effectiveness-difficulty .ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'session_info_for_users_with_all_interventions_enabled.json'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-0ed95aaed72d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'session_info_for_users_with_all_interventions_enabled.json'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m     \u001b[0musers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mprint\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0musers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'session_info_for_users_with_all_interventions_enabled.json'"
     ]
    }
   ],
   "source": [
    "with open('session_info_for_users_with_all_interventions_enabled.json') as file:\n",
    "    users = json.load(file)\n",
    "print (len(users))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['facebook/show_user_info_interstitial', 'facebook/remove_comments', 'facebook/toast_notifications', 'facebook/close_tab_timer', 'facebook/show_timer_banner', 'facebook/remove_clickbait', 'facebook/feed_injection_timer', 'facebook/remove_news_feed', 'facebook/make_user_wait', 'facebook/block_after_interval_per_visit', 'facebook/rich_notifications', 'facebook/scroll_blocker', 'facebook/prompt_reason', 'youtube/toast_notifications', 'youtube/remove_sidebar_links', 'youtube/remove_comment_section', 'youtube/prompt_before_watch', 'youtube/show_timer_banner', 'youtube/block_after_interval_per_visit', 'twitter/remove_twitter_feed', 'twitter/show_timer_banner', 'twitter/show_user_info_interstitial', 'twitter/make_user_wait', 'twitter/scroll_blocker', 'twitter/block_after_interval_per_visit', 'twitter/toast_notifications', 'youtube/remove_recommended', 'twitter/close_tab_timer', 'generic/block_after_interval_per_visit', 'generic/show_timer_banner', 'generic/close_tab_timer', 'generic/make_user_wait', 'generic/show_user_info_interstitial', 'generic/scroll_blocker', 'generic/toast_notifications', 'reddit/toast_notifications', 'reddit/scroll_blocker', 'reddit/make_user_wait', 'reddit/block_after_interval_per_visit', 'reddit/close_tab_timer', 'reddit/show_timer_banner', 'reddit/show_user_info_interstitial', 'amazon/show_timer_banner', 'amazon/show_user_info_interstitial', 'amazon/make_user_wait', 'amazon/hide_recommendations', 'amazon/close_tab_timer', 'amazon/scroll_blocker', 'amazon/block_after_interval_per_visit', 'amazon/toast_notifications', 'temp_intervention', 'netflix/infinite_alarm', 'netflix/show_timer_banner', 'netflix/prompt_before_watch', 'netflix/link_articles', 'netflix/stop_autoplay', 'netflix/toast_notifications', 'gmail/make_user_wait', 'gmail/toast_notifications', 'gmail/close_tab_timer', 'gmail/block_after_interval_per_visit', 'gmail/scroll_blocker', 'gmail/show_timer_banner', 'gmail/show_user_info_interstitial', 'youku/prompt_before_watch', 'youku/remove_sidebar_links', 'generic/prompt_reason', 'generic/show_user_info_banner', 'gmail/prompt_reason', 'reddit/prompt_reason', 'twitter/prompt_reason', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/show_user_info_interstitial', 'buzzfeed/scroll_blocker', 'duolingo/facebook_feed_lesson_injection', 'duolingo/facebook_replace_ads_with_lesson'])\n"
     ]
    }
   ],
   "source": [
    "interventionToSession = {}\n",
    "for user in users.keys():\n",
    "    for domain in users[user].keys():\n",
    "        for intervention in users[user][domain].keys():\n",
    "            key = intervention\n",
    "            ind = intervention.find('_')\n",
    "            s = intervention[0:ind]\n",
    "            if s == 'generated':\n",
    "                ind2 = intervention.find('/')\n",
    "                key = 'generic' + intervention[ind2:]\n",
    "            if key in interventionToSession.keys():\n",
    "                interventionToSession[key].extend(users[user][domain][intervention])\n",
    "            else:\n",
    "                interventionToSession[key] = users[user][domain][intervention]\n",
    "print (interventionToSession)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'amazon/block_after_interval_per_visit': {'description': 'Asks how long you want to spend on site this visit', 'displayname': 'Bouncer', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/block_after_interval_per_visit/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'parameters': [{'name': 'cheatseconds', 'description': 'Seconds to cheat for after time is up', 'default': 30, 'type': 'int'}, {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/block_after_interval_per_visit', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/block_after_interval_per_visit', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'conflicts': ['amazon/make_user_wait', 'amazon/prompt_reason', 'amazon/show_user_info_interstitial', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/make_user_wait', 'buzzfeed/prompt_reason', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'cheatseconds': {'name': 'cheatseconds', 'description': 'Seconds to cheat for after time is up', 'default': 30, 'type': 'int'}, 'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/block_after_interval_per_visit/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/close_tab_timer': {'description': 'Closes tab after 60 seconds', 'displayname': '1Min Assassin', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/close_tab_timer/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/close_tab_timer', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/close_tab_timer', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/close_tab_timer/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/hide_recommendations': {'description': 'Hides recommendations', 'displayname': 'No Recs', 'difficulty': 'easy', 'matches': ['www.amazon.com'], 'content_scripts': ['frontend.js'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/hide_recommendations', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/amazon/hide_recommendations/frontend.js', 'run_at': 'document_end', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/make_user_wait': {'description': 'Makes you wait a few seconds before visiting', 'difficulty': 'hard', 'displayname': 'GateKeeper', 'content_scripts': [{'path': '/interventions/generic/make_user_wait/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'parameters': [{'name': 'seconds', 'description': 'Seconds that the user must wait before the page loads', 'default': 5, 'type': 'int'}, {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/make_user_wait', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/make_user_wait', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/prompt_reason', 'amazon/show_user_info_interstitial', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/make_user_wait', 'buzzfeed/prompt_reason', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'seconds': {'name': 'seconds', 'description': 'Seconds that the user must wait before the page loads', 'default': 5, 'type': 'int'}, 'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/make_user_wait/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/prompt_reason': {'description': 'Asks what you aim to do this visit and puts a reminder up', 'displayname': 'Mission Objective', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/prompt_reason/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/prompt_reason', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/prompt_reason', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/show_user_info_interstitial', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/make_user_wait', 'buzzfeed/prompt_reason', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/prompt_reason/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/scroll_blocker': {'description': 'Freezes scrolling after a certain amount of scrolls', 'displayname': 'Scroll Freezer', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/scroll_blocker/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'parameters': [{'name': 'scrollevents', 'description': 'The amount of scroll events until the notification appears again', 'default': 750, 'type': 'int'}, {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'generic_intervention': 'generic/scroll_blocker', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/scroll_blocker', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'categories': [], 'conflicts': [], 'params': {'scrollevents': {'name': 'scrollevents', 'description': 'The amount of scroll events until the notification appears again', 'default': 750, 'type': 'int'}, 'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/scroll_blocker/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/show_timer_banner': {'description': 'Shows time spent on site at the top of screen', 'displayname': 'Supervisor', 'difficulty': 'easy', 'content_scripts': [{'path': '/interventions/generic/show_timer_banner/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/show_timer_banner', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/show_timer_banner', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/show_timer_banner/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/show_user_info_banner': {'description': 'Show time spent and visit count each visit', 'displayname': 'Stat Whiz banner', 'difficulty': 'medium', 'content_scripts': [{'path': '/interventions/generic/show_user_info_banner/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/show_user_info_banner', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/show_user_info_banner', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/show_user_info_banner/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/show_user_info_interstitial': {'description': 'Show time spent and visit count each visit', 'displayname': 'Stat Whiz', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/show_user_info_interstitial/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/show_user_info_interstitial', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/show_user_info_interstitial', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/prompt_reason', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/make_user_wait', 'buzzfeed/prompt_reason', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/show_user_info_interstitial/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'amazon/toast_notifications': {'description': 'Notifies you of time spent every minute', 'displayname': 'Minute Watch', 'difficulty': 'easy', 'content_scripts': [{'path': '/interventions/generic/toast_notifications/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/toast_notifications', 'matches': ['www.amazon.com'], 'goals': ['amazon/spend_less_time'], 'name': 'amazon/toast_notifications', 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/toast_notifications/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'buzzfeed/block_after_interval_per_visit': {'description': 'Asks how long you want to spend on site this visit', 'displayname': 'Bouncer', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/block_after_interval_per_visit/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'parameters': [{'name': 'cheatseconds', 'description': 'Seconds to cheat for after time is up', 'default': 30, 'type': 'int'}, {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/block_after_interval_per_visit', 'matches': ['buzzfeed.com'], 'goals': ['buzzfeed/spend_less_time'], 'name': 'buzzfeed/block_after_interval_per_visit', 'sitename': 'buzzfeed', 'sitename_printable': 'Buzzfeed', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/prompt_reason', 'amazon/show_user_info_interstitial', 'buzzfeed/make_user_wait', 'buzzfeed/prompt_reason', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'cheatseconds': {'name': 'cheatseconds', 'description': 'Seconds to cheat for after time is up', 'default': 30, 'type': 'int'}, 'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/block_after_interval_per_visit/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'buzzfeed/close_tab_timer': {'description': 'Closes tab after 60 seconds', 'displayname': '1Min Assassin', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/close_tab_timer/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/close_tab_timer', 'matches': ['buzzfeed.com'], 'goals': ['buzzfeed/spend_less_time'], 'name': 'buzzfeed/close_tab_timer', 'sitename': 'buzzfeed', 'sitename_printable': 'Buzzfeed', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/close_tab_timer/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'buzzfeed/make_user_wait': {'description': 'Makes you wait a few seconds before visiting', 'difficulty': 'hard', 'displayname': 'GateKeeper', 'content_scripts': [{'path': '/interventions/generic/make_user_wait/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'parameters': [{'name': 'seconds', 'description': 'Seconds that the user must wait before the page loads', 'default': 5, 'type': 'int'}, {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/make_user_wait', 'matches': ['buzzfeed.com'], 'goals': ['buzzfeed/spend_less_time'], 'name': 'buzzfeed/make_user_wait', 'sitename': 'buzzfeed', 'sitename_printable': 'Buzzfeed', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/prompt_reason', 'amazon/show_user_info_interstitial', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/prompt_reason', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'seconds': {'name': 'seconds', 'description': 'Seconds that the user must wait before the page loads', 'default': 5, 'type': 'int'}, 'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/make_user_wait/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'buzzfeed/prompt_reason': {'description': 'Asks what you aim to do this visit and puts a reminder up', 'displayname': 'Mission Objective', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/prompt_reason/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/prompt_reason', 'matches': ['buzzfeed.com'], 'goals': ['buzzfeed/spend_less_time'], 'name': 'buzzfeed/prompt_reason', 'sitename': 'buzzfeed', 'sitename_printable': 'Buzzfeed', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/prompt_reason', 'amazon/show_user_info_interstitial', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/make_user_wait', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/prompt_reason/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'buzzfeed/scroll_blocker': {'description': 'Freezes scrolling after a certain amount of scrolls', 'displayname': 'Scroll Freezer', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/scroll_blocker/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'parameters': [{'name': 'scrollevents', 'description': 'The amount of scroll events until the notification appears again', 'default': 750, 'type': 'int'}, {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'generic_intervention': 'generic/scroll_blocker', 'matches': ['buzzfeed.com'], 'goals': ['buzzfeed/spend_less_time'], 'name': 'buzzfeed/scroll_blocker', 'sitename': 'buzzfeed', 'sitename_printable': 'Buzzfeed', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'categories': [], 'conflicts': [], 'params': {'scrollevents': {'name': 'scrollevents', 'description': 'The amount of scroll events until the notification appears again', 'default': 750, 'type': 'int'}, 'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/scroll_blocker/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'buzzfeed/show_timer_banner': {'description': 'Shows time spent on site at the top of screen', 'displayname': 'Supervisor', 'difficulty': 'easy', 'content_scripts': [{'path': '/interventions/generic/show_timer_banner/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/show_timer_banner', 'matches': ['buzzfeed.com'], 'goals': ['buzzfeed/spend_less_time'], 'name': 'buzzfeed/show_timer_banner', 'sitename': 'buzzfeed', 'sitename_printable': 'Buzzfeed', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/show_timer_banner/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'buzzfeed/show_user_info_interstitial': {'description': 'Show time spent and visit count each visit', 'displayname': 'Stat Whiz', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/show_user_info_interstitial/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/show_user_info_interstitial', 'matches': ['buzzfeed.com'], 'goals': ['buzzfeed/spend_less_time'], 'name': 'buzzfeed/show_user_info_interstitial', 'sitename': 'buzzfeed', 'sitename_printable': 'Buzzfeed', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/prompt_reason', 'amazon/show_user_info_interstitial', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/make_user_wait', 'buzzfeed/prompt_reason', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/show_user_info_interstitial/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'buzzfeed/toast_notifications': {'description': 'Notifies you of time spent every minute', 'displayname': 'Minute Watch', 'difficulty': 'easy', 'content_scripts': [{'path': '/interventions/generic/toast_notifications/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/toast_notifications', 'matches': ['buzzfeed.com'], 'goals': ['buzzfeed/spend_less_time'], 'name': 'buzzfeed/toast_notifications', 'sitename': 'buzzfeed', 'sitename_printable': 'Buzzfeed', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/toast_notifications/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'calm/feed_injection_positive_goal_widget': {'description': 'Periodically puts a call to action into the Facebook news feed', 'displayname': 'Friendly Reminder', 'difficulty': 'easy', 'matches': ['www.calm.com'], 'preview': 'https://www.facebook.com', 'content_scripts': ['/interventions/generic_positive/feed_injection_positive_goal_widget/frontend.js'], 'icon': ['icon.svg'], 'generic_intervention': 'generic_positive/feed_injection_positive_goal_widget', 'goals': ['calm/just_breathe'], 'name': 'calm/feed_injection_positive_goal_widget', 'sitename': 'calm', 'sitename_printable': 'Calm', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic_positive/feed_injection_positive_goal_widget/frontend.js', 'run_at': 'document_end', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'calm/suggest_positive_site_interstitial': {'description': 'Before visiting a site you want to spend less time on, prompts if you want to go to a site you want to spend more time on.', 'displayname': 'Why Not Bot', 'difficulty': 'easy', 'content_scripts': [{'path': '/interventions/generic_positive/suggest_positive_site_interstitial/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'preview': 'https://www.reddit.com', 'matches_all': True, 'categories': ['interstitial', 'positive-site-trigger'], 'generic_intervention': 'generic_positive/suggest_positive_site_interstitial', 'matches': ['www.calm.com'], 'goals': ['calm/just_breathe'], 'name': 'calm/suggest_positive_site_interstitial', 'sitename': 'calm', 'sitename_printable': 'Calm', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/prompt_reason', 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'youtube/block_after_interval_per_visit'], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic_positive/suggest_positive_site_interstitial/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'debug/fake_intervention': {'description': 'This is a fake nudge used in the debug view', 'displayname': 'Fake Nudge', 'difficulty': 'easy', 'name': 'debug/fake_intervention', 'sitename': 'debug', 'sitename_printable': 'Debug', 'is_default': False, 'nomatches': [], 'matches': [], 'content_scripts': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [], 'background_script_options': [], 'match_functions': [], 'nomatch_functions': [], 'goals': []}, 'duolingo/facebook_feed_lesson_injection': {'description': 'Insert my next Duolingo lesson into my Facebook feed', 'displayname': 'Lesson Injector', 'difficulty': 'easy', 'matches': ['www.facebook.com'], 'preview': 'https://www.facebook.com', 'content_scripts': ['frontend.js'], 'goals': ['duolingo/complete_lesson_each_day'], 'name': 'duolingo/facebook_feed_lesson_injection', 'sitename': 'duolingo', 'sitename_printable': 'Duolingo', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/duolingo/facebook_feed_lesson_injection/frontend.js', 'run_at': 'document_end', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'duolingo/facebook_replace_ads_with_lesson': {'description': 'Replace Facebook sidebar ads with my next Duolingo lesson', 'displayname': 'Swap Out Ads', 'difficulty': 'easy', 'matches': ['www.facebook.com'], 'preview': 'https://www.facebook.com', 'content_scripts': ['frontend.js'], 'goals': ['duolingo/complete_lesson_each_day'], 'name': 'duolingo/facebook_replace_ads_with_lesson', 'sitename': 'duolingo', 'sitename_printable': 'Duolingo', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/duolingo/facebook_replace_ads_with_lesson/frontend.js', 'run_at': 'document_end', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'duolingo/iqiyi_sidebar_lesson': {'description': 'Replace the Iqiyi sidebar with my next Duolingo lesson', 'displayname': 'Learn on the Side', 'difficulty': 'easy', 'matches': ['www.iqiyi.com'], 'preview': 'http://www.iqiyi.com/v_19rrb6fwsg.html', 'content_scripts': ['frontend.js'], 'goals': ['duolingo/complete_lesson_each_day'], 'name': 'duolingo/iqiyi_sidebar_lesson', 'sitename': 'duolingo', 'sitename_printable': 'Duolingo', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/duolingo/iqiyi_sidebar_lesson/frontend.js', 'run_at': 'document_end', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'duolingo/youtube_sidebar_lesson': {'description': 'Replace the YouTube sidebar with my next Duolingo lesson', 'displayname': 'Learn on the Side', 'difficulty': 'easy', 'matches': ['www.youtube.com'], 'preview': 'https://www.youtube.com/watch?v=Km9-DiFaxpU', 'content_scripts': [{'path': '/interventions/duolingo/youtube_sidebar_lesson/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'name': 'duolingo/youtube_sidebar_lesson', 'sitename': 'duolingo', 'sitename_printable': 'Duolingo', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/duolingo/youtube_sidebar_lesson/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': [], 'goals': []}, 'facebook/block_after_interval_per_visit': {'description': 'Asks how long you want to spend on site this visit', 'displayname': 'Bouncer', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/block_after_interval_per_visit/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'parameters': [{'name': 'cheatseconds', 'description': 'Seconds to cheat for after time is up', 'default': 30, 'type': 'int'}, {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': ['interstitial'], 'generic_intervention': 'generic/block_after_interval_per_visit', 'matches': ['www.facebook.com'], 'goals': ['facebook/spend_less_time'], 'name': 'facebook/block_after_interval_per_visit', 'sitename': 'facebook', 'sitename_printable': 'Facebook', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/prompt_reason', 'amazon/show_user_info_interstitial', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/make_user_wait', 'buzzfeed/prompt_reason', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'generic_positive/suggest_positive_site_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'cheatseconds': {'name': 'cheatseconds', 'description': 'Seconds to cheat for after time is up', 'default': 30, 'type': 'int'}, 'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/block_after_interval_per_visit/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'facebook/close_tab_timer': {'description': 'Closes tab after 60 seconds', 'displayname': '1Min Assassin', 'difficulty': 'hard', 'content_scripts': [{'path': '/interventions/generic/close_tab_timer/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/close_tab_timer', 'matches': ['www.facebook.com'], 'goals': ['facebook/spend_less_time'], 'name': 'facebook/close_tab_timer', 'sitename': 'facebook', 'sitename_printable': 'Facebook', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/close_tab_timer/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'facebook/feed_injection_timer': {'description': 'Injects timer into the Facebook feed', 'displayname': 'Time Injector', 'difficulty': 'easy', 'matches': ['www.facebook.com'], 'content_scripts': [{'path': 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['/interventions/generic_positive/feed_injection_positive_goal_widget/frontend.js'], 'icon': ['icon.svg'], 'generic_intervention': 'generic_positive/feed_injection_positive_goal_widget', 'goals': ['nytimes/read_each_day'], 'name': 'nytimes/feed_injection_positive_goal_widget', 'sitename': 'nytimes', 'sitename_printable': 'Nytimes', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic_positive/feed_injection_positive_goal_widget/frontend.js', 'run_at': 'document_end', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'nytimes/suggest_positive_site_interstitial': {'description': 'Before visiting a site you 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'generic/scroll_blocker', 'matches': ['www.reddit.com'], 'goals': ['reddit/spend_less_time'], 'name': 'reddit/scroll_blocker', 'sitename': 'reddit', 'sitename_printable': 'Reddit', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'categories': [], 'conflicts': [], 'params': {'scrollevents': {'name': 'scrollevents', 'description': 'The amount of scroll events until the notification appears again', 'default': 750, 'type': 'int'}, 'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/scroll_blocker/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'reddit/show_timer_banner': {'description': 'Shows time spent on site at the top of screen', 'displayname': 'Supervisor', 'difficulty': 'easy', 'content_scripts': [{'path': 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video', 'displayname': 'Think Twice', 'difficulty': 'medium', 'matches': ['www.youtube.com'], 'content_scripts': [{'path': '/interventions/youtube/prompt_before_watch/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'goals': ['youtube/spend_less_time'], 'name': 'youtube/prompt_before_watch', 'sitename': 'youtube', 'sitename_printable': 'Youtube', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/youtube/prompt_before_watch/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'youtube/remove_comment_section': {'description': 'Removes comment section', 'displayname': 'No Comment', 'difficulty': 'easy', 'matches': ['www.youtube.com'], 'content_scripts': [{'path': '/interventions/youtube/remove_comment_section/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'goals': ['youtube/spend_less_time'], 'name': 'youtube/remove_comment_section', 'sitename': 'youtube', 'sitename_printable': 'Youtube', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/youtube/remove_comment_section/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'youtube/remove_recommended': {'description': 'Hide recommended videos on front page and sidebar', 'displayname': 'Feed Diet', 'difficulty': 'medium', 'matches': ['www.youtube.com'], 'content_scripts': [{'path': '/interventions/youtube/remove_recommended/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'styles': ['#home-page-skeleton { display: none !important; }', \"ytd-browse[role='main'][page-subtype='home'] #contents { visibility: hidden !important; }\", '#related-skeleton, .watch-skeleton { display: none !important; }', 'ytd-watch-next-secondary-results-renderer { visibility: hidden !important; }'], 'preview': 'https://www.youtube.com/', 'goals': ['youtube/spend_less_time'], 'name': 'youtube/remove_recommended', 'sitename': 'youtube', 'sitename_printable': 'Youtube', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/youtube/remove_recommended/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'youtube/remove_sidebar_links': {'description': 'Remove sidebar links', 'displayname': 'Sidekicker', 'difficulty': 'easy', 'matches': ['www.youtube.com'], 'content_scripts': [{'path': '/interventions/youtube/remove_sidebar_links/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'goals': ['youtube/spend_less_time'], 'name': 'youtube/remove_sidebar_links', 'sitename': 'youtube', 'sitename_printable': 'Youtube', 'is_default': True, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/youtube/remove_sidebar_links/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'youtube/show_timer_banner': {'description': 'Shows time spent on site at the top of screen', 'displayname': 'Supervisor', 'difficulty': 'easy', 'content_scripts': [{'path': '/interventions/generic/show_timer_banner/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/show_timer_banner', 'matches': ['www.youtube.com'], 'goals': ['youtube/spend_less_time'], 'name': 'youtube/show_timer_banner', 'sitename': 'youtube', 'sitename_printable': 'Youtube', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/show_timer_banner/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'youtube/toast_notifications': {'description': 'Notifies you of time spent every minute', 'displayname': 'Minute Watch', 'difficulty': 'easy', 'content_scripts': [{'path': '/interventions/generic/toast_notifications/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'generic_intervention': 'generic/toast_notifications', 'matches': ['www.youtube.com'], 'goals': ['youtube/spend_less_time'], 'name': 'youtube/toast_notifications', 'sitename': 'youtube', 'sitename_printable': 'Youtube', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic/toast_notifications/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'My_Custom_Intervention': {'name': 'My_Custom_Intervention', 'displayname': 'My Custom Intervention', 'description': 'Describe your intervention here', 'domain': 'www.amazon.com', 'preview': 'https://www.amazon.com/gp/product/B01N0T5OUF/ref=s9_acsd_aas_bw_c_x_1_w?ie=UTF8&pd_rd_r=WBE88Y3KXHP2D6TK6FA8&pd_rd_w=CFgC4&pd_rd_wg=e0Lps&pf_rd_m=ATVPDKIKX0DER&pf_rd_s=merchandised-search-1&pf_rd_r=WBE88Y3KXHP2D6TK6FA8&pf_rd_r=WBE88Y3KXHP2D6TK6FA8&pf_rd_t=101&pf_rd_p=829a6c73-f784-466d-82dc-515fa2d8c9be&pf_rd_p=829a6c73-f784-466d-82dc-515fa2d8c9be&pf_rd_i=16313234011', 'matches': ['www.amazon.com'], 'sitename': 'amazon', 'sitename_printable': 'Amazon', 'custom': True, 'code': \"/*\\nThis nudge is written in JavaScript.\\nTo learn JavaScript, see https://www.javascript.com/try\\nThis sample nudge will display a popup with SweetAlert.\\nClick the 'Run this Nudge' button to see it run.\\nTo learn how to write HabitLab interventions, see\\nhttps://habitlab.github.io/devdocs\\nrequire_package: returns an NPM module, and ensures that the CSS it uses is loaded\\nhttps://habitlab.github.io/devdocs?q=require_package\\n*/\\nvar swal = require_package('sweetalert2');\\nswal({\\n  title: 'Hello World',\\n  text: 'This is a sample intervention'\\n});\", 'content_scripts': {'code': \"/*\\nThis nudge is written in JavaScript.\\nTo learn JavaScript, see https://www.javascript.com/try\\nThis sample nudge will display a popup with SweetAlert.\\nClick the 'Run this Nudge' button to see it run.\\nTo learn how to write HabitLab interventions, see\\nhttps://habitlab.github.io/devdocs\\nrequire_package: returns an NPM module, and ensures that the CSS it uses is loaded\\nhttps://habitlab.github.io/devdocs?q=require_package\\n*/\\nvar swal = require_package('sweetalert2');\\nswal({\\n  title: 'Hello World',\\n  text: 'This is a sample intervention'\\n});\"}, 'goals': ['amazon/spend_less_time'], 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': []}, 'generic/feed_injection_positive_goal_widget': {'description': 'Periodically puts a call to action into the Facebook news feed', 'displayname': 'Friendly Reminder', 'difficulty': 'easy', 'matches': ['www.facebook.com'], 'preview': 'https://www.facebook.com', 'content_scripts': ['frontend.js'], 'icon': ['icon.svg'], 'name': 'generic_positive/feed_injection_positive_goal_widget', 'sitename': 'generic_positive', 'sitename_printable': 'Generic_positive', 'is_default': False, 'nomatches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'categories': [], 'conflicts': [], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic_positive/feed_injection_positive_goal_widget/frontend.js', 'run_at': 'document_end', 'all_frames': False}], 'background_script_options': [], 'match_functions': [None], 'nomatch_functions': [], 'goals': []}, 'generic/suggest_positive_site_interstitial': {'description': 'Before visiting a site you want to spend less time on, prompts if you want to go to a site you want to spend more time on.', 'displayname': 'Why Not Bot', 'difficulty': 'easy', 'content_scripts': [{'path': '/interventions/generic_positive/suggest_positive_site_interstitial/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'preview': 'https://www.reddit.com', 'matches_all': True, 'categories': ['interstitial', 'positive-site-trigger'], 'name': 'generic_positive/suggest_positive_site_interstitial', 'sitename': 'generic_positive', 'sitename_printable': 'Generic_positive', 'is_default': False, 'nomatches': [], 'matches': [], 'background_scripts': [], 'parameters': [{'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}], 'conflicts': ['amazon/block_after_interval_per_visit', 'amazon/make_user_wait', 'amazon/prompt_reason', 'amazon/show_user_info_interstitial', 'buzzfeed/block_after_interval_per_visit', 'buzzfeed/make_user_wait', 'buzzfeed/prompt_reason', 'buzzfeed/show_user_info_interstitial', 'calm/suggest_positive_site_interstitial', 'facebook/block_after_interval_per_visit', 'facebook/make_user_wait', 'facebook/prompt_reason', 'facebook/show_user_info_interstitial', 'generic/block_after_interval_per_visit', 'generic/make_user_wait', 'generic/prompt_reason', 'generic/show_user_info_interstitial', 'gmail/block_after_interval_per_visit', 'gmail/make_user_wait', 'gmail/prompt_reason', 'gmail/show_user_info_interstitial', 'netflix/link_articles', 'nytimes/suggest_positive_site_interstitial', 'reddit/block_after_interval_per_visit', 'reddit/make_user_wait', 'reddit/prompt_reason', 'reddit/show_user_info_interstitial', 'ted/suggest_positive_site_interstitial', 'twitter/block_after_interval_per_visit', 'twitter/make_user_wait', 'twitter/prompt_reason', 'twitter/show_user_info_interstitial', 'youtube/block_after_interval_per_visit'], 'params': {'debug': {'name': 'debug', 'description': 'Insert debug console', 'type': 'bool', 'default': False}}, 'content_script_options': [{'path': '/interventions/generic_positive/suggest_positive_site_interstitial/frontend.js', 'run_at': 'document_start', 'all_frames': False}], 'background_script_options': [], 'match_functions': [], 'nomatch_functions': [], 'goals': []}}\n"
     ]
    }
   ],
   "source": [
    "with open('interventions.json') as file:\n",
    "    interventions = json.load(file)\n",
    "for i in interventions.keys():\n",
    "    ind = i.find('_')\n",
    "    s = i[0:ind]\n",
    "    if s == 'generic':\n",
    "        ind2 = i.find('/')\n",
    "        oldkey = i\n",
    "        newkey = 'generic' + i[ind2:]\n",
    "        interventions[newkey] = interventions.pop(oldkey)\n",
    "print (interventions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "temp_intervention\n",
      "{'easy': [14, 11, 15, 16, 50, 87, 159, 282, 307, 8, 44, 115, 394, 460, 22, 31, 3, 5, 12, 1, 37, 20, 130, 131, 10, 20, 24, 25, 25, 68, 91, 99, 101, 70, 193, 201, 16, 6, 7, 45, 85, 199, 251, 374, 465, 492, 521, 589, 712, 835, 958, 976, 1070, 1096, 1173, 1174, 1177, 1185, 1193, 1234, 1259, 1265, 3, 47, 13, 27, 25, 24, 94, 216, 322, 420, 23, 6, 49, 79, 101, 103, 9, 14, 26, 92, 8, 143, 27, 132, 161, 284, 331, 372, 491, 549, 575, 577, 31, 16, 34, 36, 40, 65, 23, 100, 43, 166, 289, 320, 9, 105, 4, 18, 74, 73, 196, 248, 7, 10, 4, 89, 117, 144, 19, 6, 27, 11, 51, 122, 33, 27, 54, 2, 3, 22, 41, 106, 227, 47, 143, 176, 26, 116, 181, 204, 219, 280, 331, 381, 41, 114, 223, 4, 14, 16, 13, 9, 43, 59, 5, 19, 33, 10, 44, 92, 180, 181, 184, 57, 4, 13, 421, 30, 57, 9, 3, 42, 49, 42, 46, 5, 37, 3, 85, 94, 41, 6, 31, 24, 28, 62, 93, 1, 31, 21, 83, 13, 11, 11, 7, 81, 118, 55, 45, 58, 62, 146, 3, 12, 23, 98, 168, 234, 239, 265, 288, 318, 334, 424, 424, 15, 72, 11, 19, 31, 6635, 32, 41, 78, 203, 329, 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218, 1198, 49, 100, 105, 22, 417, 1004, 53, 14, 49, 39, 47, 154, 165, 26, 717, 636, 799, 873, 880, 31, 1, 2, 124, 148, 149, 244, 306, 346, 374, 424, 521, 544, 654, 779, 780, 36, 134, 257, 352, 67, 98, 15, 52, 177, 256, 367, 425, 541, 666, 732, 6, 88, 132, 3, 1, 8, 121, 248, 329, 371, 2, 96, 164, 10, 21, 22, 26, 66, 21, 25, 23, 57, 110, 152, 203, 214, 10, 111, 239, 254, 116, 243, 371, 447, 100, 140, 164, 2, 3, 3, 3, 38, 160, 163, 28, 72, 42, 54, 16, 140, 264, 388, 419, 420, 3, 12, 5, 4, 54, 104, 160, 193, 318, 344, 18, 48, 66, 23, 47, 108, 5, 3, 16, 16, 40, 15, 5, 80, 159, 282, 391, 479, 581, 656, 766, 866, 1545, 1564, 14, 20, 66, 21, 63, 9, 132, 228, 14, 45, 39, 40, 11, 55, 24, 55, 19, 3, 52, 7, 89, 27, 116, 189, 196, 24, 7, 72, 176, 220, 221, 242, 300, 376, 2, 5, 25, 72, 6, 128, 204, 246, 321, 23, 82, 79, 11, 25, 44, 9, 4, 4, 59, 7, 11, 22, 145, 164, 33, 180, 6, 66, 26, 82, 140, 66, 73, 4, 9, 3, 54, 58, 146, 165, 36, 42, 83, 184, 214, 221, 2, 20, 39, 54, 84, 7, 6, 14, 140, 267, 362, 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7, 25, 1, 6, 27, 7, 22, 16, 7, 48, 19, 5, 4, 24, 70, 3, 10, 5, 28, 21, 11, 19, 12, 4, 9, 55, 22, 13, 1, 3, 41, 7, 28, 23, 36, 42, 14, 2, 749, 13, 51, 52, 53, 67, 95, 123, 246, 367, 399, 484, 544, 12, 39, 140, 221, 279, 401, 524, 636, 691, 814, 847, 851, 863, 960, 975, 978, 993, 3, 5, 4, 17, 26, 114, 230, 262, 264, 352, 475, 593, 715, 838, 960, 1080, 30, 1, 117, 240, 362, 485, 516, 14, 22, 21, 153, 277, 331, 336, 362, 403, 410, 473, 517, 528, 544, 34, 118, 241, 365, 449, 571, 644, 740, 861, 937, 1050, 1129, 2, 20, 37, 6, 7, 248, 103, 122, 219, 259, 29, 38, 9, 16, 16, 5, 15, 21, 55, 89, 11, 22, 36, 42, 43, 27, 34, 121, 123, 125, 79, 199, 49, 44, 15, 139, 263, 374, 498, 557, 564, 11, 32, 60, 180, 201, 248, 281, 284, 11, 16, 39, 50, 51, 53, 54, 21, 43, 160, 283, 348, 440, 447, 456, 493, 498, 25, 27, 30, 26, 154, 278, 401, 473, 1, 5, 61, 167, 168, 88, 155, 235, 348, 444, 69, 86, 61, 183, 290, 96, 8, 178, 50, 301, 424, 547, 672, 737, 58, 166, 775, 73, 158, 9, 7, 9, 14, 17, 42, 13, 61, 185, 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278, 279, 284, 285, 348, 353, 1, 126, 247, 62, 66, 35, 6, 59, 32, 37, 69, 17, 17, 29, 87, 114, 54, 20, 28, 15, 1, 17, 10, 20, 109, 130, 11, 16, 3, 10, 15, 6, 4, 6, 23, 24, 29, 97, 98, 105, 106, 11, 12, 13, 16, 4, 29, 32, 78, 19, 7, 8, 3, 18, 135, 199, 217, 228, 240, 313, 341, 7, 64, 12, 25, 36, 3, 10, 14, 19, 3, 11, 2, 8, 9, 10, 14, 18, 3, 9, 17, 10, 2, 9, 24, 26, 33, 21, 23, 33, 16, 7, 16, 3, 49, 82, 7, 23, 71, 2, 28, 64, 67, 17, 105, 147, 239, 256, 332, 376, 410, 437, 527, 576, 637, 734, 804, 864, 917, 925, 987, 1028, 61, 7, 10, 8, 30, 28, 25, 30, 71, 72, 12, 7, 15, 9, 15, 1, 5, 10, 41, 71, 15, 16, 7, 37, 32, 1, 1, 5, 1, 6, 17, 2, 7, 13, 42, 47, 48, 50, 53, 58, 82, 115, 119, 127, 13, 15, 43, 18, 20, 3, 6, 23, 11, 52, 39, 36, 15, 9, 7, 21, 18, 21, 5, 59, 78, 33, 7, 11, 16, 19, 4, 15, 4, 15, 7, 39, 40, 7, 2, 65, 3, 21, 27, 29, 36, 106, 159, 162, 223, 228, 231, 250, 32, 33, 103, 104, 111, 154, 6, 13, 19, 24, 19, 11, 38, 65, 25, 11, 35, 43, 13, 3, 27, 66, 7, 9, 4, 1, 40, 79, 65, 42, 8, 3, 15, 2, 22, 66, 3, 32, 64, 79, 140, 142, 147, 149, 153, 154, 182, 190, 250, 255, 264, 270, 271, 344, 409, 424, 425, 431, 2, 40, 55, 22, 12, 13, 11, 10, 8, 11, 7, 5, 11, 15, 27, 3, 6, 5, 7, 8, 31, 481, 3, 1, 3, 6, 6, 11, 14, 25, 59, 91, 103, 34, 48, 53, 54, 56, 58, 19, 28, 19, 84, 164, 197, 199, 22, 40, 43, 62, 64, 82, 105, 175, 186, 23, 57, 111, 143, 165, 167, 175, 178, 187, 235, 330, 432, 554, 576, 589, 605, 616, 700, 23, 51, 65, 100, 101, 109, 22, 9, 47, 77, 171, 284, 55, 316, 31, 7, 20, 36, 93, 26, 6, 9, 6, 50, 70, 127, 210, 296, 297, 14, 45, 57, 15, 6, 16, 63, 48, 149, 155, 164, 10, 104, 135, 138, 22, 56, 3, 5, 14, 4, 13, 3, 9, 11, 12, 16, 5, 3, 20, 24, 7, 25, 29, 9, 18, 4, 35, 1, 5, 5, 6, 38, 6, 11, 16, 2, 26, 19, 104, 105, 112, 120, 122, 77, 5, 1, 6, 20, 15, 20, 41, 44, 51, 31, 51, 47, 102, 986, 34, 17, 103, 142, 157, 95, 176, 178, 183, 25, 30, 32, 42, 105, 123, 1, 80, 82, 83, 165, 287, 409, 526, 648, 753, 807, 25, 4, 17, 20, 25, 29, 30, 31, 34, 36, 7, 13, 2, 47, 85, 20, 26, 38, 47, 4, 1, 5, 7, 9, 14, 20, 22, 26, 27, 102, 112, 115, 122, 124, 134, 136, 144, 155, 5, 44, 16, 18, 22, 40, 41, 79, 6, 9, 20, 2, 78, 79, 80, 83, 85, 89, 1, 3, 10, 13, 14, 2, 7, 7, 11, 6, 8, 21, 5, 37, 44, 50, 8, 9, 7, 5, 4, 10, 43, 47, 48, 54, 55, 57, 72, 76, 57, 61, 62, 66, 69, 140, 142, 143, 144, 146, 147, 148, 149, 150, 151, 169, 193, 203, 208, 5, 209, 222, 229, 7, 1, 64, 111, 150, 152, 200, 203, 215, 6, 7, 12, 27, 77, 78, 80, 5, 1, 7, 5, 7, 5, 3, 50, 51, 55, 58, 59, 119, 147, 185, 186, 188, 20, 110, 117, 22, 23, 51, 68, 73, 74, 76, 3, 4, 34, 74, 81, 82, 91, 9, 39, 6, 25, 27, 18, 20, 24, 28, 60, 10, 25, 11, 6, 1, 6, 4, 6, 54, 66, 144, 145, 176, 181, 35, 48, 7, 10, 9, 12, 6, 32, 34, 13, 20, 3, 5, 9, 17, 26, 4, 58, 59, 60, 61, 66, 67, 69, 76, 11, 4, 5, 12, 13, 16, 5, 8, 18, 19, 9, 12, 13, 21, 15, 18, 24, 53, 148, 162, 164, 166, 170, 171, 174, 5, 46, 70, 76, 77, 3, 10, 3, 11, 95, 116, 152, 207, 214, 317, 408, 531, 575, 580, 646, 649, 651, 8, 6, 7, 11, 13, 9, 10, 14, 31, 33, 55, 57, 60, 62, 69, 7, 7, 13, 34, 38, 17, 11, 10, 2, 6, 42, 5, 43, 6, 46, 11, 10, 14, 5, 9, 11, 33, 51, 53, 25, 28, 4, 7, 3, 6, 19, 23, 5, 9, 4, 14, 15, 18, 20, 3, 7, 8, 2, 29, 8, 6, 25, 31, 40, 13, 18, 7, 21, 14, 15, 18, 9, 10, 5, 2, 19, 82, 87, 5, 36, 129, 132, 136, 3, 12, 34, 8, 38, 792, 61, 103, 155, 241, 365, 442, 494, 499, 504, 519, 548, 588, 592, 596, 614, 616, 627, 654, 655, 681, 708, 757, 865, 987, 1107, 1229, 1311, 1398, 1518, 1617, 1724, 1829, 1842, 1905, 2026, 2042, 2119, 2130, 2206, 2302, 43, 47, 107, 128, 134, 154, 163, 176, 299, 422, 544, 667, 785, 905, 1028, 1150, 1273, 1335, 1436, 1515, 1638, 1735, 1816, 1880, 1900, 1955, 1956, 1974, 2043, 5, 53, 88, 118, 41, 40, 46, 39, 41, 29, 5, 19, 13, 28, 38, 8, 18, 65, 76, 77, 79, 48, 29, 2, 7, 12, 67, 196, 318, 375, 14, 380, 12, 26, 10, 1, 23, 53, 1, 33, 60, 67, 69, 70, 74, 77, 78, 22, 26, 41, 35, 47, 238, 11, 118, 231, 124, 253, 346, 407, 463, 469, 487, 489, 541, 93, 8, 4, 6, 14, 741, 21, 80, 161, 11, 82, 37, 2, 21, 52, 47, 136, 31, 202, 36, 15, 12, 17, 17, 55, 89, 6, 93, 130, 174, 191, 60, 5, 107, 168, 3, 16, 15, 291, 65, 344, 187, 309, 432, 490, 1, 1, 2, 1, 37, 15, 51, 30, 2, 117, 193, 257, 344, 448, 2, 9, 499, 15, 583, 64, 74, 80, 111, 148, 143, 270, 276, 102, 182, 7, 3, 21, 123, 142, 197, 25, 145, 2, 218, 260, 275, 50, 339, 157, 223, 303, 211, 355, 292, 25, 32, 12, 22, 47, 42, 2, 14, 59, 93, 134, 2, 9, 12, 33, 40, 21, 27, 12, 2, 10, 63, 97, 2, 14, 16, 11, 39, 35, 115, 43, 129, 99, 26, 27, 28, 11, 44, 34, 45, 50, 37, 2, 1, 1, 7, 76, 206, 292, 48, 33, 81, 209, 338, 466, 490, 2, 34, 11, 130, 259, 382, 512, 643, 750, 8, 46, 75, 58, 6, 17, 51, 98, 192, 193, 238, 258, 279, 280, 82, 206, 330, 431, 551, 675, 799, 874, 50, 65, 15, 1, 53, 82]}\n"
     ]
    }
   ],
   "source": [
    "difficultyToSession = {'easy':[], 'medium':[], 'hard':[]}\n",
    "for intervention in interventionToSession.keys():\n",
    "    if intervention in interventions.keys():\n",
    "        difficultyToSession[interventions[intervention]['difficulty']].extend(interventionToSession[intervention])\n",
    "    else:\n",
    "        print (intervention)\n",
    "print (difficultyToSession)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy\n",
      "10279\n",
      "1\n",
      "medium\n",
      "15513\n",
      "1\n",
      "hard\n",
      "24030\n",
      "1\n",
      "{'easy': 552.0461578733058, 'medium': 958.2546366676802, 'hard': 631.8190768746061}\n",
      "{'easy': 949.1097198751323, 'medium': 1893.16146768596, 'hard': 2033.4607975110177}\n"
     ]
    }
   ],
   "source": [
    "mean = {'easy':0, 'medium': 0, 'hard': 0}\n",
    "stdev = {'easy':0, 'medium': 0, 'hard': 0}\n",
    "difficultyToSession['easy'] = np.array(difficultyToSession['easy'])\n",
    "difficultyToSession['medium'] = np.array(difficultyToSession['medium'])\n",
    "difficultyToSession['hard'] = np.array(difficultyToSession['hard'])\n",
    "for key in mean.keys():\n",
    "    mean[key] = np.mean(difficultyToSession[key])\n",
    "    stdev[key] = np.std(difficultyToSession[key])\n",
    "    print (key)\n",
    "    print (np.max(difficultyToSession[key]))\n",
    "    print (np.min(difficultyToSession[key]))\n",
    "print (mean)\n",
    "print (stdev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'easy': 552.0461578733058, 'medium': 958.2546366676802, 'hard': 631.8190768746061}\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    " \n",
    "# x-coordinates of left sides of bars \n",
    "left = [1, 2, 3]\n",
    " \n",
    "# heights of bars\n",
    "height = [mean['easy'], mean['medium'], mean['hard']]\n",
    " \n",
    "# labels for bars\n",
    "tick_label = ['easy', 'medium', 'hard']\n",
    "\n",
    "err = [stdev['easy'], stdev['medium'], stdev['hard']]\n",
    " \n",
    "# plotting a bar chart\n",
    "plt.bar(left, height, tick_label = tick_label,\n",
    "        width = 0.5, color = ['blue'], yerr = err )\n",
    " \n",
    "# naming the x-axis\n",
    "plt.xlabel('difficulty')\n",
    "# naming the y-axis\n",
    "plt.ylabel('effectiveness')\n",
    "# plot title\n",
    "plt.title('difficulty-effectiveness')\n",
    " \n",
    "# function to show the plot\n",
    "plt.show()\n",
    "print (mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-16.99722316740604, pvalue=1.4653181829016703e-63)"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(difficultyToSession['easy'], difficultyToSession['medium'], equal_var = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=11.063042463917716, pvalue=2.4759637247217117e-28)"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(difficultyToSession['medium'], difficultyToSession['hard'], equal_var = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-4.252414393996178, pvalue=2.1277724948886843e-05)"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(difficultyToSession['easy'], difficultyToSession['hard'], equal_var = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-26.1555085050357, pvalue=1.4507038591440066e-149)"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(difficultyToSession['easy'], difficultyToSession['medium'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=10.815305735765689, pvalue=3.486984534640592e-27)"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(difficultyToSession['medium'], difficultyToSession['hard'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-5.768758883174548, pvalue=8.035633204330432e-09)"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(difficultyToSession['easy'], difficultyToSession['hard'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Shapiro-Wilk Test\n",
    "from numpy.random import seed\n",
    "from numpy.random import randn\n",
    "from scipy.stats import shapiro\n",
    "\n",
    "def isNormal(data):\n",
    "    # normality test\n",
    "    stat, p = shapiro(data)\n",
    "    print('Statistics=%.3f, p=%.3f' % (stat, p))\n",
    "    # interpret\n",
    "    alpha = 0.05\n",
    "    if p > alpha:\n",
    "        return True\n",
    "    else:\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "easy\n",
      "Statistics=0.982, p=0.000\n",
      "False\n",
      "medium\n",
      "Statistics=0.990, p=0.000\n",
      "False\n",
      "hard\n",
      "Statistics=0.995, p=0.000\n",
      "False\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/site-packages/scipy/stats/morestats.py:1309: UserWarning: p-value may not be accurate for N > 5000.\n",
      "  warnings.warn(\"p-value may not be accurate for N > 5000.\")\n"
     ]
    }
   ],
   "source": [
    "for i in tick_label:\n",
    "    difficultyToSession[i] = (np.log(difficultyToSession[i]))\n",
    "    print (i)\n",
    "    print(isNormal(difficultyToSession[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KruskalResult(statistic=1105.6423587658924, pvalue=8.181111557590236e-241)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy import stats\n",
    "stats.kruskal(difficultyToSession['easy'], difficultyToSession['medium'], difficultyToSession['hard'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pvalue so small => significant difference between the means exist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scikit_posthocs as sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [difficultyToSession['easy'], difficultyToSession['medium'], difficultyToSession['hard']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.00000000e+000,  1.58507443e-026,  9.28180553e-180],\n",
       "       [ 1.58507443e-026, -1.00000000e+000,  1.00078886e-184],\n",
       "       [ 9.28180553e-180,  1.00078886e-184, -1.00000000e+000]])"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp.posthoc_dunn(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "#all the p values are small enough so the results are significant => medium > hard > easy "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.00000000e+000,  5.07153691e-027,  4.30342963e-182],\n",
       "       [ 5.07153691e-027, -1.00000000e+000,  4.37588461e-187],\n",
       "       [ 4.30342963e-182,  4.37588461e-187, -1.00000000e+000]])"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp.posthoc_conover(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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