'kilometers_per_second': '14.3106177912',\n",
" 'miles_per_hour': '32011.4209372283'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 851.1870938635,\n",
" 'estimated_diameter_min': 380.6624406898},\n",
" 'kilometers': {'estimated_diameter_max': 0.2594418179,\n",
" 'estimated_diameter_min': 0.1160259082},\n",
" 'meters': {'estimated_diameter_max': 259.4418179074,\n",
" 'estimated_diameter_min': 116.0259082094},\n",
" 'miles': {'estimated_diameter_max': 0.1612096218,\n",
" 'estimated_diameter_min': 0.0720951346}},\n",
" 'id': '3825646',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3825646?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2018 NJ4)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3825646',\n",
" 'neo_reference_id': '3825646'},\n",
" {'absolute_magnitude_h': 22.1,\n",
" 'close_approach_data': [{'close_approach_date': '2019-01-07',\n",
" 'close_approach_date_full': '2019-Jan-07 06:53',\n",
" 'epoch_date_close_approach': 1546843980000,\n",
" 'miss_distance': {'astronomical': '0.279128953',\n",
" 'kilometers': '41757096.82413011',\n",
" 'lunar': '108.581162717',\n",
" 'miles': '25946656.804051118'},\n",
" 'orbiting_body': 'Earth',\n",
" 'relative_velocity': {'kilometers_per_hour': '34949.5790339782',\n",
" 'kilometers_per_second': '9.7082163983',\n",
" 'miles_per_hour': '21716.3092614183'}}],\n",
" 'estimated_diameter': {'feet': {'estimated_diameter_max': 741.3529669956,\n",
" 'estimated_diameter_min': 331.5431259047},\n",
" 'kilometers': {'estimated_diameter_max': 0.2259643771,\n",
" 'estimated_diameter_min': 0.1010543415},\n",
" 'meters': {'estimated_diameter_max': 225.9643771094,\n",
" 'estimated_diameter_min': 101.054341542},\n",
" 'miles': {'estimated_diameter_max': 0.140407711,\n",
" 'estimated_diameter_min': 0.0627922373}},\n",
" 'id': '3837648',\n",
" 'is_potentially_hazardous_asteroid': False,\n",
" 'is_sentry_object': False,\n",
" 'links': {'self': 'http://www.neowsapp.com/rest/v1/neo/3837648?api_key=shjgJvHWOEhvucgkt7f8s1FnHh4uwilhxX8RSl18'},\n",
" 'name': '(2019 AS4)',\n",
" 'nasa_jpl_url': 'http://ssd.jpl.nasa.gov/sbdb.cgi?sstr=3837648',\n",
" 'neo_reference_id': '3837648'}]}}"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "jXZZrIWTzTJ6",
"colab_type": "code",
"colab": {}
},
"source": [
"df = pd.DataFrame(data) # Put into a pandas Dataframe"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "JEWQfqiC2qy8",
"colab_type": "code",
"outputId": "b65e9063-dc81-4255-f9b6-9805ef9df5f0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 350
}
},
"source": [
"plt.figure(figsize=(10, 5))\n",
"plt.plot([day for day in df['near_earth_objects'][:-3].index], [len(day) for day in df['near_earth_objects'][:-3]])\n",
"plt.xlabel('Date')\n",
"plt.ylabel('Number of Asteroids')\n",
"plt.title('Number of asteroidss')\n",
"plt.show()"
],
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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xs5LS6kNOR5EOVF5bz7It5Vw6PpWQLrwp/ano0T2Up66fSJAx3PDUF+xX6wqR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\nQmCC\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "yBJBd7757-zs",
"colab_type": "code",
"outputId": "d257fddd-4315-4b32-a6db-fc966be01763",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 336
}
},
"source": [
"plt.figure(figsize=(20, 5))\n",
"for day in df['near_earth_objects'][:-3]:\n",
" # Averaging min & max diameter\n",
" plt.plot([(asteroid['estimated_diameter']['meters']['estimated_diameter_max'] + asteroid['estimated_diameter']['meters']['estimated_diameter_min']) / 2 for asteroid in day])\n",
"plt.ylabel('Diameter')\n",
"plt.title('Asteroids size')\n",
"plt.legend(labels=[day for day in df['near_earth_objects'][:-3].index], # The labels for each line\n",
" loc=\"center right\", # Position of legend\n",
" borderaxespad=0.1, # Small spacing around legend box\n",
" title=\"Dates\" # Title for the legend\n",
" )\n",
"plt.show()"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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oWg/YniWVRp0PcZmQ+7LPwxIRERER7/JlUmkvcLExZkhXbaTZQD7wHnBjV5vFwKqur9/s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\nRsvtguYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ii6omeenBatU",
"colab_type": "code",
"outputId": "6a166ca3-cb7b-4018-eda6-694b0e46a5a2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 336
}
},
"source": [
"plt.figure(figsize=(20, 5))\n",
"for day in df['near_earth_objects'][:-3]:\n",
" plt.plot([round(float(asteroid['close_approach_data'][0]['relative_velocity']['kilometers_per_second'])) for asteroid in day])\n",
"plt.ylabel('Relative velocity(km/s)')\n",
"plt.title('Asteroids velocity')\n",
"plt.legend(labels=[day for day in df['near_earth_objects'][:-3].index], # The labels for each line\n",
" loc=\"center right\", # Position of legend\n",
" borderaxespad=0.1, # Small spacing around legend box\n",
" title=\"Dates\" # Title for the legend\n",
" )\n",
"plt.show()"
],
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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D3E7jWxFtoUaklq6JiIgrzls8Msa8C7wLDAYGFN76n+86a22GtXZ14efZQDLQ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5XCkSo1laDBg1ElJ+O8a2fecvCkWtBoEhzoDw8PfJZcwE+BbqVK6FSuTNyOHZh+3zVn93WCILqw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\nx70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8lqctZ+ulregFPcMChjEzYiadJZ0vv+b0zmxO7chm4r+74en/F9dR2hbYOB0iJsK4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\nqLqIcxedy4whM7gt87aAHkukuR3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azXsv5hHpDuPMKX0Ycnb3b70bm4hISxc7aRJFjz9B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\nmqTikYiIiIiIiIiINOn/AD2OTU+C9c+FAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
@louis030195
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To render go here ->

https://nbviewer.jupyter.org/gist/louis030195/84d06916b9703b48b1a0b99986d2b43a

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