diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..4e9d6a4
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,5 @@
+.idea
+.ipynb_checkpoints
+__pycache__
+*.pyc
+ghostdriver.log
diff --git a/Collect comments for one page.ipynb b/Collect comments for one page.ipynb
new file mode 100644
index 0000000..edcaf8e
--- /dev/null
+++ b/Collect comments for one page.ipynb	
@@ -0,0 +1,211 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import selenium\n",
+    "import time\n",
+    "import datetime\n",
+    "from selenium import webdriver\n",
+    "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n",
+    "from bs4 import BeautifulSoup\n",
+    "\n",
+    "from IPython.display import display, Image, HTML\n",
+    "\n",
+    "from jupyter_progressbar import ProgressBar\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def remove_kickstarter_url_prefix(url):\n",
+    "    if url.startswith('https://www.kickstarter.com/'):\n",
+    "        return url[len('https://www.kickstarter.com'):]\n",
+    "    return url"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "driver = webdriver.Chrome()\n",
+    "\n",
+    "root = 'https://www.kickstarter.com/'\n",
+    "driver.get(root)\n",
+    "\n",
+    "discover_links = {\n",
+    "    link\n",
+    "    for link in driver.find_elements_by_tag_name('a')\n",
+    "    for link in [link.get_attribute('href')]\n",
+    "    for link in [remove_kickstarter_url_prefix(link)]\n",
+    "    if link.startswith(\"/discover/\")\n",
+    "}\n",
+    "\n",
+    "driver.close()\n",
+    "driver.quit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Request-sent\n"
+     ]
+    }
+   ],
+   "source": [
+    "try:\n",
+    "    driver.close()\n",
+    "    driver.quit()\n",
+    "except Exception as e:\n",
+    "    print(e)\n",
+    "\n",
+    "driver = webdriver.Chrome()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "990f33c96fef49aebb4caaf7df72e20f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/html": [
+       "<p>Failed to display Jupyter Widget of type <code>VBox</code>.</p>\n",
+       "<p>\n",
+       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
+       "  that the widgets JavaScript is still loading. If this message persists, it\n",
+       "  likely means that the widgets JavaScript library is either not installed or\n",
+       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
+       "  Widgets Documentation</a> for setup instructions.\n",
+       "</p>\n",
+       "<p>\n",
+       "  If you're reading this message in another frontend (for example, a static\n",
+       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
+       "  it may mean that your frontend doesn't currently support widgets.\n",
+       "</p>\n"
+      ],
+      "text/plain": [
+       "VBox(children=(HBox(children=(FloatProgress(value=0.0, max=1.0), HTML(value='<b>0</b>s passed', placeholder='0%'))), HTML(value='<b>0</b>% or <b>0</b> of <b>0</b> done', placeholder='0%')))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-27-9f1242042551>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     35\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdiscover_link\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdiscover_links\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     36\u001b[0m     \u001b[0mdriver\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mdiscover_link\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 37\u001b[0;31m     \u001b[0;32mfor\u001b[0m \u001b[0mproject\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mProgressBar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mget_all_projects\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdriver\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     38\u001b[0m         \u001b[0mprojects\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mproject\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mproject\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     39\u001b[0m     \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/.virtualenvs/kickstarter/lib/python3.5/site-packages/jupyter_progressbar/__init__.py\u001b[0m in \u001b[0;36mProgressBar\u001b[0;34m(iter, size)\u001b[0m\n\u001b[1;32m     30\u001b[0m     \u001b[0mtsq\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     31\u001b[0m     \u001b[0mi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 32\u001b[0;31m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miter\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstart\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     33\u001b[0m         \u001b[0;32mwhile\u001b[0m \u001b[0mi\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m             \u001b[0msize\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msize\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m<ipython-input-27-9f1242042551>\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     28\u001b[0m                         \u001b[0;32myield\u001b[0m \u001b[0mproject\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     29\u001b[0m                 \u001b[0mn_wait\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m             \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0.5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     31\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     32\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__len__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "projects = dict()\n",
+    "\n",
+    "class get_all_projects:\n",
+    "    def __init__(self, driver):\n",
+    "        self.driver = driver\n",
+    "        self.total_comments = next(\n",
+    "            int(element.text.replace(' projects', '').replace(',', ''))\n",
+    "            for element in driver.find_elements_by_class_name('count')\n",
+    "            if element.text.endswith(' projects')\n",
+    "        )\n",
+    "    \n",
+    "    def __iter__(self):\n",
+    "        done = set()\n",
+    "        driver.execute_script(\"$('.load_more > a').click()\")\n",
+    "        n_wait = 0\n",
+    "        \n",
+    "        while driver.execute_script(\"return $('.load_more > a').length\") > 0:\n",
+    "            n_wait += 1\n",
+    "            n_projects = driver.execute_script(\"return $('*[data-project]').length\")\n",
+    "            if n_projects > 0 or n_wait > 5:\n",
+    "                driver.execute_script(\"$('.load_more > a').click()\")\n",
+    "        \n",
+    "                for item in driver.find_elements_by_css_selector('*[data-project]'):\n",
+    "                    project = json.loads(item.get_attribute('data-project'))\n",
+    "                    if project['id'] not in done:\n",
+    "                        done.add(project['id'])\n",
+    "                        driver.execute_script('$(\"*[data-project_pid=%d]\").parent().remove()' % project['id'])\n",
+    "                        yield project\n",
+    "                n_wait = 0\n",
+    "            time.sleep(0.5)\n",
+    "    \n",
+    "    def __len__(self):\n",
+    "        return self.total_comments\n",
+    "    \n",
+    "for discover_link in discover_links:\n",
+    "    driver.get(root + discover_link)\n",
+    "    for project in ProgressBar(get_all_projects(driver)):\n",
+    "        projects[project['id']] = project\n",
+    "    break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://www.kickstarter.com//discover/newest?ref=discovery_overlay\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(root + discover_link)\n"
+   ]
+  }
+ ],
+ "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": "3.5.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Get all comments for a project.ipynb b/Get all comments for a project.ipynb
new file mode 100644
index 0000000..81f33a2
--- /dev/null
+++ b/Get all comments for a project.ipynb	
@@ -0,0 +1,1620 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import selenium\n",
+    "import time\n",
+    "import datetime\n",
+    "from selenium import webdriver\n",
+    "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n",
+    "from bs4 import BeautifulSoup\n",
+    "\n",
+    "from IPython.display import display, Image, HTML\n",
+    "\n",
+    "from jupyter_progressbar import ProgressBar\n",
+    "import json"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "driver = webdriver.Chrome()\n",
+    "\n",
+    "driver.get('https://www.kickstarter.com/projects/inspero/vinci-20-worlds-first-standalone-ai-sports-headpho/comments')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "64af8363727e4f95bd9a730f5c91acc5",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/html": [
+       "<p>Failed to display Jupyter Widget of type <code>VBox</code>.</p>\n",
+       "<p>\n",
+       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
+       "  that the widgets JavaScript is still loading. If this message persists, it\n",
+       "  likely means that the widgets JavaScript library is either not installed or\n",
+       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
+       "  Widgets Documentation</a> for setup instructions.\n",
+       "</p>\n",
+       "<p>\n",
+       "  If you're reading this message in another frontend (for example, a static\n",
+       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
+       "  it may mean that your frontend doesn't currently support widgets.\n",
+       "</p>\n"
+      ],
+      "text/plain": [
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+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
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+     "output_type": "stream",
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+      "noodle4001\n",
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+      "794959240\n",
+      "1298879274\n",
+      "nswint\n",
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+      "794959240\n",
+      "iamdefiler\n",
+      "inspero\n",
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+      "1009147578\n",
+      "inspero\n",
+      "inspero\n",
+      "inspero\n",
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+      "95691339\n",
+      "inspero\n",
+      "794959240\n",
+      "1472374881\n"
+     ]
+    }
+   ],
+   "source": [
+    "class get_comments_of_project:\n",
+    "    def __init__(self, driver):\n",
+    "        self.driver = driver\n",
+    "        val = driver.find_element_by_css_selector(\"[itemprop=Project\\[comments_count\\]]\").get_attribute('data-value')\n",
+    "        self.total_comments = int(val)\n",
+    "    \n",
+    "    def __iter__(self):\n",
+    "        done = set()\n",
+    "        driver.execute_script(\"$('a.older_comments').click()\")\n",
+    "        n_wait = 0\n",
+    "        \n",
+    "        while driver.execute_script(\"return $('a.older_comments:visible').length\") > 0:\n",
+    "            n_wait += 1\n",
+    "            n_comments = driver.execute_script(\"return $('li.comment').length\")\n",
+    "            if n_comments > 0 or n_wait > 5:\n",
+    "                driver.execute_script(\"$('a.older_comments').click()\")\n",
+    "        \n",
+    "                for item in driver.find_elements_by_css_selector('li.comment .avatar.left a'):\n",
+    "                    profile_id = item.get_attribute('href').split('/profile/')[1]\n",
+    "                    driver.execute_script('$(\"#%s\").remove()' % item.find_element_by_xpath('../../..').get_attribute('id'))\n",
+    "                    yield profile_id\n",
+    "                n_wait = 0\n",
+    "            time.sleep(0.5)\n",
+    "    \n",
+    "    def __len__(self):\n",
+    "        return self.total_comments\n",
+    "\n",
+    "for profile_id in ProgressBar(get_comments_of_project(driver)):\n",
+    "    print(profile_id)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Request-sent\n"
+     ]
+    }
+   ],
+   "source": [
+    "driver.quit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "https://www.kickstarter.com//discover/newest?ref=discovery_overlay\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(root + discover_link)\n"
+   ]
+  }
+ ],
+ "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": "3.5.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/scrape.py b/scrape.py
new file mode 100644
index 0000000..8edbc74
--- /dev/null
+++ b/scrape.py
@@ -0,0 +1,98 @@
+import base64
+
+import scrapy
+from scrapy_splash import SplashRequest
+
+
+class ExploreSpider(scrapy.Spider):
+    name = 'explorespider'
+    start_urls = ['https://www.kickstarter.com/']
+
+    def start_requests(self):
+        for url in self.start_urls:
+            yield SplashRequest(url, self.parse_explore)
+
+    def parse_explore(self, response):
+        for link in response.xpath('//a/@href').extract():
+            if link.startswith('https://www.kickstarter.com/'):
+                link = link[len('https://www.kickstarter.com'):]
+            if link.startswith("/discover/"):
+                yield SplashRequest(
+                    'https://www.kickstarter.com' + link,
+                    self.parse_discover,
+                    endpoint='execute',
+                    args={'lua_source': """
+function main(splash)
+    assert(splash:go(splash.args.url))
+    assert(splash:wait(1))
+    local n_comments = -1
+    
+    splash:runjs("$('.load_more > a').click()")
+    assert(splash:wait(8))
+    splash:runjs("$('.load_more > a').click()")
+    assert(splash:wait(8))
+    
+    """
+    
+    # while splash:evaljs("$('.load_more > a:visible').length") > 0 do
+    #     if (splash:evaljs("$('*[data-pid]').length") ~= n_comments) then
+    #        splash:runjs("$('.load_more > a').click()")
+    #     end
+    #     n_comments = splash:evaljs("$('*[data-pid]').length")
+    #     assert(splash:wait(0.5))
+    #     break
+    # end
+    """
+    return {
+        n0 = splash:evaljs("$('.load_more > a:visible').length"),
+        n1 = splash:evaljs("$('.load_more > a:visible').length") > 0,
+        m = splash:evaljs("$('*[data-pid]').length"),
+        html = splash:html(),
+    }
+end
+"""}
+                )
+                return
+
+    def parse_discover(self, response):
+        print('*' * 60)
+        # print(response.data.keys())
+        print({k:v for k,v in response.data.items() if k != 'html'})
+        print('*' * 60)
+
+        return
+        urls = set()
+        for link in response.xpath('//a/@href').extract():
+            if link.startswith('https://www.kickstarter.com/'):
+                link = link[len('https://www.kickstarter.com'):]
+            if link.startswith("/projects/"):
+                urls.add('https://www.kickstarter.com' + link)
+                yield SplashRequest(
+                    'https://www.kickstarter.com' + link,
+                    self.parse_project,
+                    args={'lua_source': """
+function main(splash)
+    assert(splash:go(splash.args.url))
+    assert(splash:wait(1))
+    
+    
+    
+    while splash:evaljs("$('.older_comments:visible').length") > 0 do
+        print(splash:evaljs("$('.older_comments:visible').length"))
+        if (splash:evaljs("$('li.comments').length") ~= n_comments) then
+           splash:runjs("$('.older_comments').click()") 
+        end
+        n_comments = splash:evaljs("$('li.comments').length")
+        assert(splash:wait(0.5))
+    end
+    return {
+        html = splash:html(),
+    }
+end
+"""}
+                )
+
+        print('*'*20, response.url, len(urls), urls)
+
+    def parse_project(self, response):
+        print(response.url)
diff --git a/settings.py b/settings.py
new file mode 100644
index 0000000..b9bdcae
--- /dev/null
+++ b/settings.py
@@ -0,0 +1,15 @@
+DOWNLOADER_MIDDLEWARES = {
+    'scrapy_splash.SplashCookiesMiddleware': 723,
+    'scrapy_splash.SplashMiddleware': 725,
+    'scrapy.downloadermiddlewares.httpcompression.HttpCompressionMiddleware': 810,
+}
+
+SPLASH_URL = 'http://localhost:8050/'
+
+SPIDER_MIDDLEWARES = {
+    'scrapy_splash.SplashDeduplicateArgsMiddleware': 100,
+}
+
+DUPEFILTER_CLASS = 'scrapy_splash.SplashAwareDupeFilter'
+HTTPCACHE_STORAGE = 'scrapy_splash.SplashAwareFSCacheStorage'
+