{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using REST APIs as data sources\n",
"\n",
"* Data is everywhere and it is generated constantly\n",
"* The number of datasources is amazingly huge\n",
"* Datasets are huge and can be used in many ways\n",
"\n",
"* We may do amazing things using data made available by third-party:\n",
" - https://developer.walmartlabs.com/docs\n",
" - https://developer.spotify.com/documentation/web-api/\n",
" - https://earthquake.usgs.gov/fdsnws/event/1/\n",
" \n",
" \n",
"We will have a nice and brief overview about how to consume data from REST APIs, mainly focusing on **JSON**.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What is an API?\n",
"\n",
"**Application Programming Interface** defines the methods for one software program to interact with the other. \n",
"\n",
"In the case of this lecture, we are dealing with a REST API, which sends data over a network: one type of Web service.\n",
"\n",
"When we want to receive data from an Web service, we need to make a `request` to this service. When the server receives this request, it sends a `response`.\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Requests\n",
"\n",
"Knowing that, we will not have to learn about making requests in Python\n",
"\n",
"We do it by importing the module requests"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import requests"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are different types of requests. \n",
"\n",
"In our case we will use a `GET`, which is used to retrieve data. This is the type of request we use to collect data.\n",
"\n",
"A response from the API contains 2 things (among others): \n",
"* response code\n",
"* response data\n",
"\n",
"To make a request, we use:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"requests.models.Response"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"response = requests.get('http://www.nau.edu/')\n",
"type(response)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `request.get(URL)` returns an object Response, which provides, among other things, the response code."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"200"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"response.status_code"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"THe most common codes are:\n",
"* 200: Everything went okay, and the result has been returned (if any).\n",
"* 301: The server is redirecting you to a different endpoint. This can happen when a company switches domain names, or an endpoint name is changed.\n",
"* 400: The server thinks you made a bad request. This can happen when you don’t send along the right data, among other things.\n",
"* 401: The server thinks you’re not authenticated. Many APIs require login ccredentials, so this happens when you don’t send the right credentials to access an API.\n",
"* 403: The resource you’re trying to access is forbidden: you don’t have the right permissions to see it.\n",
"* 404: The resource you tried to access wasn’t found on the server.\n",
"* 503: The server is not ready to handle the request.\n",
"\n",
"More details about status codes list can be found [here](https://developer.mozilla.org/en-US/docs/Web/HTTP/Status)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What about getting the data?\n",
"\n",
"First, read the documentation! Everytime you use an API, please read the documentation to understand how to use, the structure, etc.\n",
"\n",
"We will use the [Open Notify API](http://api.open-notify.org/), which gives access to data about the international space station.\n",
"\n",
"These APIs usually provide multiple endpoints, which are the ways we can interact with that service.\n",
"\n",
"Let's try a request and see how it goes:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"200\n"
]
}
],
"source": [
"response = requests.get(\"http://api.open-notify.org/astros.json\")\n",
"print(response.status_code)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can see the data..."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"bytes"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(response.content)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'{\"message\": \"success\", \"people\": [{\"name\": \"Sergey Ryzhikov\", \"craft\": \"ISS\"}, {\"name\": \"Kate Rubins\", \"craft\": \"ISS\"}, {\"name\": \"Sergey Kud-Sverchkov\", \"craft\": \"ISS\"}], \"number\": 3}'"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"response.text"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'message': 'success',\n",
" 'people': [{'name': 'Sergey Ryzhikov', 'craft': 'ISS'},\n",
" {'name': 'Kate Rubins', 'craft': 'ISS'},\n",
" {'name': 'Sergey Kud-Sverchkov', 'craft': 'ISS'}],\n",
" 'number': 3}"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"response.json()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Working with JSON \n",
"JSON stands for JavaScript Object Notation. It is a way to encode data structures that ensures that they are easily readable. \n",
"\n",
"JSON output look like Python something with *dictionaries, lists, strings* and *integers*. And it is...\n",
"\n",
"But, how to use it? Well, we used it in the last command.\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"import json"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"json has two main functions:\n",
"\n",
"* `json.dumps()` — Takes in a Python object and converts (dumps) to a string.\n",
"* `json.loads()` — Takes a JSON string and converts (loads) to a Python object.\n",
"\n",
"The `dumps()` is particularly useful as we can use it to format the json, making it easier to understand the output"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{\n",
" \"message\": \"success\",\n",
" \"number\": 3,\n",
" \"people\": [\n",
" {\n",
" \"craft\": \"ISS\",\n",
" \"name\": \"Sergey Ryzhikov\"\n",
" },\n",
" {\n",
" \"craft\": \"ISS\",\n",
" \"name\": \"Kate Rubins\"\n",
" },\n",
" {\n",
" \"craft\": \"ISS\",\n",
" \"name\": \"Sergey Kud-Sverchkov\"\n",
" }\n",
" ]\n",
"}\n"
]
}
],
"source": [
"json_response = response.json()\n",
"formatted_json = json.dumps(json_response, sort_keys=True, indent=3\n",
" )\n",
"\n",
"print(formatted_json)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### REST API with Query Parameters\n",
"\n",
"In some cases, it is possible to pass parameters to filter the output of the API. \n",
"\n",
"The http://api.open-notify.org/iss-pass.json endpoint tells the next times that the international space station will pass over a given location on the earth.\n",
"\n",
"It requires parameters"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RESPONSE CODE:400\n",
"{'message': 'failure', 'reason': 'Latitude must be specified'}\n"
]
}
],
"source": [
"response = requests.get(\"http://api.open-notify.org/iss-pass.json\")\n",
"print(\"RESPONSE CODE:\" + str(response.status_code))\n",
"print(response.json())\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's read the docs: \n",
"* http://open-notify.org/Open-Notify-API/ISS-Pass-Times/"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RESPONSE CODE:200\n",
"{'message': 'success', 'request': {'altitude': 100, 'datetime': 1603836506, 'latitude': 35.1983, 'longitude': 111.6513, 'passes': 5}, 'response': [{'duration': 390, 'risetime': 1603841584}, {'duration': 520, 'risetime': 1603847415}, {'duration': 648, 'risetime': 1603853197}, {'duration': 542, 'risetime': 1603859036}, {'duration': 479, 'risetime': 1603907545}]}\n"
]
}
],
"source": [
"response = requests.get(\"http://api.open-notify.org/iss-pass.json?lat=35.1983&lon=111.6513\")\n",
"print(\"RESPONSE CODE:\" + str(response.status_code))\n",
"print(response.json())\n",
"#35.1983, 111.6513"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1603841584\n"
]
}
],
"source": [
"formatted_json = json.dumps(response.json(), sort_keys=False, indent=2)\n",
"#print(formatted_json)\n",
"print(response.json()[\"response\"][0][\"risetime\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Let’s deal with the pass times from our JSON object\n",
"\n",
"Reading the docs (and looking at our JSON), we can see what we need to do"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1603841584, 1603847415, 1603853197, 1603859036, 1603907545]\n"
]
}
],
"source": [
"times = []\n",
"\n",
"for item in response.json()['response']:\n",
" times.append(item['risetime'])\n",
" \n",
"print(times)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2020-10-27 04:33:04'"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from datetime import datetime\n",
"\n",
"datetime.fromtimestamp(times[0]).strftime(\"%Y-%m-%d %I:%M:%S\")"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
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{
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" \"body\": \"### Summary\\r\\n\\r\\n### What was the problem?\\r\\nThere was a rounding off issue here when we were comparing TimeWithZone times with DateTime raised in #40413. I have written a failing test and made it pass.\\r\\n\\r\\n### How did we fix it?\\r\\nThe problem was that when we using time_instance.to_f - this was not accurate enough in certain cases. I have attempted to solve it by ensuring that we use Rationals when creating Time instances time_instance.to_r . (there is a slight performance cost to this, but the benefit is accuracy). \\r\\n\\r\\n\\r\\nThanks for reviewing and I hope this helps.\\r\\n\\r\\nrgds,\\r\\nBen\\r\\n\\r\\n\",\n",
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" \"body\": \"## Problem\\r\\n\\r\\nAs a developer, it can be difficult to write test assertions looking for specific DOM nodes without introducing markup specifically for tests.\\r\\n\\r\\n## Solution\\r\\n\\r\\nAdd functionality to display a `data-test-selector` value in non-production environments for the purpose of precisely targeting DOM nodes in test assertions.\\r\\n\\r\\nWe've been using this solution for over four years in the GitHub monolith.\\r\\n\\r\\nFor example:\\r\\n\\r\\n```erb\\r\\n<%= tag.p(\\\"Hello, world!\\\", test_selector: \\\"greeting\\\") %>\\r\\n```\\r\\n\\r\\n```ruby\\r\\nassert_selector(\\\"[data-test-selector='greeting']\\\")\\r\\n```\\r\\n\\r\\n## Implementation\\r\\n\\r\\nI've implemented this functionality as both an option to `tag_helper` and as a standalone `test_selector` view helper. We use both approaches extensively at GitHub.\\r\\n\\r\\nThe behavior is controlled by the `render_test_selectors` configuration flag, which defaults to `false`. It's expected that developers will set the flag to `true` in development and test.\\r\\n\\r\\nCo-authored-by: Nikka Padilla <nixpad@github.com>\",\n",
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" \"body\": \"### Summary\\r\\n\\r\\nThis PR is basically just a simpler version of https://github.com/rails/rails/pull/32382\\r\\nThe regression still exists in rails master so it is another attempt to fix it \\r\\n[The refactoring part](https://github.com/rails/rails/pull/32382/commits/dce6e63e8fc8aac8a5b58828f6a1697172cca149) has been removed because it [slowed down things a bit](https://github.com/rails/rails/pull/32382#issuecomment-380816534)\\r\\n\\r\\nThe PR addresses an issue when an optional scope param with the defaults is always included in the resulted URL even when the default value is passed.\\r\\nLooks like it was introduced in https://github.com/rails/rails/commit/8ca8a2d773b942c4ea76baabe2df502a339d05b1#diff-f263f30232edae53a59ca3fc0e853e2fR36\\r\\n\\r\\nSo if there is a route with an optional scope param\\r\\n```ruby\\r\\nscope \\\"(:market)\\\", market: /gb|ua/, defaults: { market: :ua } do\\r\\n get \\\"/product/:id\\\" => \\\"products#index\\\", as: :product\\r\\nend\\r\\n```\\r\\n\\r\\nBefore https://github.com/rails/rails/commit/8ca8a2d773b942c4ea76baabe2df502a339d05b1\\r\\n```\\r\\nproduct_path(id: 1) # /product/1\\r\\nproduct_path(id: 1, market: :ua) # /product/1\\r\\nproduct_path(id: 1, market: :gb) # /gb/product/1\\r\\n```\\r\\n\\r\\nAfter https://github.com/rails/rails/commit/8ca8a2d773b942c4ea76baabe2df502a339d05b1\\r\\n```\\r\\nproduct_path(id: 1) # /product/1\\r\\nproduct_path(id: 1, market: :ua) # /ua/product/1\\r\\nproduct_path(id: 1, market: :gb) # /gb/product/1\\r\\n```\\r\\n\\r\\nIn the example above `product_path(id: 1, market: :ua)` should generate `/product/1`, because `market: :ua` is part of the `defaults`\\r\\n\\r\\n<!-- Provide a general description of the code changes in your pull\\r\\nrequest... were there any bugs you had fixed? If so, mention them. If\\r\\nthese bugs have open GitHub issues, be sure to tag them here as well,\\r\\nto keep the conversation linked together. -->\\r\\n\\r\\n<!-- If there's anything else that's important and relevant to your pull\\r\\nrequest, mention that information here. This could include\\r\\nbenchmarks, or other information.\\r\\n\\r\\nIf you are updating any of the CHANGELOG files or are asked to update the\\r\\nCHANGELOG files by reviewers, please add the CHANGELOG entry at the top of the file.\\r\\n\\r\\nFinally, if your pull request affects documentation or any non-code\\r\\nchanges, guidelines for those changes are [available\\r\\nhere](https://edgeguides.rubyonrails.org/contributing_to_ruby_on_rails.html#contributing-to-the-rails-documentation)\\r\\n\\r\\nThanks for contributing to Rails! -->\\r\\n\",\n",
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" \"body\": \"### Summary\\r\\n\\r\\nIt should be possible to call `.new` on the abstract class and return\\r\\nthe subclass instantiated properly just like it would with a base class.\\r\\n\\r\\nGiven the following example:\\r\\n\\r\\n```\\r\\nclass AbstractCompany < ActiveRecord::Base\\r\\n self.abstract_class = true\\r\\nend\\r\\n\\r\\nclass Company < AbstractCompany\\r\\nend\\r\\n\\r\\nclass Acme < Company\\r\\nend\\r\\n```\\r\\n\\r\\nIt is possible to calls `Company.new(type: \\\"Acme\\\")` and it will return\\r\\nan instance of Acme.\\r\\n\\r\\nHowever, if someone would call `AbstractCompany.new(type: \\\"Acme\\\")`, it\\r\\nwould raise a `NotImplementedError`.\\r\\n\\r\\nThis fixes it so that calling new on the abstract class behaves the\\r\\nsame.\\r\\n\\r\\n### Other Information\\r\\n\\r\\nI'm happy to provide more information and more test. I didn't know what else to add besides the small unit test I added. It's been a while since I contributed here, so my apologies if there are things that are missing. I will gladly provide any additional information requested.\\r\\n\\r\\n<!-- If there's anything else that's important and relevant to your pull\\r\\nrequest, mention that information here. This could include\\r\\nbenchmarks, or other information.\\r\\n\\r\\nIf you are updating any of the CHANGELOG files or are asked to update the\\r\\nCHANGELOG files by reviewers, please add the CHANGELOG entry at the top of the file.\\r\\n\\r\\nFinally, if your pull request affects documentation or any non-code\\r\\nchanges, guidelines for those changes are [available\\r\\nhere](https://edgeguides.rubyonrails.org/contributing_to_ruby_on_rails.html#contributing-to-the-rails-documentation)\\r\\n\\r\\nThanks for contributing to Rails! -->\\r\\n\",\n",
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" \"body\": \"### Summary\\r\\n\\r\\nI recently ran into a situation where it would've been great to *prepend* a new `ORDER BY` clause to a query. In our case, it was when using a `scope` that itself had something to the effect of:\\r\\n\\r\\n```ruby\\r\\nclass Profile < ApplicationRecord\\r\\n belongs_to :user\\r\\n\\r\\n scope :recently_updated, -> { where(arel_table[:updated_at].gteq(7.days.ago)).order(updated_at: :desc) }\\r\\nend\\r\\n\\r\\nclass User < ApplicationRecord\\r\\n has_one :profile\\r\\n\\r\\n scope :recently_updated, -> { joins(:profile).merge(Profile.recently_updated) }\\r\\nend\\r\\n```\\r\\n\\r\\nWe wanted to use `User.recently_updated`, but needed to put a specific group of users at the top of the list. The only way to do that without something like `preorder` would be to reimplement the `recently_updated` scopes defined on the model.\\r\\n\\r\\nWith `preorder`, we can simply call `User.recently_updated.preorder('...')`, and we're done!\\r\\n\\r\\nAnother way we could use this would be in conjunction with [`ActiveRecord::FinderMethods#ordered_relation`](https://github.com/rails/rails/blob/d83ee61dc6b5e73dd2853c5af9681e71c0150e30/activerecord/lib/active_record/relation/finder_methods.rb#L578-L588):\\r\\n\\r\\n```ruby\\r\\nclass CustomerLegalEntity < ApplicationRecord\\r\\n scope :ordered, -> { ordered_relation.preorder(default: :desc) }\\r\\nend\\r\\n```\",\n",
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" \"subscriptions_url\": \"https://api.github.com/users/rails/subscriptions\",\n",
" \"organizations_url\": \"https://api.github.com/users/rails/orgs\",\n",
" \"repos_url\": \"https://api.github.com/users/rails/repos\",\n",
" \"events_url\": \"https://api.github.com/users/rails/events{/privacy}\",\n",
" \"received_events_url\": \"https://api.github.com/users/rails/received_events\",\n",
" \"type\": \"Organization\",\n",
" \"site_admin\": false\n",
" },\n",
" \"html_url\": \"https://github.com/rails/rails\",\n",
" \"description\": \"Ruby on Rails\",\n",
" \"fork\": false,\n",
" \"url\": \"https://api.github.com/repos/rails/rails\",\n",
" \"forks_url\": \"https://api.github.com/repos/rails/rails/forks\",\n",
" \"keys_url\": \"https://api.github.com/repos/rails/rails/keys{/key_id}\",\n",
" \"collaborators_url\": \"https://api.github.com/repos/rails/rails/collaborators{/collaborator}\",\n",
" \"teams_url\": \"https://api.github.com/repos/rails/rails/teams\",\n",
" \"hooks_url\": \"https://api.github.com/repos/rails/rails/hooks\",\n",
" \"issue_events_url\": \"https://api.github.com/repos/rails/rails/issues/events{/number}\",\n",
" \"events_url\": \"https://api.github.com/repos/rails/rails/events\",\n",
" \"assignees_url\": \"https://api.github.com/repos/rails/rails/assignees{/user}\",\n",
" \"branches_url\": \"https://api.github.com/repos/rails/rails/branches{/branch}\",\n",
" \"tags_url\": \"https://api.github.com/repos/rails/rails/tags\",\n",
" \"blobs_url\": \"https://api.github.com/repos/rails/rails/git/blobs{/sha}\",\n",
" \"git_tags_url\": \"https://api.github.com/repos/rails/rails/git/tags{/sha}\",\n",
" \"git_refs_url\": \"https://api.github.com/repos/rails/rails/git/refs{/sha}\",\n",
" \"trees_url\": \"https://api.github.com/repos/rails/rails/git/trees{/sha}\",\n",
" \"statuses_url\": \"https://api.github.com/repos/rails/rails/statuses/{sha}\",\n",
" \"languages_url\": \"https://api.github.com/repos/rails/rails/languages\",\n",
" \"stargazers_url\": \"https://api.github.com/repos/rails/rails/stargazers\",\n",
" \"contributors_url\": \"https://api.github.com/repos/rails/rails/contributors\",\n",
" \"subscribers_url\": \"https://api.github.com/repos/rails/rails/subscribers\",\n",
" \"subscription_url\": \"https://api.github.com/repos/rails/rails/subscription\",\n",
" \"commits_url\": \"https://api.github.com/repos/rails/rails/commits{/sha}\",\n",
" \"git_commits_url\": \"https://api.github.com/repos/rails/rails/git/commits{/sha}\",\n",
" \"comments_url\": \"https://api.github.com/repos/rails/rails/comments{/number}\",\n",
" \"issue_comment_url\": \"https://api.github.com/repos/rails/rails/issues/comments{/number}\",\n",
" \"contents_url\": \"https://api.github.com/repos/rails/rails/contents/{+path}\",\n",
" \"compare_url\": \"https://api.github.com/repos/rails/rails/compare/{base}...{head}\",\n",
" \"merges_url\": \"https://api.github.com/repos/rails/rails/merges\",\n",
" \"archive_url\": \"https://api.github.com/repos/rails/rails/{archive_format}{/ref}\",\n",
" \"downloads_url\": \"https://api.github.com/repos/rails/rails/downloads\",\n",
" \"issues_url\": \"https://api.github.com/repos/rails/rails/issues{/number}\",\n",
" \"pulls_url\": \"https://api.github.com/repos/rails/rails/pulls{/number}\",\n",
" \"milestones_url\": \"https://api.github.com/repos/rails/rails/milestones{/number}\",\n",
" \"notifications_url\": \"https://api.github.com/repos/rails/rails/notifications{?since,all,participating}\",\n",
" \"labels_url\": \"https://api.github.com/repos/rails/rails/labels{/name}\",\n",
" \"releases_url\": \"https://api.github.com/repos/rails/rails/releases{/id}\",\n",
" \"deployments_url\": \"https://api.github.com/repos/rails/rails/deployments\",\n",
" \"created_at\": \"2008-04-11T02:19:47Z\",\n",
" \"updated_at\": \"2020-10-27T21:18:30Z\",\n",
" \"pushed_at\": \"2020-10-27T21:06:38Z\",\n",
" \"git_url\": \"git://github.com/rails/rails.git\",\n",
" \"ssh_url\": \"git@github.com:rails/rails.git\",\n",
" \"clone_url\": \"https://github.com/rails/rails.git\",\n",
" \"svn_url\": \"https://github.com/rails/rails\",\n",
" \"homepage\": \"https://rubyonrails.org\",\n",
" \"size\": 228828,\n",
" \"stargazers_count\": 46749,\n",
" \"watchers_count\": 46749,\n",
" \"language\": \"Ruby\",\n",
" \"has_issues\": true,\n",
" \"has_projects\": false,\n",
" \"has_downloads\": true,\n",
" \"has_wiki\": false,\n",
" \"has_pages\": false,\n",
" \"forks_count\": 18781,\n",
" \"mirror_url\": null,\n",
" \"archived\": false,\n",
" \"disabled\": false,\n",
" \"open_issues_count\": 621,\n",
" \"license\": {\n",
" \"key\": \"mit\",\n",
" \"name\": \"MIT License\",\n",
" \"spdx_id\": \"MIT\",\n",
" \"url\": \"https://api.github.com/licenses/mit\",\n",
" \"node_id\": \"MDc6TGljZW5zZTEz\"\n",
" },\n",
" \"forks\": 18781,\n",
" \"open_issues\": 621,\n",
" \"watchers\": 46749,\n",
" \"default_branch\": \"master\"\n",
" }\n",
" },\n",
" \"_links\": {\n",
" \"self\": {\n",
" \"href\": \"https://api.github.com/repos/rails/rails/pulls/40399\"\n",
" },\n",
" \"html\": {\n",
" \"href\": \"https://github.com/rails/rails/pull/40399\"\n",
" },\n",
" \"issue\": {\n",
" \"href\": \"https://api.github.com/repos/rails/rails/issues/40399\"\n",
" },\n",
" \"comments\": {\n",
" \"href\": \"https://api.github.com/repos/rails/rails/issues/40399/comments\"\n",
" },\n",
" \"review_comments\": {\n",
" \"href\": \"https://api.github.com/repos/rails/rails/pulls/40399/comments\"\n",
" },\n",
" \"review_comment\": {\n",
" \"href\": \"https://api.github.com/repos/rails/rails/pulls/comments{/number}\"\n",
" },\n",
" \"commits\": {\n",
" \"href\": \"https://api.github.com/repos/rails/rails/pulls/40399/commits\"\n",
" },\n",
" \"statuses\": {\n",
" \"href\": \"https://api.github.com/repos/rails/rails/statuses/c369f525da327f2b6651ea36cbe5cd9437a171e1\"\n",
" }\n",
" },\n",
" \"author_association\": \"CONTRIBUTOR\",\n",
" \"active_lock_reason\": null\n",
" }\n",
"]\n"
]
}
],
"source": [
"response = requests.get(\"https://api.github.com/repos/rails/rails/pulls\")\n",
"pulls = response.json()\n",
"print(json.dumps(pulls, indent=2))"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'url': 'https://api.github.com/repos/rails/rails/pulls/40467',\n",
" 'id': 511057455,\n",
" 'node_id': 'MDExOlB1bGxSZXF1ZXN0NTExMDU3NDU1',\n",
" 'html_url': 'https://github.com/rails/rails/pull/40467',\n",
" 'diff_url': 'https://github.com/rails/rails/pull/40467.diff',\n",
" 'patch_url': 'https://github.com/rails/rails/pull/40467.patch',\n",
" 'issue_url': 'https://api.github.com/repos/rails/rails/issues/40467',\n",
" 'number': 40467,\n",
" 'state': 'open',\n",
" 'locked': False,\n",
" 'title': 'Test find_signed/! on Relation',\n",
" 'user': {'login': 'bogdanvlviv',\n",
" 'id': 6443532,\n",
" 'node_id': 'MDQ6VXNlcjY0NDM1MzI=',\n",
" 'avatar_url': 'https://avatars0.githubusercontent.com/u/6443532?v=4',\n",
" 'gravatar_id': '',\n",
" 'url': 'https://api.github.com/users/bogdanvlviv',\n",
" 'html_url': 'https://github.com/bogdanvlviv',\n",
" 'followers_url': 'https://api.github.com/users/bogdanvlviv/followers',\n",
" 'following_url': 'https://api.github.com/users/bogdanvlviv/following{/other_user}',\n",
" 'gists_url': 'https://api.github.com/users/bogdanvlviv/gists{/gist_id}',\n",
" 'starred_url': 'https://api.github.com/users/bogdanvlviv/starred{/owner}{/repo}',\n",
" 'subscriptions_url': 'https://api.github.com/users/bogdanvlviv/subscriptions',\n",
" 'organizations_url': 'https://api.github.com/users/bogdanvlviv/orgs',\n",
" 'repos_url': 'https://api.github.com/users/bogdanvlviv/repos',\n",
" 'events_url': 'https://api.github.com/users/bogdanvlviv/events{/privacy}',\n",
" 'received_events_url': 'https://api.github.com/users/bogdanvlviv/received_events',\n",
" 'type': 'User',\n",
" 'site_admin': False},\n",
" 'body': \"Want to make sure that those methods work on relation and return\\r\\nexpected result when retation has or doesn't have any records.\\r\\n\\r\\nThose methods are delegated by\\r\\nhttps://github.com/rails/rails/blob/7cb451346618811796efce1f8a2bf576b8e4999c/activerecord/lib/active_record/relation/delegation.rb#L21,\\r\\nhttps://github.com/rails/rails/blob/7cb451346618811796efce1f8a2bf576b8e4999c/activerecord/lib/active_record/relation/delegation.rb#L95-L114,\\r\\nhttps://github.com/rails/rails/blob/7cb451346618811796efce1f8a2bf576b8e4999c/activerecord/lib/active_record/relation/delegation.rb#L56-L78\\r\\nas I understand.\\r\\n\\r\\nRelated to https://github.com/rails/rails/pull/39313\",\n",
" 'created_at': '2020-10-27T20:53:14Z',\n",
" 'updated_at': '2020-10-27T20:59:55Z',\n",
" 'closed_at': None,\n",
" 'merged_at': None,\n",
" 'merge_commit_sha': '08bb56fc427ee95ac80a0a18c1722f1f8f488b7e',\n",
" 'assignee': None,\n",
" 'assignees': [],\n",
" 'requested_reviewers': [],\n",
" 'requested_teams': [],\n",
" 'labels': [{'id': 107191,\n",
" 'node_id': 'MDU6TGFiZWwxMDcxOTE=',\n",
" 'url': 'https://api.github.com/repos/rails/rails/labels/activerecord',\n",
" 'name': 'activerecord',\n",
" 'color': '0b02e1',\n",
" 'default': False,\n",
" 'description': None}],\n",
" 'milestone': None,\n",
" 'draft': False,\n",
" 'commits_url': 'https://api.github.com/repos/rails/rails/pulls/40467/commits',\n",
" 'review_comments_url': 'https://api.github.com/repos/rails/rails/pulls/40467/comments',\n",
" 'review_comment_url': 'https://api.github.com/repos/rails/rails/pulls/comments{/number}',\n",
" 'comments_url': 'https://api.github.com/repos/rails/rails/issues/40467/comments',\n",
" 'statuses_url': 'https://api.github.com/repos/rails/rails/statuses/aac3d28b4e98c661b0098acf9c4ad028ecd69da3',\n",
" 'head': {'label': 'bogdanvlviv:test_find_signed_on_relation',\n",
" 'ref': 'test_find_signed_on_relation',\n",
" 'sha': 'aac3d28b4e98c661b0098acf9c4ad028ecd69da3',\n",
" 'user': {'login': 'bogdanvlviv',\n",
" 'id': 6443532,\n",
" 'node_id': 'MDQ6VXNlcjY0NDM1MzI=',\n",
" 'avatar_url': 'https://avatars0.githubusercontent.com/u/6443532?v=4',\n",
" 'gravatar_id': '',\n",
" 'url': 'https://api.github.com/users/bogdanvlviv',\n",
" 'html_url': 'https://github.com/bogdanvlviv',\n",
" 'followers_url': 'https://api.github.com/users/bogdanvlviv/followers',\n",
" 'following_url': 'https://api.github.com/users/bogdanvlviv/following{/other_user}',\n",
" 'gists_url': 'https://api.github.com/users/bogdanvlviv/gists{/gist_id}',\n",
" 'starred_url': 'https://api.github.com/users/bogdanvlviv/starred{/owner}{/repo}',\n",
" 'subscriptions_url': 'https://api.github.com/users/bogdanvlviv/subscriptions',\n",
" 'organizations_url': 'https://api.github.com/users/bogdanvlviv/orgs',\n",
" 'repos_url': 'https://api.github.com/users/bogdanvlviv/repos',\n",
" 'events_url': 'https://api.github.com/users/bogdanvlviv/events{/privacy}',\n",
" 'received_events_url': 'https://api.github.com/users/bogdanvlviv/received_events',\n",
" 'type': 'User',\n",
" 'site_admin': False},\n",
" 'repo': {'id': 54744114,\n",
" 'node_id': 'MDEwOlJlcG9zaXRvcnk1NDc0NDExNA==',\n",
" 'name': 'rails',\n",
" 'full_name': 'bogdanvlviv/rails',\n",
" 'private': False,\n",
" 'owner': {'login': 'bogdanvlviv',\n",
" 'id': 6443532,\n",
" 'node_id': 'MDQ6VXNlcjY0NDM1MzI=',\n",
" 'avatar_url': 'https://avatars0.githubusercontent.com/u/6443532?v=4',\n",
" 'gravatar_id': '',\n",
" 'url': 'https://api.github.com/users/bogdanvlviv',\n",
" 'html_url': 'https://github.com/bogdanvlviv',\n",
" 'followers_url': 'https://api.github.com/users/bogdanvlviv/followers',\n",
" 'following_url': 'https://api.github.com/users/bogdanvlviv/following{/other_user}',\n",
" 'gists_url': 'https://api.github.com/users/bogdanvlviv/gists{/gist_id}',\n",
" 'starred_url': 'https://api.github.com/users/bogdanvlviv/starred{/owner}{/repo}',\n",
" 'subscriptions_url': 'https://api.github.com/users/bogdanvlviv/subscriptions',\n",
" 'organizations_url': 'https://api.github.com/users/bogdanvlviv/orgs',\n",
" 'repos_url': 'https://api.github.com/users/bogdanvlviv/repos',\n",
" 'events_url': 'https://api.github.com/users/bogdanvlviv/events{/privacy}',\n",
" 'received_events_url': 'https://api.github.com/users/bogdanvlviv/received_events',\n",
" 'type': 'User',\n",
" 'site_admin': False},\n",
" 'html_url': 'https://github.com/bogdanvlviv/rails',\n",
" 'description': 'Ruby on Rails',\n",
" 'fork': True,\n",
" 'url': 'https://api.github.com/repos/bogdanvlviv/rails',\n",
" 'forks_url': 'https://api.github.com/repos/bogdanvlviv/rails/forks',\n",
" 'keys_url': 'https://api.github.com/repos/bogdanvlviv/rails/keys{/key_id}',\n",
" 'collaborators_url': 'https://api.github.com/repos/bogdanvlviv/rails/collaborators{/collaborator}',\n",
" 'teams_url': 'https://api.github.com/repos/bogdanvlviv/rails/teams',\n",
" 'hooks_url': 'https://api.github.com/repos/bogdanvlviv/rails/hooks',\n",
" 'issue_events_url': 'https://api.github.com/repos/bogdanvlviv/rails/issues/events{/number}',\n",
" 'events_url': 'https://api.github.com/repos/bogdanvlviv/rails/events',\n",
" 'assignees_url': 'https://api.github.com/repos/bogdanvlviv/rails/assignees{/user}',\n",
" 'branches_url': 'https://api.github.com/repos/bogdanvlviv/rails/branches{/branch}',\n",
" 'tags_url': 'https://api.github.com/repos/bogdanvlviv/rails/tags',\n",
" 'blobs_url': 'https://api.github.com/repos/bogdanvlviv/rails/git/blobs{/sha}',\n",
" 'git_tags_url': 'https://api.github.com/repos/bogdanvlviv/rails/git/tags{/sha}',\n",
" 'git_refs_url': 'https://api.github.com/repos/bogdanvlviv/rails/git/refs{/sha}',\n",
" 'trees_url': 'https://api.github.com/repos/bogdanvlviv/rails/git/trees{/sha}',\n",
" 'statuses_url': 'https://api.github.com/repos/bogdanvlviv/rails/statuses/{sha}',\n",
" 'languages_url': 'https://api.github.com/repos/bogdanvlviv/rails/languages',\n",
" 'stargazers_url': 'https://api.github.com/repos/bogdanvlviv/rails/stargazers',\n",
" 'contributors_url': 'https://api.github.com/repos/bogdanvlviv/rails/contributors',\n",
" 'subscribers_url': 'https://api.github.com/repos/bogdanvlviv/rails/subscribers',\n",
" 'subscription_url': 'https://api.github.com/repos/bogdanvlviv/rails/subscription',\n",
" 'commits_url': 'https://api.github.com/repos/bogdanvlviv/rails/commits{/sha}',\n",
" 'git_commits_url': 'https://api.github.com/repos/bogdanvlviv/rails/git/commits{/sha}',\n",
" 'comments_url': 'https://api.github.com/repos/bogdanvlviv/rails/comments{/number}',\n",
" 'issue_comment_url': 'https://api.github.com/repos/bogdanvlviv/rails/issues/comments{/number}',\n",
" 'contents_url': 'https://api.github.com/repos/bogdanvlviv/rails/contents/{+path}',\n",
" 'compare_url': 'https://api.github.com/repos/bogdanvlviv/rails/compare/{base}...{head}',\n",
" 'merges_url': 'https://api.github.com/repos/bogdanvlviv/rails/merges',\n",
" 'archive_url': 'https://api.github.com/repos/bogdanvlviv/rails/{archive_format}{/ref}',\n",
" 'downloads_url': 'https://api.github.com/repos/bogdanvlviv/rails/downloads',\n",
" 'issues_url': 'https://api.github.com/repos/bogdanvlviv/rails/issues{/number}',\n",
" 'pulls_url': 'https://api.github.com/repos/bogdanvlviv/rails/pulls{/number}',\n",
" 'milestones_url': 'https://api.github.com/repos/bogdanvlviv/rails/milestones{/number}',\n",
" 'notifications_url': 'https://api.github.com/repos/bogdanvlviv/rails/notifications{?since,all,participating}',\n",
" 'labels_url': 'https://api.github.com/repos/bogdanvlviv/rails/labels{/name}',\n",
" 'releases_url': 'https://api.github.com/repos/bogdanvlviv/rails/releases{/id}',\n",
" 'deployments_url': 'https://api.github.com/repos/bogdanvlviv/rails/deployments',\n",
" 'created_at': '2016-03-25T19:54:02Z',\n",
" 'updated_at': '2020-09-21T10:08:47Z',\n",
" 'pushed_at': '2020-10-27T20:59:45Z',\n",
" 'git_url': 'git://github.com/bogdanvlviv/rails.git',\n",
" 'ssh_url': 'git@github.com:bogdanvlviv/rails.git',\n",
" 'clone_url': 'https://github.com/bogdanvlviv/rails.git',\n",
" 'svn_url': 'https://github.com/bogdanvlviv/rails',\n",
" 'homepage': 'http://rubyonrails.org',\n",
" 'size': 227913,\n",
" 'stargazers_count': 1,\n",
" 'watchers_count': 1,\n",
" 'language': 'Ruby',\n",
" 'has_issues': False,\n",
" 'has_projects': True,\n",
" 'has_downloads': True,\n",
" 'has_wiki': False,\n",
" 'has_pages': False,\n",
" 'forks_count': 1,\n",
" 'mirror_url': None,\n",
" 'archived': False,\n",
" 'disabled': False,\n",
" 'open_issues_count': 0,\n",
" 'license': {'key': 'mit',\n",
" 'name': 'MIT License',\n",
" 'spdx_id': 'MIT',\n",
" 'url': 'https://api.github.com/licenses/mit',\n",
" 'node_id': 'MDc6TGljZW5zZTEz'},\n",
" 'forks': 1,\n",
" 'open_issues': 0,\n",
" 'watchers': 1,\n",
" 'default_branch': 'master'}},\n",
" 'base': {'label': 'rails:master',\n",
" 'ref': 'master',\n",
" 'sha': '7cb451346618811796efce1f8a2bf576b8e4999c',\n",
" 'user': {'login': 'rails',\n",
" 'id': 4223,\n",
" 'node_id': 'MDEyOk9yZ2FuaXphdGlvbjQyMjM=',\n",
" 'avatar_url': 'https://avatars1.githubusercontent.com/u/4223?v=4',\n",
" 'gravatar_id': '',\n",
" 'url': 'https://api.github.com/users/rails',\n",
" 'html_url': 'https://github.com/rails',\n",
" 'followers_url': 'https://api.github.com/users/rails/followers',\n",
" 'following_url': 'https://api.github.com/users/rails/following{/other_user}',\n",
" 'gists_url': 'https://api.github.com/users/rails/gists{/gist_id}',\n",
" 'starred_url': 'https://api.github.com/users/rails/starred{/owner}{/repo}',\n",
" 'subscriptions_url': 'https://api.github.com/users/rails/subscriptions',\n",
" 'organizations_url': 'https://api.github.com/users/rails/orgs',\n",
" 'repos_url': 'https://api.github.com/users/rails/repos',\n",
" 'events_url': 'https://api.github.com/users/rails/events{/privacy}',\n",
" 'received_events_url': 'https://api.github.com/users/rails/received_events',\n",
" 'type': 'Organization',\n",
" 'site_admin': False},\n",
" 'repo': {'id': 8514,\n",
" 'node_id': 'MDEwOlJlcG9zaXRvcnk4NTE0',\n",
" 'name': 'rails',\n",
" 'full_name': 'rails/rails',\n",
" 'private': False,\n",
" 'owner': {'login': 'rails',\n",
" 'id': 4223,\n",
" 'node_id': 'MDEyOk9yZ2FuaXphdGlvbjQyMjM=',\n",
" 'avatar_url': 'https://avatars1.githubusercontent.com/u/4223?v=4',\n",
" 'gravatar_id': '',\n",
" 'url': 'https://api.github.com/users/rails',\n",
" 'html_url': 'https://github.com/rails',\n",
" 'followers_url': 'https://api.github.com/users/rails/followers',\n",
" 'following_url': 'https://api.github.com/users/rails/following{/other_user}',\n",
" 'gists_url': 'https://api.github.com/users/rails/gists{/gist_id}',\n",
" 'starred_url': 'https://api.github.com/users/rails/starred{/owner}{/repo}',\n",
" 'subscriptions_url': 'https://api.github.com/users/rails/subscriptions',\n",
" 'organizations_url': 'https://api.github.com/users/rails/orgs',\n",
" 'repos_url': 'https://api.github.com/users/rails/repos',\n",
" 'events_url': 'https://api.github.com/users/rails/events{/privacy}',\n",
" 'received_events_url': 'https://api.github.com/users/rails/received_events',\n",
" 'type': 'Organization',\n",
" 'site_admin': False},\n",
" 'html_url': 'https://github.com/rails/rails',\n",
" 'description': 'Ruby on Rails',\n",
" 'fork': False,\n",
" 'url': 'https://api.github.com/repos/rails/rails',\n",
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" 'collaborators_url': 'https://api.github.com/repos/rails/rails/collaborators{/collaborator}',\n",
" 'teams_url': 'https://api.github.com/repos/rails/rails/teams',\n",
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" 'branches_url': 'https://api.github.com/repos/rails/rails/branches{/branch}',\n",
" 'tags_url': 'https://api.github.com/repos/rails/rails/tags',\n",
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" 'git_tags_url': 'https://api.github.com/repos/rails/rails/git/tags{/sha}',\n",
" 'git_refs_url': 'https://api.github.com/repos/rails/rails/git/refs{/sha}',\n",
" 'trees_url': 'https://api.github.com/repos/rails/rails/git/trees{/sha}',\n",
" 'statuses_url': 'https://api.github.com/repos/rails/rails/statuses/{sha}',\n",
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" 'contents_url': 'https://api.github.com/repos/rails/rails/contents/{+path}',\n",
" 'compare_url': 'https://api.github.com/repos/rails/rails/compare/{base}...{head}',\n",
" 'merges_url': 'https://api.github.com/repos/rails/rails/merges',\n",
" 'archive_url': 'https://api.github.com/repos/rails/rails/{archive_format}{/ref}',\n",
" 'downloads_url': 'https://api.github.com/repos/rails/rails/downloads',\n",
" 'issues_url': 'https://api.github.com/repos/rails/rails/issues{/number}',\n",
" 'pulls_url': 'https://api.github.com/repos/rails/rails/pulls{/number}',\n",
" 'milestones_url': 'https://api.github.com/repos/rails/rails/milestones{/number}',\n",
" 'notifications_url': 'https://api.github.com/repos/rails/rails/notifications{?since,all,participating}',\n",
" 'labels_url': 'https://api.github.com/repos/rails/rails/labels{/name}',\n",
" 'releases_url': 'https://api.github.com/repos/rails/rails/releases{/id}',\n",
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" 'ssh_url': 'git@github.com:rails/rails.git',\n",
" 'clone_url': 'https://github.com/rails/rails.git',\n",
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" 'homepage': 'https://rubyonrails.org',\n",
" 'size': 228828,\n",
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" 'language': 'Ruby',\n",
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" 'has_wiki': False,\n",
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" 'forks_count': 18781,\n",
" 'mirror_url': None,\n",
" 'archived': False,\n",
" 'disabled': False,\n",
" 'open_issues_count': 621,\n",
" 'license': {'key': 'mit',\n",
" 'name': 'MIT License',\n",
" 'spdx_id': 'MIT',\n",
" 'url': 'https://api.github.com/licenses/mit',\n",
" 'node_id': 'MDc6TGljZW5zZTEz'},\n",
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" 'review_comment': {'href': 'https://api.github.com/repos/rails/rails/pulls/comments{/number}'},\n",
" 'commits': {'href': 'https://api.github.com/repos/rails/rails/pulls/40467/commits'},\n",
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" 'author_association': 'CONTRIBUTOR',\n",
" 'active_lock_reason': None}"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pulls[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Let's play: your turn\n",
"\n",
"Look at this API:\n",
"* https://earthquake.usgs.gov/fdsnws/event/1/\n",
"\n",
"I want you to \n",
"1. use filters to get the earthquakes from the previous 60 days, with magnitude between 5.8 and 7.\n",
"2. print the place, date, and magnitude of each of them\n",
"3. find the highest magnitude\n",
"4. using the ISS API, show when the satelite will go through the place where the earthquake with the highest magnitude happened\n"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RESPONSE CODE:400\n",
"{'message': 'failure', 'reason': 'Latitude must be specified'}\n"
]
}
],
"source": [
"import requests\n",
"response = requests.get(\"http://api.open-notify.org/iss-pass.json\")\n",
"print(\"RESPONSE CODE:\" + str(response.status_code))\n",
"print(response.json())"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{\n",
" \"type\": \"FeatureCollection\",\n",
" \"metadata\": {\n",
" \"generated\": 1603840328000,\n",
" \"url\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime=2020-08-27&maxmagnitude=7&minmagnitude=5.8\",\n",
" \"title\": \"USGS Earthquakes\",\n",
" \"status\": 200,\n",
" \"api\": \"1.10.3\",\n",
" \"count\": 40\n",
" },\n",
" \"features\": [\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 5.9,\n",
" \"place\": \"75 km NNE of Hihifo, Tonga\",\n",
" \"time\": 1603626457004,\n",
" \"updated\": 1603816850040,\n",
" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us6000ccyh\",\n",
" \"detail\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000ccyh&format=geojson\",\n",
" \"felt\": 9,\n",
" \"cdi\": 4.1,\n",
" \"mmi\": 3.887,\n",
" \"alert\": \"green\",\n",
" \"status\": \"reviewed\",\n",
" \"tsunami\": 0,\n",
" \"sig\": 539,\n",
" \"net\": \"us\",\n",
" \"code\": \"6000ccyh\",\n",
" \"ids\": \",pt20299001,us6000ccyh,at00qira3f,\",\n",
" \"sources\": \",pt,us,at,\",\n",
" \"types\": \",dyfi,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,\",\n",
" \"nst\": null,\n",
" \"dmin\": 5.014,\n",
" \"rms\": 0.71,\n",
" \"gap\": 62,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 5.9 - 75 km NNE of Hihifo, Tonga\"\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Point\",\n",
" \"coordinates\": [\n",
" -173.4669,\n",
" -15.3542,\n",
" 32.73\n",
" ]\n",
" },\n",
" \"id\": \"us6000ccyh\"\n",
" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 6.1,\n",
" \"place\": \"south of the Fiji Islands\",\n",
" \"time\": 1603436672004,\n",
" \"updated\": 1603523312647,\n",
" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us6000cbx8\",\n",
" \"detail\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000cbx8&format=geojson\",\n",
" \"felt\": null,\n",
" \"cdi\": null,\n",
" \"mmi\": 2.51,\n",
" \"alert\": \"green\",\n",
" \"status\": \"reviewed\",\n",
" \"tsunami\": 0,\n",
" \"sig\": 572,\n",
" \"net\": \"us\",\n",
" \"code\": \"6000cbx8\",\n",
" \"ids\": \",pt20297001,us6000cbx8,\",\n",
" \"sources\": \",pt,us,\",\n",
" \"types\": \",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,\",\n",
" \"nst\": null,\n",
" \"dmin\": 4.045,\n",
" \"rms\": 0.79,\n",
" \"gap\": 25,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 6.1 - south of the Fiji Islands\"\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Point\",\n",
" \"coordinates\": [\n",
" -179.9645,\n",
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" 463.9\n",
" ]\n",
" },\n",
" \"id\": \"us6000cbx8\"\n",
" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 6,\n",
" \"place\": \"West Chile Rise\",\n",
" \"time\": 1603417577475,\n",
" \"updated\": 1603504452956,\n",
" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us6000cbug\",\n",
" \"detail\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000cbug&format=geojson\",\n",
" \"felt\": null,\n",
" \"cdi\": null,\n",
" \"mmi\": 0,\n",
" \"alert\": \"green\",\n",
" \"status\": \"reviewed\",\n",
" \"tsunami\": 0,\n",
" \"sig\": 554,\n",
" \"net\": \"us\",\n",
" \"code\": \"6000cbug\",\n",
" \"ids\": \",us6000cbug,pt20297000,\",\n",
" \"sources\": \",us,pt,\",\n",
" \"types\": \",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,\",\n",
" \"nst\": null,\n",
" \"dmin\": 13.888,\n",
" \"rms\": 1.41,\n",
" \"gap\": 47,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 6.0 - West Chile Rise\"\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Point\",\n",
" \"coordinates\": [\n",
" -97.1352,\n",
" -36.4011,\n",
" 10\n",
" ]\n",
" },\n",
" \"id\": \"us6000cbug\"\n",
" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 5.8,\n",
" \"place\": \"148 km WNW of Haveluloto, Tonga\",\n",
" \"time\": 1603355046992,\n",
" \"updated\": 1603441663721,\n",
" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us6000cb8b\",\n",
" \"detail\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000cb8b&format=geojson\",\n",
" \"felt\": null,\n",
" \"cdi\": null,\n",
" \"mmi\": 3.275,\n",
" \"alert\": \"green\",\n",
" \"status\": \"reviewed\",\n",
" \"tsunami\": 0,\n",
" \"sig\": 518,\n",
" \"net\": \"us\",\n",
" \"code\": \"6000cb8b\",\n",
" \"ids\": \",pt20296000,us6000cb8b,\",\n",
" \"sources\": \",pt,us,\",\n",
" \"types\": \",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,\",\n",
" \"nst\": null,\n",
" \"dmin\": 5.927,\n",
" \"rms\": 1.23,\n",
" \"gap\": 33,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 5.8 - 148 km WNW of Haveluloto, Tonga\"\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Point\",\n",
" \"coordinates\": [\n",
" -176.6074,\n",
" -20.8778,\n",
" 237.63\n",
" ]\n",
" },\n",
" \"id\": \"us6000cb8b\"\n",
" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 5.9,\n",
" \"place\": \"183 km ESE of Neiafu, Tonga\",\n",
" \"time\": 1603239753928,\n",
" \"updated\": 1603326984040,\n",
" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us6000cafc\",\n",
" \"detail\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000cafc&format=geojson\",\n",
" \"felt\": null,\n",
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" \"gap\": 26,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 5.9 - 183 km ESE of Neiafu, Tonga\"\n",
" },\n",
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" 10\n",
" ]\n",
" },\n",
" \"id\": \"us6000cafc\"\n",
" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 5.9,\n",
" \"place\": \"117 km SSE of Sand Point, Alaska\",\n",
" \"time\": 1603143925888,\n",
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" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us6000c9lf\",\n",
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" \"mmi\": 3.755,\n",
" \"alert\": \"green\",\n",
" \"status\": \"reviewed\",\n",
" \"tsunami\": 0,\n",
" \"sig\": 536,\n",
" \"net\": \"us\",\n",
" \"code\": \"6000c9lf\",\n",
" \"ids\": \",us6000c9lf,pt20293006,ak020dgx8hsf,\",\n",
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" \"types\": \",ground-failure,internal-origin,losspager,origin,phase-data,shakemap,\",\n",
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" \"dmin\": 0.51,\n",
" \"rms\": 0.94,\n",
" \"gap\": 65,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 5.9 - 117 km SSE of Sand Point, Alaska\"\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Point\",\n",
" \"coordinates\": [\n",
" -159.859,\n",
" 54.3459,\n",
" 24.45\n",
" ]\n",
" },\n",
" \"id\": \"us6000c9lf\"\n",
" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 5.9,\n",
" \"place\": \"Easter Island region\",\n",
" \"time\": 1602335697344,\n",
" \"updated\": 1602422329581,\n",
" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us6000c7b1\",\n",
" \"detail\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c7b1&format=geojson\",\n",
" \"felt\": null,\n",
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" \"alert\": \"green\",\n",
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" \"rms\": 1.02,\n",
" \"gap\": 50,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 5.9 - Easter Island region\"\n",
" },\n",
" \"geometry\": {\n",
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" 10\n",
" ]\n",
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" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 5.8,\n",
" \"place\": \"86 km ESE of Kimbe, Papua New Guinea\",\n",
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" \"id\": \"us7000bfbx\"\n",
" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 6.5,\n",
" \"place\": \"central Mid-Atlantic Ridge\",\n",
" \"time\": 1598822429757,\n",
" \"updated\": 1599776581234,\n",
" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us7000bf3k\",\n",
" \"detail\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000bf3k&format=geojson\",\n",
" \"felt\": 2,\n",
" \"cdi\": 4.3,\n",
" \"mmi\": 4.817,\n",
" \"alert\": \"green\",\n",
" \"status\": \"reviewed\",\n",
" \"tsunami\": 0,\n",
" \"sig\": 651,\n",
" \"net\": \"us\",\n",
" \"code\": \"7000bf3k\",\n",
" \"ids\": \",us7000bf3k,at00qfwba7,pt20243000,\",\n",
" \"sources\": \",us,at,pt,\",\n",
" \"types\": \",dyfi,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,\",\n",
" \"nst\": null,\n",
" \"dmin\": 15.394,\n",
" \"rms\": 0.66,\n",
" \"gap\": 31,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 6.5 - central Mid-Atlantic Ridge\"\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Point\",\n",
" \"coordinates\": [\n",
" -29.8656,\n",
" 0.7821,\n",
" 10\n",
" ]\n",
" },\n",
" \"id\": \"us7000bf3k\"\n",
" },\n",
" {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\n",
" \"mag\": 5.8,\n",
" \"place\": \"Bouvet Island region\",\n",
" \"time\": 1598581458132,\n",
" \"updated\": 1603815033040,\n",
" \"tz\": null,\n",
" \"url\": \"https://earthquake.usgs.gov/earthquakes/eventpage/us7000be5j\",\n",
" \"detail\": \"https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000be5j&format=geojson\",\n",
" \"felt\": null,\n",
" \"cdi\": null,\n",
" \"mmi\": 3.826,\n",
" \"alert\": \"green\",\n",
" \"status\": \"reviewed\",\n",
" \"tsunami\": 0,\n",
" \"sig\": 518,\n",
" \"net\": \"us\",\n",
" \"code\": \"7000be5j\",\n",
" \"ids\": \",us7000be5j,\",\n",
" \"sources\": \",us,\",\n",
" \"types\": \",losspager,moment-tensor,origin,phase-data,shakemap,\",\n",
" \"nst\": null,\n",
" \"dmin\": 17.048,\n",
" \"rms\": 1.26,\n",
" \"gap\": 40,\n",
" \"magType\": \"mww\",\n",
" \"type\": \"earthquake\",\n",
" \"title\": \"M 5.8 - Bouvet Island region\"\n",
" },\n",
" \"geometry\": {\n",
" \"type\": \"Point\",\n",
" \"coordinates\": [\n",
" 1.5112,\n",
" -54.7928,\n",
" 10\n",
" ]\n",
" },\n",
" \"id\": \"us7000be5j\"\n",
" }\n",
" ],\n",
" \"bbox\": [\n",
" -179.9645,\n",
" -62.3735,\n",
" 9,\n",
" 179.8689,\n",
" 55.9704,\n",
" 633.92\n",
" ]\n",
"}\n"
]
}
],
"source": [
"import requests\n",
"import json\n",
"from datetime import datetime\n",
"\n",
"response = requests.get(\"https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime=2020-08-27&maxmagnitude=7&minmagnitude=5.8\")\n",
"json_response = response.json()\n",
"formatted_json = json.dumps(json_response, sort_keys=False, indent=2)\n",
"\n",
"print(formatted_json)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"----\n",
"Place: 75 km NNE of Hihifo, Tonga\n",
"Time: 1603626457004\n",
"Mag: 5.9\n",
"----\n",
"Place: south of the Fiji Islands\n",
"Time: 1603436672004\n",
"Mag: 6.1\n",
"----\n",
"Place: West Chile Rise\n",
"Time: 1603417577475\n",
"Mag: 6\n",
"----\n",
"Place: 148 km WNW of Haveluloto, Tonga\n",
"Time: 1603355046992\n",
"Mag: 5.8\n",
"----\n",
"Place: 183 km ESE of Neiafu, Tonga\n",
"Time: 1603239753928\n",
"Mag: 5.9\n",
"----\n",
"Place: 117 km SSE of Sand Point, Alaska\n",
"Time: 1603143925888\n",
"Mag: 5.9\n",
"----\n",
"Place: Easter Island region\n",
"Time: 1602335697344\n",
"Mag: 5.9\n",
"----\n",
"Place: 86 km ESE of Kimbe, Papua New Guinea\n",
"Time: 1602172729998\n",
"Mag: 5.8\n",
"----\n",
"Place: 38 km ENE of Kainantu, Papua New Guinea\n",
"Time: 1602142532224\n",
"Mag: 6.3\n",
"----\n",
"Place: 233 km E of Levuka, Fiji\n",
"Time: 1601979106688\n",
"Mag: 6\n",
"----\n",
"Place: 68 km SE of Sand Point, Alaska\n",
"Time: 1601963690520\n",
"Mag: 5.9\n",
"----\n",
"Place: South Shetland Islands\n",
"Time: 1601633853188\n",
"Mag: 5.8\n",
"----\n",
"Place: 99 km W of Kandrian, Papua New Guinea\n",
"Time: 1601548488481\n",
"Mag: 6\n",
"----\n",
"Place: 39 km NE of Pangai, Tonga\n",
"Time: 1601514816524\n",
"Mag: 6.4\n",
"----\n",
"Place: south of Africa\n",
"Time: 1601140222462\n",
"Mag: 6.1\n",
"----\n",
"Place: central East Pacific Rise\n",
"Time: 1600695435082\n",
"Mag: 5.8\n",
"----\n",
"Place: 53 km E of Cortes, Philippines\n",
"Time: 1600639995044\n",
"Mag: 5.8\n",
"----\n",
"Place: central Mid-Atlantic Ridge\n",
"Time: 1600465438936\n",
"Mag: 6.9\n",
"----\n",
"Place: 12 km SSE of Arkalochóri, Greece\n",
"Time: 1600446497575\n",
"Mag: 5.9\n",
"----\n",
"Place: 157 km NNE of Labasa, Fiji\n",
"Time: 1600143136291\n",
"Mag: 6\n",
"----\n",
"Place: 18 km WNW of Esso, Russia\n",
"Time: 1600141288052\n",
"Mag: 6.4\n",
"----\n",
"Place: Vanuatu\n",
"Time: 1599899667322\n",
"Mag: 5.9\n",
"----\n",
"Place: 58 km SE of Ōfunato, Japan\n",
"Time: 1599878651238\n",
"Mag: 6.1\n",
"----\n",
"Place: 82 km NNE of Tocopilla, Chile\n",
"Time: 1599809757187\n",
"Mag: 6.2\n",
"----\n",
"Place: 187 km SE of Sarangani, Philippines\n",
"Time: 1599635920225\n",
"Mag: 5.8\n",
"----\n",
"Place: 194 km SSE of Amahai, Indonesia\n",
"Time: 1599525920801\n",
"Mag: 5.9\n",
"----\n",
"Place: 72 km NNE of Port-Vila, Vanuatu\n",
"Time: 1599459159710\n",
"Mag: 6\n",
"----\n",
"Place: 17 km E of Talagutong, Philippines\n",
"Time: 1599405823148\n",
"Mag: 6.3\n",
"----\n",
"Place: central Mid-Atlantic Ridge\n",
"Time: 1599375078848\n",
"Mag: 6.7\n",
"----\n",
"Place: Vanuatu\n",
"Time: 1599361156073\n",
"Mag: 6.2\n",
"----\n",
"Place: 39 km NW of Ovalle, Chile\n",
"Time: 1599355018850\n",
"Mag: 6.3\n",
"----\n",
"Place: 133 km NW of Ternate, Indonesia\n",
"Time: 1599351670820\n",
"Mag: 5.9\n",
"----\n",
"Place: 94 km NW of Vallenar, Chile\n",
"Time: 1598994557626\n",
"Mag: 6.5\n",
"----\n",
"Place: 78 km NW of Vallenar, Chile\n",
"Time: 1598934602366\n",
"Mag: 6.3\n",
"----\n",
"Place: 86 km NW of Vallenar, Chile\n",
"Time: 1598933368475\n",
"Mag: 6.8\n",
"----\n",
"Place: Tristan da Cunha region\n",
"Time: 1598908682693\n",
"Mag: 5.9\n",
"----\n",
"Place: Pacific-Antarctic Ridge\n",
"Time: 1598905688940\n",
"Mag: 5.8\n",
"----\n",
"Place: Chagos Archipelago region\n",
"Time: 1598894644946\n",
"Mag: 6.1\n",
"----\n",
"Place: central Mid-Atlantic Ridge\n",
"Time: 1598822429757\n",
"Mag: 6.5\n",
"----\n",
"Place: Bouvet Island region\n",
"Time: 1598581458132\n",
"Mag: 5.8\n",
"\n",
"Maximum magnitude: 6.9\n"
]
}
],
"source": [
"max_magnitude = 0\n",
"max_long = 0\n",
"max_lat = 0\n",
"for earthquake in json_response[\"features\"]:\n",
" magnitude = earthquake[\"properties\"][\"mag\"]\n",
" print(\"----\")\n",
" print(\"Place: \" + earthquake[\"properties\"][\"place\"]) \n",
" print(\"Time: \" + str(earthquake[\"properties\"][\"time\"])) \n",
" print(\"Mag: \" + str(magnitude))\n",
" if (magnitude > max_magnitude):\n",
" max_magnitude = magnitude\n",
" max_long = earthquake[\"geometry\"][\"coordinates\"][0]\n",
" max_lat = earthquake[\"geometry\"][\"coordinates\"][1]\n",
"\n",
"print (\"\\nMaximum magnitude: \" + str(max_magnitude))\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2020-10-27 05:40:15\n"
]
}
],
"source": [
"iss_response = requests.get(\"http://api.open-notify.org/iss-pass.json?lat=\"+str(max_lat)+\"&lon=\"+str(max_lat))\n",
"time=iss_response.json()[\"response\"][0][\"risetime\"]\n",
"print(datetime.fromtimestamp(time).strftime(\"%Y-%m-%d %I:%M:%S\"))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}