Notebook

Using REST APIs as data sources¶

Data is everywhere and it is generated constantly
The number of datasources is amazingly huge
Datasets are huge and can be used in many ways
We may do amazing things using data made available by third-party:

We will have a nice and brief overview about how to consume data from REST APIs, mainly focusing on JSON.

What is an API?¶

Application Programming Interface defines the methods for one software program to interact with the other.

In the case of this lecture, we are dealing with a REST API, which sends data over a network: one type of Web service.

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.

Requests¶

Knowing that, we will not have to learn about making requests in Python

We do it by importing the module requests

In [1]:

import requests

There are different types of requests.

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.

A response from the API contains 2 things (among others):

response code
response data

To make a request, we use:

In [10]:

response = requests.get('http://www.nau.edu/')
type(response)

Out[10]:

requests.models.Response

The request.get(URL) returns an object Response, which provides, among other things, the response code.

In [12]:

response.status_code

Out[12]:

THe most common codes are:

200: Everything went okay, and the result has been returned (if any).
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.
400: The server thinks you made a bad request. This can happen when you don’t send along the right data, among other things.
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.
403: The resource you’re trying to access is forbidden: you don’t have the right permissions to see it.
404: The resource you tried to access wasn’t found on the server.
503: The server is not ready to handle the request.

More details about status codes list can be found here

What about getting the data?¶

First, read the documentation! Everytime you use an API, please read the documentation to understand how to use, the structure, etc.

We will use the Open Notify API, which gives access to data about the international space station.

These APIs usually provide multiple endpoints, which are the ways we can interact with that service.

Let's try a request and see how it goes:

In [20]:

response = requests.get("http://api.open-notify.org/astros.json")
print(response.status_code)

Now we can see the data...

In [21]:

type(response.content)

Out[21]:

bytes

In [24]:

response.text

Out[24]:

'{"message": "success", "people": [{"name": "Sergey Ryzhikov", "craft": "ISS"}, {"name": "Kate Rubins", "craft": "ISS"}, {"name": "Sergey Kud-Sverchkov", "craft": "ISS"}], "number": 3}'

In [29]:

response.json()

Out[29]:

{'message': 'success',
 'people': [{'name': 'Sergey Ryzhikov', 'craft': 'ISS'},
  {'name': 'Kate Rubins', 'craft': 'ISS'},
  {'name': 'Sergey Kud-Sverchkov', 'craft': 'ISS'}],
 'number': 3}

Working with JSON¶

JSON stands for JavaScript Object Notation. It is a way to encode data structures that ensures that they are easily readable.

JSON output look like Python something with dictionaries, lists, strings and integers. And it is...

But, how to use it? Well, we used it in the last command.

In [30]:

import json

json has two main functions:

json.dumps() — Takes in a Python object and converts (dumps) to a string.
json.loads() — Takes a JSON string and converts (loads) to a Python object.

The dumps() is particularly useful as we can use it to format the json, making it easier to understand the output

In [32]:

json_response = response.json()
formatted_json = json.dumps(json_response, sort_keys=True, indent=3
                           )

print(formatted_json)

{
   "message": "success",
   "number": 3,
   "people": [
      {
         "craft": "ISS",
         "name": "Sergey Ryzhikov"
      },
      {
         "craft": "ISS",
         "name": "Kate Rubins"
      },
      {
         "craft": "ISS",
         "name": "Sergey Kud-Sverchkov"
      }
   ]
}

REST API with Query Parameters¶

In some cases, it is possible to pass parameters to filter the output of the API.

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.

It requires parameters

In [33]:

response = requests.get("http://api.open-notify.org/iss-pass.json")
print("RESPONSE CODE:" + str(response.status_code))
print(response.json())

RESPONSE CODE:400
{'message': 'failure', 'reason': 'Latitude must be specified'}

Let's read the docs:

http://open-notify.org/Open-Notify-API/ISS-Pass-Times/

In [35]:

response = requests.get("http://api.open-notify.org/iss-pass.json?lat=35.1983&lon=111.6513")
print("RESPONSE CODE:" + str(response.status_code))
print(response.json())
#35.1983, 111.6513

RESPONSE CODE:200
{'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}]}

In [44]:

formatted_json = json.dumps(response.json(), sort_keys=False, indent=2)
#print(formatted_json)
print(response.json()["response"][0]["risetime"])

1603841584

Let’s deal with the pass times from our JSON object¶

Reading the docs (and looking at our JSON), we can see what we need to do

In [46]:

times = []

for item in response.json()['response']:
    times.append(item['risetime'])
    
print(times)

[1603841584, 1603847415, 1603853197, 1603859036, 1603907545]

In [47]:

from datetime import datetime

datetime.fromtimestamp(times[0]).strftime("%Y-%m-%d %I:%M:%S")

Out[47]:

'2020-10-27 04:33:04'

In [48]:

response = requests.get("https://api.github.com/repos/rails/rails/pulls")
pulls = response.json()
print(json.dumps(pulls, indent=2))

[
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    "number": 40467,
    "state": "open",
    "locked": false,
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    "body": "### Summary\r\n\r\nWhile calling `.minimum` or `.maximum` on a relation, `LEFT JOIN`s cannot change the result.\r\n\r\n### Other Information\r\n\r\nUsually `MIN` / `MAX` over a single table (given this column is indexed) is a very quick index-only scan.\r\nSame aggregation inside a query with `LEFT JOIN` changes plan dramatically bad, but result is guaranteed the same. \r\n\r\n<details>\r\n<summary>e.g. PostgreSQL's analyzer cannot unfortunately deduct useless join</summary>\r\n\r\n```\r\nCREATE TABLE x (x integer);\r\nINSERT INTO x SELECT generate_series(100,150);\r\nCREATE INDEX x_idx on x(x);\r\nCREATE TABLE y (y integer);\r\nINSERT INTO y SELECT generate_series(10,1500);\r\nCREATE INDEX y_idx on y(y);\r\n```\r\n\r\nnow `EXPLAIN ANALYZE SELECT min(x) from x;`:\r\n```\r\n                                                          QUERY PLAN\r\n------------------------------------------------------------------------------------------------------------------------------\r\n Result  (cost=0.39..0.40 rows=1 width=4) (actual time=0.044..0.047 rows=1 loops=1)\r\n   InitPlan 1 (returns $0)\r\n     ->  Limit  (cost=0.14..0.39 rows=1 width=4) (actual time=0.037..0.039 rows=1 loops=1)\r\n           ->  Index Only Scan using x_idx on x  (cost=0.14..13.03 rows=51 width=4) (actual time=0.014..0.015 rows=1 loops=1)\r\n                 Index Cond: (x IS NOT NULL)\r\n                 Heap Fetches: 1\r\n Planning Time: 0.156 ms\r\n Execution Time: 0.085 ms\r\n```\r\n\r\nand `EXPLAIN ANALYZE SELECT min(x) from x left join y on y.y = x.x;`:\r\n\r\n```\r\n                                                  QUERY PLAN\r\n---------------------------------------------------------------------------------------------------------------\r\n Aggregate  (cost=34.40..34.41 rows=1 width=4) (actual time=0.297..0.298 rows=1 loops=1)\r\n   ->  Hash Right Join  (cost=2.15..33.45 rows=380 width=4) (actual time=0.068..0.292 rows=51 loops=1)\r\n         Hash Cond: (y.y = x.x)\r\n         ->  Seq Scan on y  (cost=0.00..21.91 rows=1491 width=4) (actual time=0.005..0.121 rows=1491 loops=1)\r\n         ->  Hash  (cost=1.51..1.51 rows=51 width=4) (actual time=0.038..0.038 rows=51 loops=1)\r\n               Buckets: 1024  Batches: 1  Memory Usage: 10kB\r\n               ->  Seq Scan on x  (cost=0.00..1.51 rows=51 width=4) (actual time=0.009..0.012 rows=51 loops=1)\r\n Planning Time: 0.114 ms\r\n Execution Time: 0.328 ms\r\n```\r\n\r\nnote execution times\r\n</details>",
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    "body": "### Summary\r\nI have an Nginx reverse proxy on the same machine as my origin server. I want the proxy to cache dynamic content from the origin, but when a client revalidates a resource, I want the proxy to revalidate the public content with the origin too, and not the private authenticated responses. I found currently Nginx never revalidates with the origin server. It just gets a new copy of the resource whenever it thinks it needs one.\r\n\r\nWhat appears to be the most immediate way of doing so is to modify the configuration in config/application.rb like so:\r\n\r\n```ruby\r\nconfig.action_dispatch.default_headers.merge!('Cache-Control' => 'proxy-revalidate')\r\n```\r\nThe proxy-revalidate in the cached response should be enough for nginx to trigger a revalidate when receiving a request. Proxy-revalidate header can be used on a response to an authenticated request to permit the user's cache to store and later return the response without needing to revalidate it, since it has already been authenticated once by that user, while still requiring proxies that service many users to revalidate each time in order to make sure that each user has been authenticated. Note that such authenticated responses also need the public cache control directive in order to allow them to be cached at all.\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",
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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",
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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>",
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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",
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    "body": "### Summary\r\n\r\nWhen you load a script or css (by using  `javascript_include_tag` or `stylesheet_link_tag` respectively) with[ `crossorigin` attribute](https://developer.mozilla.org/en-US/docs/Web/HTML/Attributes/crossorigin) applied, rails currently causes some browsers to fetch these resources twice. That is because `crossorigin` in the `link` header[ preload ](https://developer.mozilla.org/en-US/docs/Web/HTML/Preloading_content)directive and on the resource itself need to match in order for browsers to re-use a resource.\r\n\r\nFor example if you use this tag in a view:\r\n\r\n```erb\r\n<%= javascript_include_tag(\"[...snip]react.production.min.js\", crossorigin: \"anonymous\") %>\r\n```\r\n\r\n`javascript_include_tag` pushes that resource to the link http header, but currently ignores the `crossorigin` attribute.\r\n\r\nWhich leads to the above-mentioned double fetches:\r\n<img width=\"1618\" alt=\"double fetches in network tab chrome\" src=\"https://user-images.githubusercontent.com/474248/96795533-778ec200-13cd-11eb-9f11-b543a81aea85.png\">\r\n\r\nChrome even provides a warning for these cases:\r\n<img width=\"1613\" alt=\"chrome warning\" src=\"https://user-images.githubusercontent.com/474248/96795717-81b0c080-13cd-11eb-898e-af142e75aae6.png\">\r\n\r\n> A preload for 'https://cdnjs.cloudflare.com/ajax/libs/react/17.0.0/umd/react.production.min.js' is found, but is not used because the request credentials mode does not match. Consider taking a look at crossorigin attribute.\r\n\r\nThis PR changes it so that the link header directives include the same `crossorigin` values as those that have been passed to the resources themselves, which allows browsers to reuse the preloaded resource. \r\n\r\n<img width=\"1616\" alt=\"double fetches fixed chrome network tab\" src=\"https://user-images.githubusercontent.com/474248/96795590-7a89b280-13cd-11eb-8f61-cd13f9412c9a.png\">\r\n\r\n\r\n`crossorigin: true` producing  `anonymous` has already been done [in the existing `https://github.com/rails/rails/blob/57dd21ef65f8c4ff8f847b04133b17c5f01d6ed7/actionview/lib/action_view/helpers/asset_tag_helper.rb#L281`](https://github.com/rails/rails/blob/57dd21ef65f8c4ff8f847b04133b17c5f01d6ed7/actionview/lib/action_view/helpers/asset_tag_helper.rb#L281) helper, so I replicated this behavior here, too.\r\n\r\n",
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    "body": "Followup: https://github.com/rails/rails/pull/39770\r\n\r\n### Reminder:\r\n\r\n>   - The minimum entry overhead is quite ridiculous: `Marshal.dump(ActiveSupport::Cache::Entry.new(\"\")).bytesize # => 107`. This could be largely reduced, the compression flag could be just one byte for instance.\r\n>  - If you `MemCacheStore` with the default config, values are serialized and compressed several times `ZLib.deflate(Marshal.Dump(Entry.new(ZLib.deflate(Marshal.dump(actual_value)))))`, that is just wasted compute.\r\n>  - I found and read https://github.com/rails/rails/issues/9494, apparently there was an attempt to improve things a few years ago, but it was reverted to preserve backward / forward compatibility.\r\n\r\n### Performance\r\n\r\n[As shown by this benchmark](https://gist.github.com/casperisfine/2b67492c83c259d5a1160cc2b74dd91b), the minimum entry size is down from `112B` to `23B`.\r\n\r\nThe deserialization of an empty payload is `~1.64x` faster, and serialization `~1.88x` faster.\r\n\r\nOf course that advantage quickly drop as the entry gets bigger, and the deserialization of the payload dwarfs the deserialization of the enveloppe. But deserialization stay slightly faster (`~1.12x`), likely because we avoid the \"marshal in marshal\" issue.\r\n\r\n### Backward compatibility\r\n\r\nNow that the coders are swappable, we can keep the old behavior just fine, until you use `load_defaults '6.1'` or set the configuration field individually.\r\n\r\nAlso both the `LegacyCoder` and the `EntryCoder` are able to detect payloads serialized with Marshal, hence the transition can be done without flushing the cache stores.\r\n\r\ncc @eugeneius as you reviewed the previous parts\r\ncc @rafaelfranca @etiennebarrie \r\n",
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    "body": "I'm reopening #37938 here which is an implementation of the first half of #37875. In the spirit of simplifying this PR and trying to get it merged, I've changed this PR to just be the association side of things, and moved the attributes work into another one that I'll open shortly. We're down to this PR just being this API:\r\n\r\n```ruby\r\nclass Blog < ActiveRecord::Base\r\n  has_many :categories\r\n\r\n  scope :large_id, -> { where(arel_table[:id].gt(100)) }\r\nend\r\n\r\nclass Category < ActiveRecord::Base\r\n  belongs_to :blog\r\n  has_many :posts\r\n\r\n  scope :small_id, -> { where(arel_table[:id].lt(100)) }\r\nend\r\n\r\nclass Post < ActiveRecord::Base\r\n  belongs_to :category\r\n  has_many :comments\r\nend\r\n\r\nclass Comment < ActiveRecord::Base\r\n  belongs_to :post\r\nend\r\n```\r\n\r\nNow you can call:\r\n\r\n```ruby\r\nBlog.large_id.categories.small_id.posts.comments \r\n```\r\n\r\nwhich gives you:\r\n\r\n```sql\r\nSELECT \"comments\".* FROM \"comments\" WHERE \"comments\".\"post_id\" IN (\r\n  SELECT \"posts\".\"id\" FROM \"posts\" WHERE \"posts\".\"category_id\" IN (\r\n    SELECT \"categories\".\"id\" FROM \"categories\" WHERE \"categories\".\"blog_id\" IN (\r\n      SELECT \"blogs\".\"id\" FROM \"blogs\" WHERE \"blogs\".\"id\" > 100\r\n    ) AND \"categories\".\"id\" < 100\r\n  )\r\n)\r\n```\r\n\r\nPlease take a look and let me know what y'all think about the proposed API. Happy to change/improve anything.",
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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",
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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```",
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In [54]:

pulls[0]

Out[54]:

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Let's play: your turn¶

Look at this API:

https://earthquake.usgs.gov/fdsnws/event/1/

I want you to

use filters to get the earthquakes from the previous 60 days, with magnitude between 5.8 and 7.
print the place, date, and magnitude of each of them
find the highest magnitude
using the ISS API, show when the satelite will go through the place where the earthquake with the highest magnitude happened

In [55]:

import requests
response = requests.get("http://api.open-notify.org/iss-pass.json")
print("RESPONSE CODE:" + str(response.status_code))
print(response.json())

RESPONSE CODE:400
{'message': 'failure', 'reason': 'Latitude must be specified'}

In [57]:

import requests
import json
from datetime import datetime

response = requests.get("https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime=2020-08-27&maxmagnitude=7&minmagnitude=5.8")
json_response = response.json()
formatted_json = json.dumps(json_response, sort_keys=False, indent=2)

print(formatted_json)

{
  "type": "FeatureCollection",
  "metadata": {
    "generated": 1603840328000,
    "url": "https://earthquake.usgs.gov/fdsnws/event/1/query?format=geojson&starttime=2020-08-27&maxmagnitude=7&minmagnitude=5.8",
    "title": "USGS Earthquakes",
    "status": 200,
    "api": "1.10.3",
    "count": 40
  },
  "features": [
    {
      "type": "Feature",
      "properties": {
        "mag": 5.9,
        "place": "75 km NNE of Hihifo, Tonga",
        "time": 1603626457004,
        "updated": 1603816850040,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000ccyh",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000ccyh&format=geojson",
        "felt": 9,
        "cdi": 4.1,
        "mmi": 3.887,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 539,
        "net": "us",
        "code": "6000ccyh",
        "ids": ",pt20299001,us6000ccyh,at00qira3f,",
        "sources": ",pt,us,at,",
        "types": ",dyfi,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 5.014,
        "rms": 0.71,
        "gap": 62,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.9 - 75 km NNE of Hihifo, Tonga"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -173.4669,
          -15.3542,
          32.73
        ]
      },
      "id": "us6000ccyh"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6.1,
        "place": "south of the Fiji Islands",
        "time": 1603436672004,
        "updated": 1603523312647,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000cbx8",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000cbx8&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 2.51,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 572,
        "net": "us",
        "code": "6000cbx8",
        "ids": ",pt20297001,us6000cbx8,",
        "sources": ",pt,us,",
        "types": ",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 4.045,
        "rms": 0.79,
        "gap": 25,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.1 - south of the Fiji Islands"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -179.9645,
          -25.6127,
          463.9
        ]
      },
      "id": "us6000cbx8"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6,
        "place": "West Chile Rise",
        "time": 1603417577475,
        "updated": 1603504452956,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000cbug",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000cbug&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 0,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 554,
        "net": "us",
        "code": "6000cbug",
        "ids": ",us6000cbug,pt20297000,",
        "sources": ",us,pt,",
        "types": ",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 13.888,
        "rms": 1.41,
        "gap": 47,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.0 - West Chile Rise"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -97.1352,
          -36.4011,
          10
        ]
      },
      "id": "us6000cbug"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.8,
        "place": "148 km WNW of Haveluloto, Tonga",
        "time": 1603355046992,
        "updated": 1603441663721,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000cb8b",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000cb8b&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 3.275,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 518,
        "net": "us",
        "code": "6000cb8b",
        "ids": ",pt20296000,us6000cb8b,",
        "sources": ",pt,us,",
        "types": ",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 5.927,
        "rms": 1.23,
        "gap": 33,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.8 - 148 km WNW of Haveluloto, Tonga"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -176.6074,
          -20.8778,
          237.63
        ]
      },
      "id": "us6000cb8b"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.9,
        "place": "183 km ESE of Neiafu, Tonga",
        "time": 1603239753928,
        "updated": 1603326984040,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000cafc",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000cafc&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 3.321,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 536,
        "net": "us",
        "code": "6000cafc",
        "ids": ",pt20295000,at00qiizpk,us6000cafc,",
        "sources": ",pt,at,us,",
        "types": ",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 7.413,
        "rms": 1.05,
        "gap": 26,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.9 - 183 km ESE of Neiafu, Tonga"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -172.3884,
          -19.3191,
          10
        ]
      },
      "id": "us6000cafc"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.9,
        "place": "117 km SSE of Sand Point, Alaska",
        "time": 1603143925888,
        "updated": 1603839758248,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c9lf",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c9lf&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 3.755,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 536,
        "net": "us",
        "code": "6000c9lf",
        "ids": ",us6000c9lf,pt20293006,ak020dgx8hsf,",
        "sources": ",us,pt,ak,",
        "types": ",ground-failure,internal-origin,losspager,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 0.51,
        "rms": 0.94,
        "gap": 65,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.9 - 117 km SSE of Sand Point, Alaska"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -159.859,
          54.3459,
          24.45
        ]
      },
      "id": "us6000c9lf"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.9,
        "place": "Easter Island region",
        "time": 1602335697344,
        "updated": 1602422329581,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c7b1",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c7b1&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 0,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 536,
        "net": "us",
        "code": "6000c7b1",
        "ids": ",us6000c7b1,at00qhzm4y,",
        "sources": ",us,at,",
        "types": ",ground-failure,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 2.901,
        "rms": 1.02,
        "gap": 50,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.9 - Easter Island region"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -112.3045,
          -28.5676,
          10
        ]
      },
      "id": "us6000c7b1"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.8,
        "place": "86 km ESE of Kimbe, Papua New Guinea",
        "time": 1602172729998,
        "updated": 1602261933332,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c6si",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c6si&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 5.526,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 518,
        "net": "us",
        "code": "6000c6si",
        "ids": ",pt20282001,at00qhw4ea,us6000c6si,",
        "sources": ",pt,at,us,",
        "types": ",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 2.152,
        "rms": 0.8,
        "gap": 28,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.8 - 86 km ESE of Kimbe, Papua New Guinea"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          150.8349,
          -5.9004,
          30
        ]
      },
      "id": "us6000c6si"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6.3,
        "place": "38 km ENE of Kainantu, Papua New Guinea",
        "time": 1602142532224,
        "updated": 1602317079636,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c6mu",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c6mu&format=geojson",
        "felt": 28,
        "cdi": 6.9,
        "mmi": 5.525,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 1,
        "sig": 630,
        "net": "us",
        "code": "6000c6mu",
        "ids": ",at00qhvh38,pt20282000,us6000c6mu,",
        "sources": ",at,pt,us,",
        "types": ",dyfi,ground-failure,impact-link,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 3.413,
        "rms": 0.89,
        "gap": 15,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.3 - 38 km ENE of Kainantu, Papua New Guinea"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          146.1686,
          -6.114,
          103.49
        ]
      },
      "id": "us6000c6mu"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6,
        "place": "233 km E of Levuka, Fiji",
        "time": 1601979106688,
        "updated": 1603627571361,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c617",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c617&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 1.608,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 554,
        "net": "us",
        "code": "6000c617",
        "ids": ",at00qhryzm,pt20280000,us6000c617,",
        "sources": ",at,pt,us,",
        "types": ",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 3.316,
        "rms": 0.94,
        "gap": 24,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.0 - 233 km E of Levuka, Fiji"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -178.4762,
          -18.0101,
          633.92
        ]
      },
      "id": "us6000c617"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.9,
        "place": "68 km SE of Sand Point, Alaska",
        "time": 1601963690520,
        "updated": 1603490017028,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c5zm",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c5zm&format=geojson",
        "felt": 13,
        "cdi": 4.6,
        "mmi": 4.708,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 1,
        "sig": 542,
        "net": "us",
        "code": "6000c5zm",
        "ids": ",at00qhrn3g,ak020cv5sgx1,ak020cv5s0vm,us6000c5zm,",
        "sources": ",at,ak,ak,us,",
        "types": ",dyfi,ground-failure,impact-link,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 0.157,
        "rms": 0.87,
        "gap": 122,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.9 - 68 km SE of Sand Point, Alaska"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -159.8598,
          54.8444,
          30.42
        ]
      },
      "id": "us6000c5zm"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.8,
        "place": "South Shetland Islands",
        "time": 1601633853188,
        "updated": 1601720347351,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c4p5",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c4p5&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 4.797,
        "alert": null,
        "status": "reviewed",
        "tsunami": 0,
        "sig": 518,
        "net": "us",
        "code": "6000c4p5",
        "ids": ",at00qhkkl9,pt20276001,us6000c4p5,",
        "sources": ",at,pt,us,",
        "types": ",internal-origin,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 0.243,
        "rms": 0.85,
        "gap": 73,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.8 - South Shetland Islands"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -58.2326,
          -62.3735,
          10
        ]
      },
      "id": "us6000c4p5"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6,
        "place": "99 km W of Kandrian, Papua New Guinea",
        "time": 1601548488481,
        "updated": 1601916945040,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c3td",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c3td&format=geojson",
        "felt": 8,
        "cdi": 3.8,
        "mmi": 4.443,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 557,
        "net": "us",
        "code": "6000c3td",
        "ids": ",us6000c3td,at00qhiqq0,pt20275002,",
        "sources": ",us,at,pt,",
        "types": ",dyfi,ground-failure,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 3.615,
        "rms": 0.95,
        "gap": 19,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.0 - 99 km W of Kandrian, Papua New Guinea"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          148.6576,
          -6.0867,
          109.22
        ]
      },
      "id": "us6000c3td"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6.4,
        "place": "39 km NE of Pangai, Tonga",
        "time": 1601514816524,
        "updated": 1603413261522,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c3kz",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c3kz&format=geojson",
        "felt": 9,
        "cdi": 5,
        "mmi": 5.878,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 1,
        "sig": 635,
        "net": "us",
        "code": "6000c3kz",
        "ids": ",at00qhi0qn,pt20275000,us6000c3kz,",
        "sources": ",at,pt,us,",
        "types": ",dyfi,ground-failure,impact-link,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 3.988,
        "rms": 0.63,
        "gap": 20,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.4 - 39 km NE of Pangai, Tonga"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -174.1217,
          -19.5385,
          28
        ]
      },
      "id": "us6000c3kz"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6.1,
        "place": "south of Africa",
        "time": 1601140222462,
        "updated": 1603818820081,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us6000c1np",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us6000c1np&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 0,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 572,
        "net": "us",
        "code": "6000c1np",
        "ids": ",us6000c1np,pt20270003,at00qh9zpe,",
        "sources": ",us,pt,at,",
        "types": ",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 13.767,
        "rms": 0.68,
        "gap": 18,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.1 - south of Africa"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          31.7404,
          -48.0249,
          10
        ]
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        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000bg4v&format=geojson",
        "felt": 52,
        "cdi": 5.3,
        "mmi": 6.056,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 678,
        "net": "us",
        "code": "7000bg4v",
        "ids": ",us7000bg4v,at00qg003e,pt20245003,",
        "sources": ",us,at,pt,",
        "types": ",dyfi,ground-failure,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 0.39,
        "rms": 0.86,
        "gap": 49,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.5 - 94 km NW of Vallenar, Chile"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -71.3716,
          -27.9154,
          14.52
        ]
      },
      "id": "us7000bg4v"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6.3,
        "place": "78 km NW of Vallenar, Chile",
        "time": 1598934602366,
        "updated": 1601935012065,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000bfjx",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000bfjx&format=geojson",
        "felt": 4,
        "cdi": 4.5,
        "mmi": 6.385,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 612,
        "net": "us",
        "code": "7000bfjx",
        "ids": ",us7000bfjx,pt20245001,",
        "sources": ",us,pt,",
        "types": ",dyfi,ground-failure,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 0.248,
        "rms": 0.95,
        "gap": 69,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.3 - 78 km NW of Vallenar, Chile"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -71.28,
          -28.0355,
          17.65
        ]
      },
      "id": "us7000bfjx"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6.8,
        "place": "86 km NW of Vallenar, Chile",
        "time": 1598933368475,
        "updated": 1601934923466,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000bfjr",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000bfjr&format=geojson",
        "felt": 260,
        "cdi": 5.4,
        "mmi": 6.77,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 1,
        "sig": 852,
        "net": "us",
        "code": "7000bfjr",
        "ids": ",at00qfyovo,pt20245000,us7000bfjr,",
        "sources": ",at,pt,us,",
        "types": ",dyfi,finite-fault,ground-failure,impact-link,impact-text,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 0.312,
        "rms": 0.87,
        "gap": 69,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.8 - 86 km NW of Vallenar, Chile"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -71.3086,
          -27.9705,
          21
        ]
      },
      "id": "us7000bfjr"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.9,
        "place": "Tristan da Cunha region",
        "time": 1598908682693,
        "updated": 1599455885689,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000bfgl",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000bfgl&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 0,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 536,
        "net": "us",
        "code": "7000bfgl",
        "ids": ",pt20244001,us7000bfgl,",
        "sources": ",pt,us,",
        "types": ",internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 3.122,
        "rms": 1.05,
        "gap": 31,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.9 - Tristan da Cunha region"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -15.6138,
          -35.4385,
          10
        ]
      },
      "id": "us7000bfgl"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.8,
        "place": "Pacific-Antarctic Ridge",
        "time": 1598905688940,
        "updated": 1603838993040,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000bffs",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000bffs&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 0,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 518,
        "net": "us",
        "code": "7000bffs",
        "ids": ",us7000bffs,",
        "sources": ",us,",
        "types": ",losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 31.196,
        "rms": 1.01,
        "gap": 53,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.8 - Pacific-Antarctic Ridge"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -130.1777,
          -54.9769,
          10
        ]
      },
      "id": "us7000bffs"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6.1,
        "place": "Chagos Archipelago region",
        "time": 1598894644946,
        "updated": 1599595993905,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000bfbx",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000bfbx&format=geojson",
        "felt": 7,
        "cdi": 4.3,
        "mmi": 0,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 575,
        "net": "us",
        "code": "7000bfbx",
        "ids": ",us7000bfbx,pt20244000,at00qfxuzz,",
        "sources": ",us,pt,at,",
        "types": ",dyfi,ground-failure,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 4.041,
        "rms": 1.28,
        "gap": 22,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.1 - Chagos Archipelago region"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          70.1973,
          -4.0158,
          10
        ]
      },
      "id": "us7000bfbx"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 6.5,
        "place": "central Mid-Atlantic Ridge",
        "time": 1598822429757,
        "updated": 1599776581234,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000bf3k",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000bf3k&format=geojson",
        "felt": 2,
        "cdi": 4.3,
        "mmi": 4.817,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 651,
        "net": "us",
        "code": "7000bf3k",
        "ids": ",us7000bf3k,at00qfwba7,pt20243000,",
        "sources": ",us,at,pt,",
        "types": ",dyfi,internal-origin,losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 15.394,
        "rms": 0.66,
        "gap": 31,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 6.5 - central Mid-Atlantic Ridge"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          -29.8656,
          0.7821,
          10
        ]
      },
      "id": "us7000bf3k"
    },
    {
      "type": "Feature",
      "properties": {
        "mag": 5.8,
        "place": "Bouvet Island region",
        "time": 1598581458132,
        "updated": 1603815033040,
        "tz": null,
        "url": "https://earthquake.usgs.gov/earthquakes/eventpage/us7000be5j",
        "detail": "https://earthquake.usgs.gov/fdsnws/event/1/query?eventid=us7000be5j&format=geojson",
        "felt": null,
        "cdi": null,
        "mmi": 3.826,
        "alert": "green",
        "status": "reviewed",
        "tsunami": 0,
        "sig": 518,
        "net": "us",
        "code": "7000be5j",
        "ids": ",us7000be5j,",
        "sources": ",us,",
        "types": ",losspager,moment-tensor,origin,phase-data,shakemap,",
        "nst": null,
        "dmin": 17.048,
        "rms": 1.26,
        "gap": 40,
        "magType": "mww",
        "type": "earthquake",
        "title": "M 5.8 - Bouvet Island region"
      },
      "geometry": {
        "type": "Point",
        "coordinates": [
          1.5112,
          -54.7928,
          10
        ]
      },
      "id": "us7000be5j"
    }
  ],
  "bbox": [
    -179.9645,
    -62.3735,
    9,
    179.8689,
    55.9704,
    633.92
  ]
}

In [58]:

max_magnitude = 0
max_long = 0
max_lat = 0
for earthquake in json_response["features"]:
    magnitude = earthquake["properties"]["mag"]
    print("----")
    print("Place:  " + earthquake["properties"]["place"])    
    print("Time:  " + str(earthquake["properties"]["time"]))    
    print("Mag:  " + str(magnitude))
    if (magnitude > max_magnitude):
        max_magnitude = magnitude
        max_long = earthquake["geometry"]["coordinates"][0]
        max_lat = earthquake["geometry"]["coordinates"][1]

print ("\nMaximum magnitude: " + str(max_magnitude))
    

----
Place:  75 km NNE of Hihifo, Tonga
Time:  1603626457004
Mag:  5.9
----
Place:  south of the Fiji Islands
Time:  1603436672004
Mag:  6.1
----
Place:  West Chile Rise
Time:  1603417577475
Mag:  6
----
Place:  148 km WNW of Haveluloto, Tonga
Time:  1603355046992
Mag:  5.8
----
Place:  183 km ESE of Neiafu, Tonga
Time:  1603239753928
Mag:  5.9
----
Place:  117 km SSE of Sand Point, Alaska
Time:  1603143925888
Mag:  5.9
----
Place:  Easter Island region
Time:  1602335697344
Mag:  5.9
----
Place:  86 km ESE of Kimbe, Papua New Guinea
Time:  1602172729998
Mag:  5.8
----
Place:  38 km ENE of Kainantu, Papua New Guinea
Time:  1602142532224
Mag:  6.3
----
Place:  233 km E of Levuka, Fiji
Time:  1601979106688
Mag:  6
----
Place:  68 km SE of Sand Point, Alaska
Time:  1601963690520
Mag:  5.9
----
Place:  South Shetland Islands
Time:  1601633853188
Mag:  5.8
----
Place:  99 km W of Kandrian, Papua New Guinea
Time:  1601548488481
Mag:  6
----
Place:  39 km NE of Pangai, Tonga
Time:  1601514816524
Mag:  6.4
----
Place:  south of Africa
Time:  1601140222462
Mag:  6.1
----
Place:  central East Pacific Rise
Time:  1600695435082
Mag:  5.8
----
Place:  53 km E of Cortes, Philippines
Time:  1600639995044
Mag:  5.8
----
Place:  central Mid-Atlantic Ridge
Time:  1600465438936
Mag:  6.9
----
Place:  12 km SSE of Arkalochóri, Greece
Time:  1600446497575
Mag:  5.9
----
Place:  157 km NNE of Labasa, Fiji
Time:  1600143136291
Mag:  6
----
Place:  18 km WNW of Esso, Russia
Time:  1600141288052
Mag:  6.4
----
Place:  Vanuatu
Time:  1599899667322
Mag:  5.9
----
Place:  58 km SE of Ōfunato, Japan
Time:  1599878651238
Mag:  6.1
----
Place:  82 km NNE of Tocopilla, Chile
Time:  1599809757187
Mag:  6.2
----
Place:  187 km SE of Sarangani, Philippines
Time:  1599635920225
Mag:  5.8
----
Place:  194 km SSE of Amahai, Indonesia
Time:  1599525920801
Mag:  5.9
----
Place:  72 km NNE of Port-Vila, Vanuatu
Time:  1599459159710
Mag:  6
----
Place:  17 km E of Talagutong, Philippines
Time:  1599405823148
Mag:  6.3
----
Place:  central Mid-Atlantic Ridge
Time:  1599375078848
Mag:  6.7
----
Place:  Vanuatu
Time:  1599361156073
Mag:  6.2
----
Place:  39 km NW of Ovalle, Chile
Time:  1599355018850
Mag:  6.3
----
Place:  133 km NW of Ternate, Indonesia
Time:  1599351670820
Mag:  5.9
----
Place:  94 km NW of Vallenar, Chile
Time:  1598994557626
Mag:  6.5
----
Place:  78 km NW of Vallenar, Chile
Time:  1598934602366
Mag:  6.3
----
Place:  86 km NW of Vallenar, Chile
Time:  1598933368475
Mag:  6.8
----
Place:  Tristan da Cunha region
Time:  1598908682693
Mag:  5.9
----
Place:  Pacific-Antarctic Ridge
Time:  1598905688940
Mag:  5.8
----
Place:  Chagos Archipelago region
Time:  1598894644946
Mag:  6.1
----
Place:  central Mid-Atlantic Ridge
Time:  1598822429757
Mag:  6.5
----
Place:  Bouvet Island region
Time:  1598581458132
Mag:  5.8

Maximum magnitude: 6.9

In [59]:

iss_response = requests.get("http://api.open-notify.org/iss-pass.json?lat="+str(max_lat)+"&lon="+str(max_lat))
time=iss_response.json()["response"][0]["risetime"]
print(datetime.fromtimestamp(time).strftime("%Y-%m-%d %I:%M:%S"))

2020-10-27 05:40:15

In [ ]: