diff --git a/your-code/.ipynb_checkpoints/Learning Advanced APIs-checkpoint.ipynb b/your-code/.ipynb_checkpoints/Learning Advanced APIs-checkpoint.ipynb
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@@ -0,0 +1,189 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Advanced APIs\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "Lesson Goals\n",
+    "\n",
+    "    Understand HTTP Communication Protocol\n",
+    "    Learn about the Request-Response Cycle\n",
+    "    Differentiate between GET and POST requests\n",
+    "    Familiarize with http headers\n",
+    "    Learn about oAuth authentication\n",
+    "    Familiarize with a few tools to work with APIs\n",
+    "\n",
+    "# Introduction - HTTP Protocol\n",
+    "\n",
+    "HTTP v1 protocol was introduced in 1991, it's this protocol that has driven the advance we've seen in the past two decades in information sharing as it's the basis for websites and we can argue that nowadays is the basis for most of the comunications that people needs in a daily basis. When you pay with your VISA online, the transaction travels via secure HTTP comunication known as HTTPS, HTTP is also the protocol choosen in quite different applications that range from synchronize traffic lights in a city to receive a video when you visit Youtube, quite powerful. I hasn't seen many updates over this years, nowadays the most recent version is HTTP2 as defined in RFC7540 that is the document that defines how the standard works. But let's deep a bit on how HTTP works in following sections.\n",
+    "\n",
+    "\n",
+    "\n",
+    "# Request-Response Cycle\n",
+    "\n",
+    "In an overview, the HTTP protocol consists on one participant computer making questions to a source of information that is in another computer (but it can be the same one). The one that makes the question is known as the CLIENT and the one responding to those questions is named the SERVER. For each question there must be always an answer, even if the answer is \"i don't have an answer for what you are asking for\", this is what we call the request-response cycle. If both parties CLIENT and SERVER can communicate, they should be able to complete this cycle. For sure there are corner cases, for example when the CLIENT cannot sent a question to the SERVER because maybe the SERVER is offline.\n",
+    "\n",
+    "In fact, the proper way to refer when a CLIENT makes a question to a SERVER is known in HTTP jargon to say we are making a REQUEST, and for each request the server sends a RESPONSE.\n",
+    "HTTP Url\n",
+    "\n",
+    "The URL is an important part of the protocol, it contains information of which resource whe are asking the SERVER for. It shoudld follow this format:\n",
+    "\n",
+    "Format:\n",
+    "scheme:[//authority]path[?query][#fragment]\n",
+    "\n",
+    "Example:\n",
+    "http://www.ironhack.com/learning/1234?user=pepe\n",
+    "\n",
+    "This is readed as the following:\n",
+    "\n",
+    "    scheme: in this case it's http, but it can be also https in case we are connecting securely.\n",
+    "    authority: In this case www.ironhack.com this is the server we are connecting to send the REQUEST.\n",
+    "    path: Also known as the RESOURCE we are aksing for, in this case /learning/1234. Normally a server holds multiple pieces of information and serves the REQUESTS primarily based on the path of the url.\n",
+    "\n",
+    "Side note: To understand the format [someting] means something is optional and can be present or not.\n",
+    "Request\n",
+    "\n",
+    "As we've said, the request is a question we formulate to a SERVER in order to receive a piece of information. This piece of information can be anything, is not defined in the HTTP standard what information the SERVER should answer with. It can be anything: an image, a video, a HTML page, a PDF file, etc.\n",
+    "\n",
+    "The format of the REQUEST contains two main parts, the VERB of the request and the HEADERS. The verb contains information on which type of request we are making, and the headers contain metadata for the request, for example who is making the request, at what time, if is a known user, cookies, etc.\n",
+    "\n",
+    "\n",
+    "\n",
+    "# Http Verbs\n",
+    "\n",
+    "There are quite a few VERBS, but the main ones are GET and POST:\n",
+    "\n",
+    "    GET: Just expreses that we want some resource from a SERVER. For example, let's assume you are asking about the twitter timeline. As you are just refering to the timeline, twitter will send you the global timeline for the whole world.\n",
+    "\n",
+    "This is how a raw GET http REQUEST is sent over the wire:\n",
+    "\n",
+    "GET /timeline HTTP/1.1\n",
+    "Host: www.twitter.com\n",
+    "User-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_2) Chrome/71.0.3578.98 Safari/537.36\n",
+    "Accept: text/htm\n",
+    "Accept-Language: en,es\n",
+    "\n",
+    "You can note that we are asking for the /timeline resource. But what if we want just the timeline for the users i'm following. Then i have to make a POST request.\n",
+    "\n",
+    "POST verb requests are different from GET requests as they contain information for the SERVER to respond according to it.\n",
+    "\n",
+    "POST /timeline HTTP/1.1\n",
+    "Host: www.twitter.com\n",
+    "User-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_2) Chrome/71.0.3578.98 Safari/537.36\n",
+    "Accept: text/htm\n",
+    "Accept-Language: en,es\n",
+    "\n",
+    "username=pepe\n",
+    "\n",
+    "Here you can see that we are sending a parameter that is the username we want the timeline for the user pepe. The resource is the same ( /timeline) but the server will send us a different RESPONSE according to this parameter we are sending. Those parameters are named POST BODY and what parameters to send depends on who we are asking, this is not standarized.\n",
+    "\n",
+    "\n",
+    "# Request Headers\n",
+    "\n",
+    "Also in a request there are the headers, let's analyze some of it:\n",
+    "\n",
+    "GET /timeline HTTP/1.1\n",
+    "Host: www.twitter.com\n",
+    "User-Agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_2) Chrome/71.0.3578.98 Safari/537.36\n",
+    "Accept: text/html\n",
+    "Accept-Language: en,es\n",
+    "\n",
+    "    User-Agent: The browser that is making the REQUEST.\n",
+    "    Accept-Language: The language in which we've configured our browser.\n",
+    "\n",
+    "The headers can vary between requests, there are some standard ones. The WEB SERVERS following the HTTP standard agree on how to proceed depending on which headers are present in a REQUEST, but you can add personalized ones if you want.\n",
+    "\n",
+    "\n",
+    "# Response\n",
+    "\n",
+    "All responses follow the same structure. They have a HEADER section that contains metadata about what the behaviour of the server and a BODY that contains the desired piece of information.\n",
+    "Status Codes\n",
+    "\n",
+    "One important part of the RESPONSE HEADER is the status code. This code is a numerical code indicating the result of the server. There are different status codes depending if the server succedded to perform the REQUEST of didn't manage to do anything at all. This are some groups of status codes:\n",
+    "\n",
+    "    2xx Success: The most important status code here is 200 that means everything worked as expected and the resource is found on the SERVER.\n",
+    "    4xx Client errors: Those are codes for errors on the client side, meaning the client asked for a wrong resource or the one that overybody knows 404 that means resource can't be found on the SERVER.\n",
+    "    5xx Server errors: This means the SERVER itself chashed when processing your REQUEST. Maybe due to a bug on server's code or something related.\n",
+    "\n",
+    "For a complete list see Wikipedia\n",
+    "\n",
+    "\n",
+    "\n",
+    "# OAuth Authentication\n",
+    "\n",
+    "OAuth is simply a secure authorization protocol that works on top of HTTP. When you are consuming some external service via HTTP calls, servers want to take control over their service and maybe limit the numer of requests you can do, or ask you to pay for it. Or maybe they don't want you to see data from other users in the systems. For this purposes, you should authenticate yourself.\n",
+    "\n",
+    "The oauth authentication is a common used one among lots of API providers as it is a well known public standard. This learning is not meant to cover how oauth work, but just to introduce you an important aspect about those. When working with oauth, the service you are asking a REQUEST must provide you some authenticated credentials that normally have names like clientId or apiKey and apiSecret or apiToken or simply token. This will be used to authenticate instead of username+password. The reason? it is not as secure to be transfering your password up and down as credentials, also credentials can be revoked if lost or stolen.\n",
+    "\n",
+    "The credentials should be kept securelly, and must not be shared with anyone else, so, do not add it inside a git repo as there are online hackers that scan for them and make fraudulent use, possibly wasting lots of dollars in your name!\n",
+    "Tools to work with APIs\n",
+    "\n",
+    "\n",
+    "\n",
+    "# CURL - Making HTTP requests with your terminal\n",
+    "\n",
+    "Curl is a command-line tool that allows you to make HTTPrequests as easy as this:\n",
+    "\n",
+    "$ curl www.ironhack.com\n",
+    "\n",
+    "Calling curl like this will make a GET request to www.ironhack.com, you will see the RESPONSE BODY as text in your terminal. Try it!\n",
+    "\n",
+    "If you want to save the response to a text file, just redirect the output to a file like this:\n",
+    "\n",
+    "$ curl www.ironhack.com > index.html\n",
+    "\n",
+    "This redirection operation can be done with any command output, not just curl.\n",
+    "\n",
+    "Good news!, Curl is already installed by default on your terminal.\n",
+    "\n",
+    "\n",
+    "# Debug API calls using Charles Proxy\n",
+    "\n",
+    "Charles is an HTTP proxy / HTTP monitor / Reverse Proxy that enables a developer to view all of the HTTP and SSL / HTTPS traffic between their machine and the Internet. This includes requests, responses and the HTTP headers (which contain the cookies and caching information).\n",
+    "\n",
+    "[Download it here](https://www.charlesproxy.com/)\n",
+    "\n",
+    "\n",
+    "\n",
+    "# Test API calls using Postman\n",
+    "\n",
+    "Postman is a great tool when trying to dissect APIs made by others or test ones you have made yourself. It offers a sleek user interface with which to make HTML requests, without the hassle of writing a bunch of code just to test an API's functionality.\n",
+    "\n",
+    "[Download it here](https://www.getpostman.com/)"
+   ]
+  },
+  {
+   "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": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-code/.ipynb_checkpoints/Learning Working with APIs-checkpoint.ipynb b/your-code/.ipynb_checkpoints/Learning Working with APIs-checkpoint.ipynb
new file mode 100644
index 0000000..4e369ae
--- /dev/null
+++ b/your-code/.ipynb_checkpoints/Learning Working with APIs-checkpoint.ipynb	
@@ -0,0 +1,876 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Working with APIs\n",
+    "\n",
+    "\n",
+    "\n",
+    "Lesson Goals\n",
+    "\n",
+    "    Understand what is API and what it does.\n",
+    "    Learn how to make simple calls to an API and retrieve JSON data.\n",
+    "    Learn how to handle nested JSON API results.\n",
+    "\n",
+    "Introduction\n",
+    "\n",
+    "Thus far in the program, we have learned how to obtain data from files and from relational databases. However, sometimes the data we need is not readily available via one of these two data sources. In some cases, the data we need may be contained within an application. Application owners will often create APIs (or Application Programming Interface) so that their applications can talk to other applications. An API is a set of programmatic instructions for accessing software applications, and the data that comes from APIs typically contains some sort of structure (such as JSON). This structure makes working with API data preferable to crawling websites and scraping content off of web pages.\n",
+    "\n",
+    "In this lesson, we are going to learn how to make API calls to an application, retrieve data in JSON format, learn about API authentication, and use Python libraries to obtain data from APIs.\n",
+    "Simple API Example with Requests\n",
+    "\n",
+    "There are a few libraries that can be used for working with APIs in Python, but the Requests library is one of the most intuitive. It has a get method that allows you to send an HTTP request to an application and receive a response. Let's take a look at a basic API call using the requests library. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'userId': 1, 'id': 1, 'title': 'delectus aut autem', 'completed': False}"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import json\n",
+    "import requests\n",
+    "\n",
+    "response = requests.get('https://jsonplaceholder.typicode.com/todos')\n",
+    "results = response.json()\n",
+    "results[0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In this example, we used the get method to send a request to the JSONPlaceholder API, and we received back a response in the form of JSON structured data. If we wanted to analyze this data, we could easily use Pandas to convert the results into a data frame to which we can then apply various analytical methods. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>completed</th>\n",
+       "      <th>id</th>\n",
+       "      <th>title</th>\n",
+       "      <th>userId</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>False</td>\n",
+       "      <td>1</td>\n",
+       "      <td>delectus aut autem</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>False</td>\n",
+       "      <td>2</td>\n",
+       "      <td>quis ut nam facilis et officia qui</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>False</td>\n",
+       "      <td>3</td>\n",
+       "      <td>fugiat veniam minus</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>True</td>\n",
+       "      <td>4</td>\n",
+       "      <td>et porro tempora</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>False</td>\n",
+       "      <td>5</td>\n",
+       "      <td>laboriosam mollitia et enim quasi adipisci qui...</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   completed  id                                              title  userId\n",
+       "0      False   1                                 delectus aut autem       1\n",
+       "1      False   2                 quis ut nam facilis et officia qui       1\n",
+       "2      False   3                                fugiat veniam minus       1\n",
+       "3       True   4                                   et porro tempora       1\n",
+       "4      False   5  laboriosam mollitia et enim quasi adipisci qui...       1"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "data = pd.DataFrame(results)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# More Complex Requests API Example\n",
+    "\n",
+    "In the previous section, the data we received from the API was not very complex. It was all at a single level and fit neatly into a data frame. However, sometimes API responses contain data that is nested, and we must find a way to flatten the JSON data so that it fits nicely into a data frame. Let's make an API call to the Github public API, create a Pandas data frame from the results, and examine the structure of the data.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>actor</th>\n",
+       "      <th>created_at</th>\n",
+       "      <th>id</th>\n",
+       "      <th>org</th>\n",
+       "      <th>payload</th>\n",
+       "      <th>public</th>\n",
+       "      <th>repo</th>\n",
+       "      <th>type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>{'id': 50721655, 'login': 'Jrose3797', 'displa...</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820122</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{'push_id': 3793486088, 'size': 1, 'distinct_s...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>{'id': 195824522, 'name': 'Jrose3797/dsc-intro...</td>\n",
+       "      <td>PushEvent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>{'id': 3761375, 'login': 'cdcabrera', 'display...</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820118</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{'push_id': 3793486084, 'size': 2, 'distinct_s...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>{'id': 190663766, 'name': 'cdcabrera/curiosity...</td>\n",
+       "      <td>PushEvent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>{'id': 26219511, 'login': 'heaptracetechnology...</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820120</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{'ref': 'Standard-OMG-mongodb', 'ref_type': 'b...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>{'id': 195819196, 'name': 'heaptracetechnology...</td>\n",
+       "      <td>CreateEvent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>{'id': 9443847, 'login': 'hendrikebbers', 'dis...</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820117</td>\n",
+       "      <td>{'id': 1673867, 'login': 'AdoptOpenJDK', 'grav...</td>\n",
+       "      <td>{'action': 'created', 'issue': {'url': 'https:...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>{'id': 176502087, 'name': 'AdoptOpenJDK/IcedTe...</td>\n",
+       "      <td>IssueCommentEvent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>{'id': 6710696, 'login': 'nbuonin', 'display_l...</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820111</td>\n",
+       "      <td>{'id': 52456, 'login': 'ccnmtl', 'gravatar_id'...</td>\n",
+       "      <td>{'push_id': 3793486074, 'size': 1, 'distinct_s...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>{'id': 183269109, 'name': 'ccnmtl/ohcoe-hugo',...</td>\n",
+       "      <td>PushEvent</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               actor            created_at  \\\n",
+       "0  {'id': 50721655, 'login': 'Jrose3797', 'displa...  2019-07-08T14:22:26Z   \n",
+       "1  {'id': 3761375, 'login': 'cdcabrera', 'display...  2019-07-08T14:22:26Z   \n",
+       "2  {'id': 26219511, 'login': 'heaptracetechnology...  2019-07-08T14:22:26Z   \n",
+       "3  {'id': 9443847, 'login': 'hendrikebbers', 'dis...  2019-07-08T14:22:26Z   \n",
+       "4  {'id': 6710696, 'login': 'nbuonin', 'display_l...  2019-07-08T14:22:26Z   \n",
+       "\n",
+       "           id                                                org  \\\n",
+       "0  9967820122                                                NaN   \n",
+       "1  9967820118                                                NaN   \n",
+       "2  9967820120                                                NaN   \n",
+       "3  9967820117  {'id': 1673867, 'login': 'AdoptOpenJDK', 'grav...   \n",
+       "4  9967820111  {'id': 52456, 'login': 'ccnmtl', 'gravatar_id'...   \n",
+       "\n",
+       "                                             payload  public  \\\n",
+       "0  {'push_id': 3793486088, 'size': 1, 'distinct_s...    True   \n",
+       "1  {'push_id': 3793486084, 'size': 2, 'distinct_s...    True   \n",
+       "2  {'ref': 'Standard-OMG-mongodb', 'ref_type': 'b...    True   \n",
+       "3  {'action': 'created', 'issue': {'url': 'https:...    True   \n",
+       "4  {'push_id': 3793486074, 'size': 1, 'distinct_s...    True   \n",
+       "\n",
+       "                                                repo               type  \n",
+       "0  {'id': 195824522, 'name': 'Jrose3797/dsc-intro...          PushEvent  \n",
+       "1  {'id': 190663766, 'name': 'cdcabrera/curiosity...          PushEvent  \n",
+       "2  {'id': 195819196, 'name': 'heaptracetechnology...        CreateEvent  \n",
+       "3  {'id': 176502087, 'name': 'AdoptOpenJDK/IcedTe...  IssueCommentEvent  \n",
+       "4  {'id': 183269109, 'name': 'ccnmtl/ohcoe-hugo',...          PushEvent  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "response = requests.get('https://api.github.com/events')\n",
+    "\n",
+    "data = pd.DataFrame(response.json())\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "When we look at the data frame, we can see that there are dictionaries nested in several fields. We need to extract the information that is in these fields and add them to the data frame as columns. To do this, we are going to create our own flatten function that accepts a data frame and a list of columns that contain nested dictionaries in them. Our function is going to iterate through the columns and, for each column, it is going to:\n",
+    "\n",
+    "    Turn the nested dictionaries into a data frame with a column for each key\n",
+    "    Assign column names to each column in this new data frame\n",
+    "    Add these new columns to the original data frame\n",
+    "    Drop the column with the nested dictionaries\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def flatten(data, col_list):\n",
+    "    for column in col_list:\n",
+    "        flattened = pd.DataFrame(dict(data[column])).transpose()\n",
+    "        columns = [str(col) for col in flattened.columns]\n",
+    "        flattened.columns = [column + '_' + colname for colname in columns]\n",
+    "        data = pd.concat([data, flattened], axis=1)\n",
+    "        data = data.drop(column, axis=1)\n",
+    "    return data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now that we have our function, let's apply it to the columns that have nested dictionaries and get back a revised data frame."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>created_at</th>\n",
+       "      <th>id</th>\n",
+       "      <th>public</th>\n",
+       "      <th>type</th>\n",
+       "      <th>actor_avatar_url</th>\n",
+       "      <th>actor_display_login</th>\n",
+       "      <th>actor_gravatar_id</th>\n",
+       "      <th>actor_id</th>\n",
+       "      <th>actor_login</th>\n",
+       "      <th>actor_url</th>\n",
+       "      <th>...</th>\n",
+       "      <th>payload_number</th>\n",
+       "      <th>payload_pull_request</th>\n",
+       "      <th>payload_push_id</th>\n",
+       "      <th>payload_pusher_type</th>\n",
+       "      <th>payload_ref</th>\n",
+       "      <th>payload_ref_type</th>\n",
+       "      <th>payload_size</th>\n",
+       "      <th>repo_id</th>\n",
+       "      <th>repo_name</th>\n",
+       "      <th>repo_url</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820122</td>\n",
+       "      <td>True</td>\n",
+       "      <td>PushEvent</td>\n",
+       "      <td>https://avatars.githubusercontent.com/u/50721655?</td>\n",
+       "      <td>Jrose3797</td>\n",
+       "      <td></td>\n",
+       "      <td>50721655</td>\n",
+       "      <td>Jrose3797</td>\n",
+       "      <td>https://api.github.com/users/Jrose3797</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3793486088</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>refs/heads/wip</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>195824522</td>\n",
+       "      <td>Jrose3797/dsc-intro-to-sets-lab-houston-ds-060319</td>\n",
+       "      <td>https://api.github.com/repos/Jrose3797/dsc-int...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820118</td>\n",
+       "      <td>True</td>\n",
+       "      <td>PushEvent</td>\n",
+       "      <td>https://avatars.githubusercontent.com/u/3761375?</td>\n",
+       "      <td>cdcabrera</td>\n",
+       "      <td></td>\n",
+       "      <td>3761375</td>\n",
+       "      <td>cdcabrera</td>\n",
+       "      <td>https://api.github.com/users/cdcabrera</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3793486084</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>refs/heads/master</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>190663766</td>\n",
+       "      <td>cdcabrera/curiosity-frontend</td>\n",
+       "      <td>https://api.github.com/repos/cdcabrera/curiosi...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820120</td>\n",
+       "      <td>True</td>\n",
+       "      <td>CreateEvent</td>\n",
+       "      <td>https://avatars.githubusercontent.com/u/26219511?</td>\n",
+       "      <td>heaptracetechnology</td>\n",
+       "      <td></td>\n",
+       "      <td>26219511</td>\n",
+       "      <td>heaptracetechnology</td>\n",
+       "      <td>https://api.github.com/users/heaptracetechnology</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>user</td>\n",
+       "      <td>Standard-OMG-mongodb</td>\n",
+       "      <td>branch</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>195819196</td>\n",
+       "      <td>heaptracetechnology/mongodb</td>\n",
+       "      <td>https://api.github.com/repos/heaptracetechnolo...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820117</td>\n",
+       "      <td>True</td>\n",
+       "      <td>IssueCommentEvent</td>\n",
+       "      <td>https://avatars.githubusercontent.com/u/9443847?</td>\n",
+       "      <td>hendrikebbers</td>\n",
+       "      <td></td>\n",
+       "      <td>9443847</td>\n",
+       "      <td>hendrikebbers</td>\n",
+       "      <td>https://api.github.com/users/hendrikebbers</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>176502087</td>\n",
+       "      <td>AdoptOpenJDK/IcedTea-Web</td>\n",
+       "      <td>https://api.github.com/repos/AdoptOpenJDK/Iced...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820111</td>\n",
+       "      <td>True</td>\n",
+       "      <td>PushEvent</td>\n",
+       "      <td>https://avatars.githubusercontent.com/u/6710696?</td>\n",
+       "      <td>nbuonin</td>\n",
+       "      <td></td>\n",
+       "      <td>6710696</td>\n",
+       "      <td>nbuonin</td>\n",
+       "      <td>https://api.github.com/users/nbuonin</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3793486074</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>refs/heads/domain-rev-progress-bars</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1</td>\n",
+       "      <td>183269109</td>\n",
+       "      <td>ccnmtl/ohcoe-hugo</td>\n",
+       "      <td>https://api.github.com/repos/ccnmtl/ohcoe-hugo</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 35 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             created_at          id  public               type  \\\n",
+       "0  2019-07-08T14:22:26Z  9967820122    True          PushEvent   \n",
+       "1  2019-07-08T14:22:26Z  9967820118    True          PushEvent   \n",
+       "2  2019-07-08T14:22:26Z  9967820120    True        CreateEvent   \n",
+       "3  2019-07-08T14:22:26Z  9967820117    True  IssueCommentEvent   \n",
+       "4  2019-07-08T14:22:26Z  9967820111    True          PushEvent   \n",
+       "\n",
+       "                                    actor_avatar_url  actor_display_login  \\\n",
+       "0  https://avatars.githubusercontent.com/u/50721655?            Jrose3797   \n",
+       "1   https://avatars.githubusercontent.com/u/3761375?            cdcabrera   \n",
+       "2  https://avatars.githubusercontent.com/u/26219511?  heaptracetechnology   \n",
+       "3   https://avatars.githubusercontent.com/u/9443847?        hendrikebbers   \n",
+       "4   https://avatars.githubusercontent.com/u/6710696?              nbuonin   \n",
+       "\n",
+       "  actor_gravatar_id  actor_id          actor_login  \\\n",
+       "0                    50721655            Jrose3797   \n",
+       "1                     3761375            cdcabrera   \n",
+       "2                    26219511  heaptracetechnology   \n",
+       "3                     9443847        hendrikebbers   \n",
+       "4                     6710696              nbuonin   \n",
+       "\n",
+       "                                          actor_url  ... payload_number  \\\n",
+       "0            https://api.github.com/users/Jrose3797  ...            NaN   \n",
+       "1            https://api.github.com/users/cdcabrera  ...            NaN   \n",
+       "2  https://api.github.com/users/heaptracetechnology  ...            NaN   \n",
+       "3        https://api.github.com/users/hendrikebbers  ...            NaN   \n",
+       "4              https://api.github.com/users/nbuonin  ...            NaN   \n",
+       "\n",
+       "  payload_pull_request payload_push_id payload_pusher_type  \\\n",
+       "0                  NaN      3793486088                 NaN   \n",
+       "1                  NaN      3793486084                 NaN   \n",
+       "2                  NaN             NaN                user   \n",
+       "3                  NaN             NaN                 NaN   \n",
+       "4                  NaN      3793486074                 NaN   \n",
+       "\n",
+       "                           payload_ref payload_ref_type payload_size  \\\n",
+       "0                       refs/heads/wip              NaN            1   \n",
+       "1                    refs/heads/master              NaN            2   \n",
+       "2                 Standard-OMG-mongodb           branch          NaN   \n",
+       "3                                  NaN              NaN          NaN   \n",
+       "4  refs/heads/domain-rev-progress-bars              NaN            1   \n",
+       "\n",
+       "     repo_id                                          repo_name  \\\n",
+       "0  195824522  Jrose3797/dsc-intro-to-sets-lab-houston-ds-060319   \n",
+       "1  190663766                       cdcabrera/curiosity-frontend   \n",
+       "2  195819196                        heaptracetechnology/mongodb   \n",
+       "3  176502087                           AdoptOpenJDK/IcedTea-Web   \n",
+       "4  183269109                                  ccnmtl/ohcoe-hugo   \n",
+       "\n",
+       "                                            repo_url  \n",
+       "0  https://api.github.com/repos/Jrose3797/dsc-int...  \n",
+       "1  https://api.github.com/repos/cdcabrera/curiosi...  \n",
+       "2  https://api.github.com/repos/heaptracetechnolo...  \n",
+       "3  https://api.github.com/repos/AdoptOpenJDK/Iced...  \n",
+       "4     https://api.github.com/repos/ccnmtl/ohcoe-hugo  \n",
+       "\n",
+       "[5 rows x 35 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "nested_columns = ['actor', 'org', 'payload', 'repo']\n",
+    "\n",
+    "flat = flatten(data, nested_columns)\n",
+    "flat.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Alternatively, we can flatten nested data using the function json_normalize. This function is part of the Pandas library. The function will flatten and rename each flattened column to the name of the original column and the name of the nested column separated by a period. For example actor.avatar_url.\n",
+    "\n",
+    "Here is an example of how to use this function. Note that you have to import it separately in order to avoid using the full path when calling the function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>actor.avatar_url</th>\n",
+       "      <th>actor.display_login</th>\n",
+       "      <th>actor.gravatar_id</th>\n",
+       "      <th>actor.id</th>\n",
+       "      <th>actor.login</th>\n",
+       "      <th>actor.url</th>\n",
+       "      <th>created_at</th>\n",
+       "      <th>id</th>\n",
+       "      <th>org.avatar_url</th>\n",
+       "      <th>org.gravatar_id</th>\n",
+       "      <th>...</th>\n",
+       "      <th>payload.push_id</th>\n",
+       "      <th>payload.pusher_type</th>\n",
+       "      <th>payload.ref</th>\n",
+       "      <th>payload.ref_type</th>\n",
+       "      <th>payload.size</th>\n",
+       "      <th>public</th>\n",
+       "      <th>repo.id</th>\n",
+       "      <th>repo.name</th>\n",
+       "      <th>repo.url</th>\n",
+       "      <th>type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>https://avatars.githubusercontent.com/u/50721655?</td>\n",
+       "      <td>Jrose3797</td>\n",
+       "      <td></td>\n",
+       "      <td>50721655</td>\n",
+       "      <td>Jrose3797</td>\n",
+       "      <td>https://api.github.com/users/Jrose3797</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820122</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.793486e+09</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>refs/heads/wip</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>195824522</td>\n",
+       "      <td>Jrose3797/dsc-intro-to-sets-lab-houston-ds-060319</td>\n",
+       "      <td>https://api.github.com/repos/Jrose3797/dsc-int...</td>\n",
+       "      <td>PushEvent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>https://avatars.githubusercontent.com/u/3761375?</td>\n",
+       "      <td>cdcabrera</td>\n",
+       "      <td></td>\n",
+       "      <td>3761375</td>\n",
+       "      <td>cdcabrera</td>\n",
+       "      <td>https://api.github.com/users/cdcabrera</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820118</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.793486e+09</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>refs/heads/master</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>190663766</td>\n",
+       "      <td>cdcabrera/curiosity-frontend</td>\n",
+       "      <td>https://api.github.com/repos/cdcabrera/curiosi...</td>\n",
+       "      <td>PushEvent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>https://avatars.githubusercontent.com/u/26219511?</td>\n",
+       "      <td>heaptracetechnology</td>\n",
+       "      <td></td>\n",
+       "      <td>26219511</td>\n",
+       "      <td>heaptracetechnology</td>\n",
+       "      <td>https://api.github.com/users/heaptracetechnology</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820120</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>user</td>\n",
+       "      <td>Standard-OMG-mongodb</td>\n",
+       "      <td>branch</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>195819196</td>\n",
+       "      <td>heaptracetechnology/mongodb</td>\n",
+       "      <td>https://api.github.com/repos/heaptracetechnolo...</td>\n",
+       "      <td>CreateEvent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>https://avatars.githubusercontent.com/u/9443847?</td>\n",
+       "      <td>hendrikebbers</td>\n",
+       "      <td></td>\n",
+       "      <td>9443847</td>\n",
+       "      <td>hendrikebbers</td>\n",
+       "      <td>https://api.github.com/users/hendrikebbers</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820117</td>\n",
+       "      <td>https://avatars.githubusercontent.com/u/1673867?</td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>176502087</td>\n",
+       "      <td>AdoptOpenJDK/IcedTea-Web</td>\n",
+       "      <td>https://api.github.com/repos/AdoptOpenJDK/Iced...</td>\n",
+       "      <td>IssueCommentEvent</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>https://avatars.githubusercontent.com/u/6710696?</td>\n",
+       "      <td>nbuonin</td>\n",
+       "      <td></td>\n",
+       "      <td>6710696</td>\n",
+       "      <td>nbuonin</td>\n",
+       "      <td>https://api.github.com/users/nbuonin</td>\n",
+       "      <td>2019-07-08T14:22:26Z</td>\n",
+       "      <td>9967820111</td>\n",
+       "      <td>https://avatars.githubusercontent.com/u/52456?</td>\n",
+       "      <td></td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.793486e+09</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>refs/heads/domain-rev-progress-bars</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>183269109</td>\n",
+       "      <td>ccnmtl/ohcoe-hugo</td>\n",
+       "      <td>https://api.github.com/repos/ccnmtl/ohcoe-hugo</td>\n",
+       "      <td>PushEvent</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 506 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                    actor.avatar_url  actor.display_login  \\\n",
+       "0  https://avatars.githubusercontent.com/u/50721655?            Jrose3797   \n",
+       "1   https://avatars.githubusercontent.com/u/3761375?            cdcabrera   \n",
+       "2  https://avatars.githubusercontent.com/u/26219511?  heaptracetechnology   \n",
+       "3   https://avatars.githubusercontent.com/u/9443847?        hendrikebbers   \n",
+       "4   https://avatars.githubusercontent.com/u/6710696?              nbuonin   \n",
+       "\n",
+       "  actor.gravatar_id  actor.id          actor.login  \\\n",
+       "0                    50721655            Jrose3797   \n",
+       "1                     3761375            cdcabrera   \n",
+       "2                    26219511  heaptracetechnology   \n",
+       "3                     9443847        hendrikebbers   \n",
+       "4                     6710696              nbuonin   \n",
+       "\n",
+       "                                          actor.url            created_at  \\\n",
+       "0            https://api.github.com/users/Jrose3797  2019-07-08T14:22:26Z   \n",
+       "1            https://api.github.com/users/cdcabrera  2019-07-08T14:22:26Z   \n",
+       "2  https://api.github.com/users/heaptracetechnology  2019-07-08T14:22:26Z   \n",
+       "3        https://api.github.com/users/hendrikebbers  2019-07-08T14:22:26Z   \n",
+       "4              https://api.github.com/users/nbuonin  2019-07-08T14:22:26Z   \n",
+       "\n",
+       "           id                                    org.avatar_url  \\\n",
+       "0  9967820122                                               NaN   \n",
+       "1  9967820118                                               NaN   \n",
+       "2  9967820120                                               NaN   \n",
+       "3  9967820117  https://avatars.githubusercontent.com/u/1673867?   \n",
+       "4  9967820111    https://avatars.githubusercontent.com/u/52456?   \n",
+       "\n",
+       "  org.gravatar_id  ...  payload.push_id payload.pusher_type  \\\n",
+       "0             NaN  ...     3.793486e+09                 NaN   \n",
+       "1             NaN  ...     3.793486e+09                 NaN   \n",
+       "2             NaN  ...              NaN                user   \n",
+       "3                  ...              NaN                 NaN   \n",
+       "4                  ...     3.793486e+09                 NaN   \n",
+       "\n",
+       "                           payload.ref payload.ref_type payload.size public  \\\n",
+       "0                       refs/heads/wip              NaN          1.0   True   \n",
+       "1                    refs/heads/master              NaN          2.0   True   \n",
+       "2                 Standard-OMG-mongodb           branch          NaN   True   \n",
+       "3                                  NaN              NaN          NaN   True   \n",
+       "4  refs/heads/domain-rev-progress-bars              NaN          1.0   True   \n",
+       "\n",
+       "     repo.id                                          repo.name  \\\n",
+       "0  195824522  Jrose3797/dsc-intro-to-sets-lab-houston-ds-060319   \n",
+       "1  190663766                       cdcabrera/curiosity-frontend   \n",
+       "2  195819196                        heaptracetechnology/mongodb   \n",
+       "3  176502087                           AdoptOpenJDK/IcedTea-Web   \n",
+       "4  183269109                                  ccnmtl/ohcoe-hugo   \n",
+       "\n",
+       "                                            repo.url               type  \n",
+       "0  https://api.github.com/repos/Jrose3797/dsc-int...          PushEvent  \n",
+       "1  https://api.github.com/repos/cdcabrera/curiosi...          PushEvent  \n",
+       "2  https://api.github.com/repos/heaptracetechnolo...        CreateEvent  \n",
+       "3  https://api.github.com/repos/AdoptOpenJDK/Iced...  IssueCommentEvent  \n",
+       "4     https://api.github.com/repos/ccnmtl/ohcoe-hugo          PushEvent  \n",
+       "\n",
+       "[5 rows x 506 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from pandas.io.json import json_normalize\n",
+    "\n",
+    "results = response.json()\n",
+    "flattened_data = json_normalize(results)\n",
+    "\n",
+    "flattened_data.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Looks much cleaner, and now we have access to the information that was enclosed within those dictionaries. Sometimes multiple rounds of flattening will be required if the JSON data returned from the API you are working with has hierarchically nested data.\n"
+   ]
+  },
+  {
+   "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": "3.7.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-code/.ipynb_checkpoints/Scavenger-checkpoint.ipynb b/your-code/.ipynb_checkpoints/Scavenger-checkpoint.ipynb
new file mode 100644
index 0000000..363fcab
--- /dev/null
+++ b/your-code/.ipynb_checkpoints/Scavenger-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/your-code/Learning Advanced APIs.ipynb b/your-code/Learning Advanced APIs.ipynb
index 9e7a18c..4472bfb 100644
--- a/your-code/Learning Advanced APIs.ipynb	
+++ b/your-code/Learning Advanced APIs.ipynb	
@@ -181,9 +181,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/your-code/Learning Working with APIs.ipynb b/your-code/Learning Working with APIs.ipynb
index 4e369ae..7cc71de 100644
--- a/your-code/Learning Working with APIs.ipynb	
+++ b/your-code/Learning Working with APIs.ipynb	
@@ -868,9 +868,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
+ "nbformat_minor": 4
 }
diff --git a/your-code/Scavenger.ipynb b/your-code/Scavenger.ipynb
new file mode 100644
index 0000000..304f3ff
--- /dev/null
+++ b/your-code/Scavenger.ipynb
@@ -0,0 +1,4089 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c8428c7b-29ff-4fe1-a2fe-b44dedcc3d52",
+   "metadata": {},
+   "source": [
+    "# Reto 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "d31d171f-6443-407b-adf3-48689a81d8aa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#paso1\n",
+    "\n",
+    "import base64\n",
+    "from operator import itemgetter\n",
+    "import re\n",
+    "import requests\n",
+    "import os\n",
+    "username = 'Ever77x'\n",
+    "token = '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'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "aa4b2d40-e175-46a5-b83e-6f3482be6f92",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'id': 421388729,\n",
+       "  'node_id': 'R_kgDOGR3huQ',\n",
+       "  'name': 'mad-oct-2018',\n",
+       "  'full_name': 'TheIronhidex/mad-oct-2018',\n",
+       "  'private': False,\n",
+       "  'owner': {'login': 'TheIronhidex',\n",
+       "   'id': 92517380,\n",
+       "   'node_id': 'U_kgDOBYO0BA',\n",
+       "   'avatar_url': 'https://avatars.githubusercontent.com/u/92517380?v=4',\n",
+       "   'gravatar_id': '',\n",
+       "   'url': 'https://api.github.com/users/TheIronhidex',\n",
+       "   'html_url': 'https://github.com/TheIronhidex',\n",
+       "   'followers_url': 'https://api.github.com/users/TheIronhidex/followers',\n",
+       "   'following_url': 'https://api.github.com/users/TheIronhidex/following{/other_user}',\n",
+       "   'gists_url': 'https://api.github.com/users/TheIronhidex/gists{/gist_id}',\n",
+       "   'starred_url': 'https://api.github.com/users/TheIronhidex/starred{/owner}{/repo}',\n",
+       "   'subscriptions_url': 'https://api.github.com/users/TheIronhidex/subscriptions',\n",
+       "   'organizations_url': 'https://api.github.com/users/TheIronhidex/orgs',\n",
+       "   'repos_url': 'https://api.github.com/users/TheIronhidex/repos',\n",
+       "   'events_url': 'https://api.github.com/users/TheIronhidex/events{/privacy}',\n",
+       "   'received_events_url': 'https://api.github.com/users/TheIronhidex/received_events',\n",
+       "   'type': 'User',\n",
+       "   'site_admin': False},\n",
+       "  'html_url': 'https://github.com/TheIronhidex/mad-oct-2018',\n",
+       "  'description': 'Student labs for Ironhack data analytics bootcamp',\n",
+       "  'fork': True,\n",
+       "  'url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018',\n",
+       "  'forks_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/forks',\n",
+       "  'keys_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/keys{/key_id}',\n",
+       "  'collaborators_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/collaborators{/collaborator}',\n",
+       "  'teams_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/teams',\n",
+       "  'hooks_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/hooks',\n",
+       "  'issue_events_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/issues/events{/number}',\n",
+       "  'events_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/events',\n",
+       "  'assignees_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/assignees{/user}',\n",
+       "  'branches_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/branches{/branch}',\n",
+       "  'tags_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/tags',\n",
+       "  'blobs_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/git/blobs{/sha}',\n",
+       "  'git_tags_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/git/tags{/sha}',\n",
+       "  'git_refs_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/git/refs{/sha}',\n",
+       "  'trees_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/git/trees{/sha}',\n",
+       "  'statuses_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/statuses/{sha}',\n",
+       "  'languages_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/languages',\n",
+       "  'stargazers_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/stargazers',\n",
+       "  'contributors_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/contributors',\n",
+       "  'subscribers_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/subscribers',\n",
+       "  'subscription_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/subscription',\n",
+       "  'commits_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/commits{/sha}',\n",
+       "  'git_commits_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/git/commits{/sha}',\n",
+       "  'comments_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/comments{/number}',\n",
+       "  'issue_comment_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/issues/comments{/number}',\n",
+       "  'contents_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/contents/{+path}',\n",
+       "  'compare_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/compare/{base}...{head}',\n",
+       "  'merges_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/merges',\n",
+       "  'archive_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/{archive_format}{/ref}',\n",
+       "  'downloads_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/downloads',\n",
+       "  'issues_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/issues{/number}',\n",
+       "  'pulls_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/pulls{/number}',\n",
+       "  'milestones_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/milestones{/number}',\n",
+       "  'notifications_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/notifications{?since,all,participating}',\n",
+       "  'labels_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/labels{/name}',\n",
+       "  'releases_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/releases{/id}',\n",
+       "  'deployments_url': 'https://api.github.com/repos/TheIronhidex/mad-oct-2018/deployments',\n",
+       "  'created_at': '2021-10-26T11:01:48Z',\n",
+       "  'updated_at': '2021-10-26T11:01:49Z',\n",
+       "  'pushed_at': '2019-08-19T11:16:55Z',\n",
+       "  'git_url': 'git://github.com/TheIronhidex/mad-oct-2018.git',\n",
+       "  'ssh_url': 'git@github.com:TheIronhidex/mad-oct-2018.git',\n",
+       "  'clone_url': 'https://github.com/TheIronhidex/mad-oct-2018.git',\n",
+       "  'svn_url': 'https://github.com/TheIronhidex/mad-oct-2018',\n",
+       "  'homepage': '',\n",
+       "  'size': 116995,\n",
+       "  'stargazers_count': 0,\n",
+       "  'watchers_count': 0,\n",
+       "  'language': None,\n",
+       "  'has_issues': False,\n",
+       "  'has_projects': True,\n",
+       "  'has_downloads': True,\n",
+       "  'has_wiki': True,\n",
+       "  'has_pages': False,\n",
+       "  'forks_count': 0,\n",
+       "  'mirror_url': None,\n",
+       "  'archived': False,\n",
+       "  'disabled': False,\n",
+       "  'open_issues_count': 0,\n",
+       "  'license': {'key': 'unlicense',\n",
+       "   'name': 'The Unlicense',\n",
+       "   'spdx_id': 'Unlicense',\n",
+       "   'url': 'https://api.github.com/licenses/unlicense',\n",
+       "   'node_id': 'MDc6TGljZW5zZTE1'},\n",
+       "  'allow_forking': True,\n",
+       "  'is_template': False,\n",
+       "  'topics': [],\n",
+       "  'visibility': 'public',\n",
+       "  'forks': 0,\n",
+       "  'open_issues': 0,\n",
+       "  'watchers': 0,\n",
+       "  'default_branch': 'master'},\n",
+       " {'id': 416830289,\n",
+       "  'node_id': 'R_kgDOGNhTUQ',\n",
+       "  'name': 'mad-oct-2018',\n",
+       "  'full_name': 'techols/mad-oct-2018',\n",
+       "  'private': False,\n",
+       "  'owner': {'login': 'techols',\n",
+       "   'id': 86572687,\n",
+       "   'node_id': 'MDQ6VXNlcjg2NTcyNjg3',\n",
+       "   'avatar_url': 'https://avatars.githubusercontent.com/u/86572687?v=4',\n",
+       "   'gravatar_id': '',\n",
+       "   'url': 'https://api.github.com/users/techols',\n",
+       "   'html_url': 'https://github.com/techols',\n",
+       "   'followers_url': 'https://api.github.com/users/techols/followers',\n",
+       "   'following_url': 'https://api.github.com/users/techols/following{/other_user}',\n",
+       "   'gists_url': 'https://api.github.com/users/techols/gists{/gist_id}',\n",
+       "   'starred_url': 'https://api.github.com/users/techols/starred{/owner}{/repo}',\n",
+       "   'subscriptions_url': 'https://api.github.com/users/techols/subscriptions',\n",
+       "   'organizations_url': 'https://api.github.com/users/techols/orgs',\n",
+       "   'repos_url': 'https://api.github.com/users/techols/repos',\n",
+       "   'events_url': 'https://api.github.com/users/techols/events{/privacy}',\n",
+       "   'received_events_url': 'https://api.github.com/users/techols/received_events',\n",
+       "   'type': 'User',\n",
+       "   'site_admin': False},\n",
+       "  'html_url': 'https://github.com/techols/mad-oct-2018',\n",
+       "  'description': 'Student labs for Ironhack data analytics bootcamp',\n",
+       "  'fork': True,\n",
+       "  'url': 'https://api.github.com/repos/techols/mad-oct-2018',\n",
+       "  'forks_url': 'https://api.github.com/repos/techols/mad-oct-2018/forks',\n",
+       "  'keys_url': 'https://api.github.com/repos/techols/mad-oct-2018/keys{/key_id}',\n",
+       "  'collaborators_url': 'https://api.github.com/repos/techols/mad-oct-2018/collaborators{/collaborator}',\n",
+       "  'teams_url': 'https://api.github.com/repos/techols/mad-oct-2018/teams',\n",
+       "  'hooks_url': 'https://api.github.com/repos/techols/mad-oct-2018/hooks',\n",
+       "  'issue_events_url': 'https://api.github.com/repos/techols/mad-oct-2018/issues/events{/number}',\n",
+       "  'events_url': 'https://api.github.com/repos/techols/mad-oct-2018/events',\n",
+       "  'assignees_url': 'https://api.github.com/repos/techols/mad-oct-2018/assignees{/user}',\n",
+       "  'branches_url': 'https://api.github.com/repos/techols/mad-oct-2018/branches{/branch}',\n",
+       "  'tags_url': 'https://api.github.com/repos/techols/mad-oct-2018/tags',\n",
+       "  'blobs_url': 'https://api.github.com/repos/techols/mad-oct-2018/git/blobs{/sha}',\n",
+       "  'git_tags_url': 'https://api.github.com/repos/techols/mad-oct-2018/git/tags{/sha}',\n",
+       "  'git_refs_url': 'https://api.github.com/repos/techols/mad-oct-2018/git/refs{/sha}',\n",
+       "  'trees_url': 'https://api.github.com/repos/techols/mad-oct-2018/git/trees{/sha}',\n",
+       "  'statuses_url': 'https://api.github.com/repos/techols/mad-oct-2018/statuses/{sha}',\n",
+       "  'languages_url': 'https://api.github.com/repos/techols/mad-oct-2018/languages',\n",
+       "  'stargazers_url': 'https://api.github.com/repos/techols/mad-oct-2018/stargazers',\n",
+       "  'contributors_url': 'https://api.github.com/repos/techols/mad-oct-2018/contributors',\n",
+       "  'subscribers_url': 'https://api.github.com/repos/techols/mad-oct-2018/subscribers',\n",
+       "  'subscription_url': 'https://api.github.com/repos/techols/mad-oct-2018/subscription',\n",
+       "  'commits_url': 'https://api.github.com/repos/techols/mad-oct-2018/commits{/sha}',\n",
+       "  'git_commits_url': 'https://api.github.com/repos/techols/mad-oct-2018/git/commits{/sha}',\n",
+       "  'comments_url': 'https://api.github.com/repos/techols/mad-oct-2018/comments{/number}',\n",
+       "  'issue_comment_url': 'https://api.github.com/repos/techols/mad-oct-2018/issues/comments{/number}',\n",
+       "  'contents_url': 'https://api.github.com/repos/techols/mad-oct-2018/contents/{+path}',\n",
+       "  'compare_url': 'https://api.github.com/repos/techols/mad-oct-2018/compare/{base}...{head}',\n",
+       "  'merges_url': 'https://api.github.com/repos/techols/mad-oct-2018/merges',\n",
+       "  'archive_url': 'https://api.github.com/repos/techols/mad-oct-2018/{archive_format}{/ref}',\n",
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+       "  'contents_url': 'https://api.github.com/repos/albertogcmr/madrid-oct-2018/contents/{+path}',\n",
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+       "  'merges_url': 'https://api.github.com/repos/albertogcmr/madrid-oct-2018/merges',\n",
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+       "  'downloads_url': 'https://api.github.com/repos/albertogcmr/madrid-oct-2018/downloads',\n",
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+       "  'updated_at': '2019-01-18T09:34:32Z',\n",
+       "  'pushed_at': '2019-08-20T14:07:28Z',\n",
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+       "  'ssh_url': 'git@github.com:albertogcmr/madrid-oct-2018.git',\n",
+       "  'clone_url': 'https://github.com/albertogcmr/madrid-oct-2018.git',\n",
+       "  'svn_url': 'https://github.com/albertogcmr/madrid-oct-2018',\n",
+       "  'homepage': None,\n",
+       "  'size': 171492,\n",
+       "  'stargazers_count': 0,\n",
+       "  'watchers_count': 0,\n",
+       "  'language': 'Jupyter Notebook',\n",
+       "  'has_issues': False,\n",
+       "  'has_projects': True,\n",
+       "  'has_downloads': True,\n",
+       "  'has_wiki': True,\n",
+       "  'has_pages': False,\n",
+       "  'forks_count': 0,\n",
+       "  'mirror_url': None,\n",
+       "  'archived': False,\n",
+       "  'disabled': False,\n",
+       "  'open_issues_count': 0,\n",
+       "  'license': {'key': 'unlicense',\n",
+       "   'name': 'The Unlicense',\n",
+       "   'spdx_id': 'Unlicense',\n",
+       "   'url': 'https://api.github.com/licenses/unlicense',\n",
+       "   'node_id': 'MDc6TGljZW5zZTE1'},\n",
+       "  'allow_forking': True,\n",
+       "  'is_template': False,\n",
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+       "   'followers_url': 'https://api.github.com/users/marisfont/followers',\n",
+       "   'following_url': 'https://api.github.com/users/marisfont/following{/other_user}',\n",
+       "   'gists_url': 'https://api.github.com/users/marisfont/gists{/gist_id}',\n",
+       "   'starred_url': 'https://api.github.com/users/marisfont/starred{/owner}{/repo}',\n",
+       "   'subscriptions_url': 'https://api.github.com/users/marisfont/subscriptions',\n",
+       "   'organizations_url': 'https://api.github.com/users/marisfont/orgs',\n",
+       "   'repos_url': 'https://api.github.com/users/marisfont/repos',\n",
+       "   'events_url': 'https://api.github.com/users/marisfont/events{/privacy}',\n",
+       "   'received_events_url': 'https://api.github.com/users/marisfont/received_events',\n",
+       "   'type': 'User',\n",
+       "   'site_admin': False},\n",
+       "  'html_url': 'https://github.com/marisfont/madrid-oct-2018',\n",
+       "  'description': None,\n",
+       "  'fork': True,\n",
+       "  'url': 'https://api.github.com/repos/marisfont/madrid-oct-2018',\n",
+       "  'forks_url': 'https://api.github.com/repos/marisfont/madrid-oct-2018/forks',\n",
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+       "  'collaborators_url': 'https://api.github.com/repos/marisfont/madrid-oct-2018/collaborators{/collaborator}',\n",
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+       "  'milestones_url': 'https://api.github.com/repos/marisfont/madrid-oct-2018/milestones{/number}',\n",
+       "  'notifications_url': 'https://api.github.com/repos/marisfont/madrid-oct-2018/notifications{?since,all,participating}',\n",
+       "  'labels_url': 'https://api.github.com/repos/marisfont/madrid-oct-2018/labels{/name}',\n",
+       "  'releases_url': 'https://api.github.com/repos/marisfont/madrid-oct-2018/releases{/id}',\n",
+       "  'deployments_url': 'https://api.github.com/repos/marisfont/madrid-oct-2018/deployments',\n",
+       "  'created_at': '2018-10-19T13:34:11Z',\n",
+       "  'updated_at': '2018-12-04T17:31:47Z',\n",
+       "  'pushed_at': '2018-12-05T16:03:33Z',\n",
+       "  'git_url': 'git://github.com/marisfont/madrid-oct-2018.git',\n",
+       "  'ssh_url': 'git@github.com:marisfont/madrid-oct-2018.git',\n",
+       "  'clone_url': 'https://github.com/marisfont/madrid-oct-2018.git',\n",
+       "  'svn_url': 'https://github.com/marisfont/madrid-oct-2018',\n",
+       "  'homepage': None,\n",
+       "  'size': 93980,\n",
+       "  'stargazers_count': 0,\n",
+       "  'watchers_count': 0,\n",
+       "  'language': 'Jupyter Notebook',\n",
+       "  'has_issues': False,\n",
+       "  'has_projects': True,\n",
+       "  'has_downloads': True,\n",
+       "  'has_wiki': True,\n",
+       "  'has_pages': False,\n",
+       "  'forks_count': 0,\n",
+       "  'mirror_url': None,\n",
+       "  'archived': False,\n",
+       "  'disabled': False,\n",
+       "  'open_issues_count': 0,\n",
+       "  'license': {'key': 'unlicense',\n",
+       "   'name': 'The Unlicense',\n",
+       "   'spdx_id': 'Unlicense',\n",
+       "   'url': 'https://api.github.com/licenses/unlicense',\n",
+       "   'node_id': 'MDc6TGljZW5zZTE1'},\n",
+       "  'allow_forking': True,\n",
+       "  'is_template': False,\n",
+       "  'topics': [],\n",
+       "  'visibility': 'public',\n",
+       "  'forks': 0,\n",
+       "  'open_issues': 0,\n",
+       "  'watchers': 0,\n",
+       "  'default_branch': 'master'}]"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "request = requests.get('https://api.github.com/repos/ironhack-datalabs/madrid-oct-2018/forks')\n",
+    "data = request.json()\n",
+    "data\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "fd0bcd3e-3551-4098-8654-c329709e0a5b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['HTML', 'Jupyter Notebook', None]"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "languages = [lista['language'] for lista in data]\n",
+    "languages2 = list(set(languages))\n",
+    "languages2\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fbad30fd-d1a7-46bc-a9f3-fb4fb6b61558",
+   "metadata": {},
+   "source": [
+    "## Reto 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "cb9d4560-8b51-4e80-b770-bc9067f84449",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'sha': '1638e5506e6947b77bfe78761d345476ae80d017',\n",
+       "  'node_id': 'MDY6Q29tbWl0MTUzNzIwODA0OjE2MzhlNTUwNmU2OTQ3Yjc3YmZlNzg3NjFkMzQ1NDc2YWU4MGQwMTc=',\n",
+       "  'commit': {'author': {'name': 'Marc Pomar',\n",
+       "    'email': 'marc@faable.com',\n",
+       "    'date': '2019-08-19T11:11:36Z'},\n",
+       "   'committer': {'name': 'Marc Pomar',\n",
+       "    'email': 'marc@faable.com',\n",
+       "    'date': '2019-08-19T11:11:36Z'},\n",
+       "   'message': 'Cambiar los autores',\n",
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+       "   'events_url': 'https://api.github.com/users/michalmonselise/events{/privacy}',\n",
+       "   'received_events_url': 'https://api.github.com/users/michalmonselise/received_events',\n",
+       "   'type': 'User',\n",
+       "   'site_admin': False},\n",
+       "  'parents': [{'sha': 'c42c3443ac28336498b6adb3f52d673967b49a28',\n",
+       "    'url': 'https://api.github.com/repos/ironhack-datalabs/mad-oct-2018/commits/c42c3443ac28336498b6adb3f52d673967b49a28',\n",
+       "    'html_url': 'https://github.com/ironhack-datalabs/mad-oct-2018/commit/c42c3443ac28336498b6adb3f52d673967b49a28'},\n",
+       "   {'sha': '46ebf45b02631c31185c8079010933fb03ccaf4f',\n",
+       "    'url': 'https://api.github.com/repos/ironhack-datalabs/mad-oct-2018/commits/46ebf45b02631c31185c8079010933fb03ccaf4f',\n",
+       "    'html_url': 'https://github.com/ironhack-datalabs/mad-oct-2018/commit/46ebf45b02631c31185c8079010933fb03ccaf4f'}]},\n",
+       " {'sha': 'c42c3443ac28336498b6adb3f52d673967b49a28',\n",
+       "  'node_id': 'MDY6Q29tbWl0MTUzNzIwODA0OmM0MmMzNDQzYWMyODMzNjQ5OGI2YWRiM2Y1MmQ2NzM5NjdiNDlhMjg=',\n",
+       "  'commit': {'author': {'name': 'Michal Monselise',\n",
+       "    'email': 'michal.monselise@gmail.com',\n",
+       "    'date': '2019-01-05T02:20:54Z'},\n",
+       "   'committer': {'name': 'Michal Monselise',\n",
+       "    'email': 'michal.monselise@gmail.com',\n",
+       "    'date': '2019-01-05T02:20:54Z'},\n",
+       "   'message': 'map reduce filter lab',\n",
+       "   'tree': {'sha': '623cddfe08ad1d4529c22df3cc46465f3d982ea2',\n",
+       "    'url': 'https://api.github.com/repos/ironhack-datalabs/mad-oct-2018/git/trees/623cddfe08ad1d4529c22df3cc46465f3d982ea2'},\n",
+       "   'url': 'https://api.github.com/repos/ironhack-datalabs/mad-oct-2018/git/commits/c42c3443ac28336498b6adb3f52d673967b49a28',\n",
+       "   'comment_count': 0,\n",
+       "   'verification': {'verified': False,\n",
+       "    'reason': 'unsigned',\n",
+       "    'signature': None,\n",
+       "    'payload': None}},\n",
+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/mad-oct-2018/commits/c42c3443ac28336498b6adb3f52d673967b49a28',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/mad-oct-2018/commit/c42c3443ac28336498b6adb3f52d673967b49a28',\n",
+       "  'comments_url': 'https://api.github.com/repos/ironhack-datalabs/mad-oct-2018/commits/c42c3443ac28336498b6adb3f52d673967b49a28/comments',\n",
+       "  'author': {'login': 'michalmonselise',\n",
+       "   'id': 7342857,\n",
+       "   'node_id': 'MDQ6VXNlcjczNDI4NTc=',\n",
+       "   'avatar_url': 'https://avatars.githubusercontent.com/u/7342857?v=4',\n",
+       "   'gravatar_id': '',\n",
+       "   'url': 'https://api.github.com/users/michalmonselise',\n",
+       "   'html_url': 'https://github.com/michalmonselise',\n",
+       "   'followers_url': 'https://api.github.com/users/michalmonselise/followers',\n",
+       "   'following_url': 'https://api.github.com/users/michalmonselise/following{/other_user}',\n",
+       "   'gists_url': 'https://api.github.com/users/michalmonselise/gists{/gist_id}',\n",
+       "   'starred_url': 'https://api.github.com/users/michalmonselise/starred{/owner}{/repo}',\n",
+       "   'subscriptions_url': 'https://api.github.com/users/michalmonselise/subscriptions',\n",
+       "   'organizations_url': 'https://api.github.com/users/michalmonselise/orgs',\n",
+       "   'repos_url': 'https://api.github.com/users/michalmonselise/repos',\n",
+       "   'events_url': 'https://api.github.com/users/michalmonselise/events{/privacy}',\n",
+       "   'received_events_url': 'https://api.github.com/users/michalmonselise/received_events',\n",
+       "   'type': 'User',\n",
+       "   'site_admin': False},\n",
+       "  'committer': {'login': 'michalmonselise',\n",
+       "   'id': 7342857,\n",
+       "   'node_id': 'MDQ6VXNlcjczNDI4NTc=',\n",
+       "   'avatar_url': 'https://avatars.githubusercontent.com/u/7342857?v=4',\n",
+       "   'gravatar_id': '',\n",
+       "   'url': 'https://api.github.com/users/michalmonselise',\n",
+       "   'html_url': 'https://github.com/michalmonselise',\n",
+       "   'followers_url': 'https://api.github.com/users/michalmonselise/followers',\n",
+       "   'following_url': 'https://api.github.com/users/michalmonselise/following{/other_user}',\n",
+       "   'gists_url': 'https://api.github.com/users/michalmonselise/gists{/gist_id}',\n",
+       "   'starred_url': 'https://api.github.com/users/michalmonselise/starred{/owner}{/repo}',\n",
+       "   'subscriptions_url': 'https://api.github.com/users/michalmonselise/subscriptions',\n",
+       "   'organizations_url': 'https://api.github.com/users/michalmonselise/orgs',\n",
+       "   'repos_url': 'https://api.github.com/users/michalmonselise/repos',\n",
+       "   'events_url': 'https://api.github.com/users/michalmonselise/events{/privacy}',\n",
+       "   'received_events_url': 'https://api.github.com/users/michalmonselise/received_events',\n",
+       "   'type': 'User',\n",
+       "   'site_admin': False},\n",
+       "  'parents': [{'sha': '77a129075dc0e332124de8b4c2d070a5ef691d2f',\n",
+       "    'url': 'https://api.github.com/repos/ironhack-datalabs/mad-oct-2018/commits/77a129075dc0e332124de8b4c2d070a5ef691d2f',\n",
+       "    'html_url': 'https://github.com/ironhack-datalabs/mad-oct-2018/commit/77a129075dc0e332124de8b4c2d070a5ef691d2f'}]}]"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "request2 = requests.get(\"https://api.github.com/repos/ironhack-datalabs/madrid-oct-2018/commits\")\n",
+    "data2 = request2.json()\n",
+    "data2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "89caf7d7-8052-476b-8ec5-0817254f57d6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "commmits ultima semana= 0\n"
+     ]
+    }
+   ],
+   "source": [
+    "commits = [lista for lista in data2 if ( lista[\"commit\"][\"author\"]['date'][0:7] == \"2021-11\"  and int(lista[\"commit\"][\"author\"]['date'][8:10]) < 17 and int(lista[\"commit\"][\"author\"]['date'][8:10]) > 9) ]\n",
+    "commits2 = len(commits)\n",
+    "print(\"commmits ultima semana=\",commits2)\n",
+    "#No hay commits resientes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef1be20b-146e-46c3-939e-3d0e42a2599f",
+   "metadata": {},
+   "source": [
+    "## Reto 3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "384ae487-efbc-4366-82c9-a9c64116cc5a",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'name': '.gitignore',\n",
+       "  'path': '.gitignore',\n",
+       "  'sha': 'e43b0f988953ae3a84b00331d0ccf5f7d51cb3cf',\n",
+       "  'size': 10,\n",
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+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/blob/master/.gitignore',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/blobs/e43b0f988953ae3a84b00331d0ccf5f7d51cb3cf',\n",
+       "  'download_url': 'https://raw.githubusercontent.com/ironhack-datalabs/scavenger/master/.gitignore',\n",
+       "  'type': 'file',\n",
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+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/40303?ref=master',\n",
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+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/44639',\n",
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+       "  'type': 'dir',\n",
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+       "  'path': '45525',\n",
+       "  'sha': '6a4a88cd9084110c8646c3cfd84dfe96b300a4a7',\n",
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+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/45525?ref=master',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/45525',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/6a4a88cd9084110c8646c3cfd84dfe96b300a4a7',\n",
+       "  'download_url': None,\n",
+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/45525?ref=master',\n",
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+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/47830?ref=master',\n",
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+       "  'size': 0,\n",
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+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/49418',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/46bc658c09589d9023246b00e848ce97d30d4989',\n",
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+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/49418?ref=master',\n",
+       "   'git': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/46bc658c09589d9023246b00e848ce97d30d4989',\n",
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+       "  'path': '50896',\n",
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+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/50896',\n",
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+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/50896?ref=master',\n",
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+       " {'name': '66032',\n",
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+       " {'name': '68848',\n",
+       "  'path': '68848',\n",
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+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/68848',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/ed2f90be6835e7e74c283aedba1942b788754d32',\n",
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+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/68848?ref=master',\n",
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+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/70751?ref=master',\n",
+       "   'git': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/a5d9391003b67cecf3c336398ec38cfa75a689b7',\n",
+       "   'html': 'https://github.com/ironhack-datalabs/scavenger/tree/master/70751'}},\n",
+       " {'name': '70985',\n",
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+       "  'sha': 'd1a654c5811f52ec8a101652b0a04367644eab99',\n",
+       "  'size': 0,\n",
+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/70985?ref=master',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/70985',\n",
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+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/70985?ref=master',\n",
+       "   'git': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/d1a654c5811f52ec8a101652b0a04367644eab99',\n",
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+       " {'name': '88596',\n",
+       "  'path': '88596',\n",
+       "  'sha': 'f294d2a0e55a4bab12625a7f709b44450a5e4648',\n",
+       "  'size': 0,\n",
+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/88596?ref=master',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/88596',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/f294d2a0e55a4bab12625a7f709b44450a5e4648',\n",
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+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/88596?ref=master',\n",
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+       " {'name': '89046',\n",
+       "  'path': '89046',\n",
+       "  'sha': '5f3ef5f14cf72bbe03a24b69777ba02f19a3adb5',\n",
+       "  'size': 0,\n",
+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/89046?ref=master',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/89046',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/5f3ef5f14cf72bbe03a24b69777ba02f19a3adb5',\n",
+       "  'download_url': None,\n",
+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/89046?ref=master',\n",
+       "   'git': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/5f3ef5f14cf72bbe03a24b69777ba02f19a3adb5',\n",
+       "   'html': 'https://github.com/ironhack-datalabs/scavenger/tree/master/89046'}},\n",
+       " {'name': '89338',\n",
+       "  'path': '89338',\n",
+       "  'sha': '79c94a4032a927b2af52cc6da4ce27eb2abbf55e',\n",
+       "  'size': 0,\n",
+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/89338?ref=master',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/89338',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/79c94a4032a927b2af52cc6da4ce27eb2abbf55e',\n",
+       "  'download_url': None,\n",
+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/89338?ref=master',\n",
+       "   'git': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/79c94a4032a927b2af52cc6da4ce27eb2abbf55e',\n",
+       "   'html': 'https://github.com/ironhack-datalabs/scavenger/tree/master/89338'}},\n",
+       " {'name': '91701',\n",
+       "  'path': '91701',\n",
+       "  'sha': '0ad19115f0b56c3cd10cb7e077140c201b527301',\n",
+       "  'size': 0,\n",
+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/91701?ref=master',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/91701',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/0ad19115f0b56c3cd10cb7e077140c201b527301',\n",
+       "  'download_url': None,\n",
+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/91701?ref=master',\n",
+       "   'git': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/0ad19115f0b56c3cd10cb7e077140c201b527301',\n",
+       "   'html': 'https://github.com/ironhack-datalabs/scavenger/tree/master/91701'}},\n",
+       " {'name': '97881',\n",
+       "  'path': '97881',\n",
+       "  'sha': 'c369c43c17ec44cc3e66dd27f8e557f9d15d40f4',\n",
+       "  'size': 0,\n",
+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/97881?ref=master',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/97881',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/c369c43c17ec44cc3e66dd27f8e557f9d15d40f4',\n",
+       "  'download_url': None,\n",
+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/97881?ref=master',\n",
+       "   'git': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/c369c43c17ec44cc3e66dd27f8e557f9d15d40f4',\n",
+       "   'html': 'https://github.com/ironhack-datalabs/scavenger/tree/master/97881'}},\n",
+       " {'name': '98750',\n",
+       "  'path': '98750',\n",
+       "  'sha': 'cdc23915e0a5179127458431986ba3750840a924',\n",
+       "  'size': 0,\n",
+       "  'url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/98750?ref=master',\n",
+       "  'html_url': 'https://github.com/ironhack-datalabs/scavenger/tree/master/98750',\n",
+       "  'git_url': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/cdc23915e0a5179127458431986ba3750840a924',\n",
+       "  'download_url': None,\n",
+       "  'type': 'dir',\n",
+       "  '_links': {'self': 'https://api.github.com/repos/ironhack-datalabs/scavenger/contents/98750?ref=master',\n",
+       "   'git': 'https://api.github.com/repos/ironhack-datalabs/scavenger/git/trees/cdc23915e0a5179127458431986ba3750840a924',\n",
+       "   'html': 'https://github.com/ironhack-datalabs/scavenger/tree/master/98750'}}]"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "request3 = requests.get('https://api.github.com/repos/ironhack-datalabs/scavenger/contents/')\n",
+    "data3 = request3.json()\n",
+    "data3\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "5d68e631-0fd7-4672-8ddc-3e19518050ca",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "list indices must be integers or slices, not str",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m--------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-85-2ee48ed2f57f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdata3\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"tree\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m: list indices must be integers or slices, not str"
+     ]
+    }
+   ],
+   "source": [
+    "paths = []\n",
+    "\n",
+    "for i in data['tree']:\n",
+    "    if i['path'].endswith('scavengerhunt'):\n",
+    "        paths.append(i['path'])\n",
+    "paths.sort(key= lambda x: x.split('/.')[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8366ebe3-4dce-4200-8037-3b9caa7ab27d",
+   "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": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}