change.org-download-milestones.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "331e7ed1-7186-4442-8754-c6e3b000567f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from get_milestones import main\n",
    "from path import Path\n",
    "import os\n",
    "from collections import Counter\n",
    "import time\n",
    "from tqdm.auto import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "10e4ac88-4306-4eca-b9fc-b19fef71bd80",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('change_org_petitions_Amber_Heard_at_20221002-105030_limit_2000_offset_0_delay_ms_5000.csv')\n",
    "df_manual = pd.read_csv('./data/manual_petition_slugs.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "04e70b1e-8065-48e4-9991-09d3216275eb",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "  0%|          | 0/596 [00:00<?, ?it/s]"
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     "metadata": {},
     "output_type": "display_data"
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     "name": "stdout",
     "output_type": "stream",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "Response: 200 OK\n",
      "True YXJyYXljb25uZWN0aW9uOjEx\n",
      "Response: 200 OK\n",
      "True YXJyYXljb25uZWN0aW9uOjIz\n",
      "Response: 200 OK\n",
      "False YXJyYXljb25uZWN0aW9uOjM0\n",
      "donald-j-trump-free-rapper-ynw-melly-he-is-being-framed-by-police-facing-the-death-penalty-we-have-got-to-stop-the-state-of-florida-from-killing-2-innocent-men-blacklivesmatter-alllivesmatter-freeynwmelly-freeynwbortlen [Errno 36] File name too long: 'change_org_milestones_petition_slug_donald-j-trump-free-rapper-ynw-melly-he-is-being-framed-by-police-facing-the-death-penalty-we-have-got-to-stop-the-state-of-florida-from-killing-2-innocent-men-blacklivesmatter-alllivesmatter-freeynwmelly-freeynwbortlen_at_20221002-110752.csv'\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "Response: 200 OK\n",
      "True YXJyYXljb25uZWN0aW9uOjEx\n",
      "Response: 200 OK\n",
      "False YXJyYXljb25uZWN0aW9uOjE1\n",
      "sheriff-tom-bosenko-california-state-governor-california-state-senate-u-s-attorney-generl-kamala-sheriff-tom-bosenko-california-state-governor-california-state-senate-u-s-attorney-general-k-request-the-fbi-investigate-the-disappearance-of-e [Errno 36] File name too long: 'change_org_milestones_petition_slug_sheriff-tom-bosenko-california-state-governor-california-state-senate-u-s-attorney-generl-kamala-sheriff-tom-bosenko-california-state-governor-california-state-senate-u-s-attorney-general-k-request-the-fbi-investigate-the-disappearance-of-e_at_20221002-110753.csv'\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
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      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "Response: 200 OK\n",
      "False YXJyYXljb25uZWN0aW9uOjc=\n",
      "we-must-make-sure-gps-are-competent-in-their-care-for-patients-with-rare-diseases-understanding-rare-diseases-understanding-medication-limitations-and-fully-aware-of-referral-practices-for-patients-at-risk-of-self-harm-overdose-or-suicide [Errno 36] File name too long: 'change_org_milestones_petition_slug_we-must-make-sure-gps-are-competent-in-their-care-for-patients-with-rare-diseases-understanding-rare-diseases-understanding-medication-limitations-and-fully-aware-of-referral-practices-for-patients-at-risk-of-self-harm-overdose-or-suicide_at_20221002-110754.csv'\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n",
      "File already exists, doing nothing!\n"
     ]
    }
   ],
   "source": [
    "error_slugs = set()\n",
    "for slug in tqdm(list(df['petition.slug']) + list(df_manual.slug)):\n",
    "    if not isinstance(slug, str):\n",
    "        continue\n",
    "    args = type('obj', (object,), {'petition_slug': slug, 'delay_ms': 100})\n",
    "    with Path('./data'):\n",
    "        try:\n",
    "            main(args)\n",
    "        except Exception as e:\n",
    "            print(slug, e)\n",
    "            error_slugs.add(slug)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5f294b05-3371-4390-b2ce-3482a4990bd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'donald-j-trump-free-rapper-ynw-melly-he-is-being-framed-by-police-facing-the-death-penalty-we-have-got-to-stop-the-state-of-florida-from-killing-2-innocent-men-blacklivesmatter-alllivesmatter-freeynwmelly-freeynwbortlen',\n",
       " 'sheriff-tom-bosenko-california-state-governor-california-state-senate-u-s-attorney-generl-kamala-sheriff-tom-bosenko-california-state-governor-california-state-senate-u-s-attorney-general-k-request-the-fbi-investigate-the-disappearance-of-e',\n",
       " 'we-must-make-sure-gps-are-competent-in-their-care-for-patients-with-rare-diseases-understanding-rare-diseases-understanding-medication-limitations-and-fully-aware-of-referral-practices-for-patients-at-risk-of-self-harm-overdose-or-suicide'}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# first two are not relevant\n",
    "# the second one does not have public milestones\n",
    "error_slugs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "339adea3-6646-45ee-a28f-2c19ca396e92",
   "metadata": {},
   "outputs": [],
   "source": [
    "# merging everything into a single dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "10f09f95-60b9-459b-ba25-b70215ab4e1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "l = os.listdir('./data')\n",
    "fs = []\n",
    "for filename in l:\n",
    "    if not(filename.startswith('change_org_milestones_petition_slug_') and filename.endswith('.csv')):\n",
    "        continue\n",
    "    fs.append('./data/' + filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "668be45c-f5f8-415e-a840-fa219496c6c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_set_slug(f):\n",
    "    df = pd.read_csv(f)\n",
    "    ff = os.path.basename(f)\n",
    "    slug = ff[len('change_org_milestones_petition_slug_'):ff.index('_at_')]\n",
    "    df['petition__slug'] = [slug] * len(df)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "38508744-66c1-4a83-b5db-3e927156e736",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bdf4ce5e2a014520afe33dfcfc7804e7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/599 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.concat([read_set_slug(f) for f in tqdm(fs)])\n",
    "df = df.reset_index()\n",
    "\n",
    "df_status = pd.read_csv('./data/all_petitions_status_manual.csv')\n",
    "def get_status(slug):\n",
    "    try:\n",
    "        return df_status[df_status['slug'] == slug].iloc[0].status\n",
    "    except:\n",
    "        return 'irrelevant'\n",
    "df['status_manual'] = [get_status(t) for t in df.petition__slug]\n",
    "df = df[df['status_manual'] != 'irrelevant']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "be3439df-3d4a-40dd-87b5-12be0553228f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(f\"./data/all_petitions_milestones_{time.strftime('%Y%m%d-%H%M%S')}.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aca6509c-b931-487c-baee-a9142d84b802",
   "metadata": {},
   "source": [
    "# Optional: plotting all timelines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "26636856-8a4a-4e2c-8225-7538cf1e9d0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "86d3af8f-354a-4ea2-b04b-0b4a637eb6d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ = df[df['__typename'] == 'MilestonePetitionUpdate'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "68675633-c01d-412e-bbc2-db9453695efb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_['createdAt'] = pd.to_datetime(df_.createdAt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f90ca8cd-c8cc-481d-9c32-cca109fbc406",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e72cad0-6302-44e9-8deb-20be5f9e55c2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8ea2105-5fab-4e08-b042-e4200597c3ce",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "58254a1f-228a-4619-829c-aef7770cffd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b643714456234e8f91db0f00f94b8872",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/394 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c3dfaddab2444a6fbe40ceba5e85a2e8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/34 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b1e9391854d5422cb6ec2fdf67e1e544",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/23 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = {'for': 'green', 'against': 'red', 'related': 'blue'}\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.title('Number of signatures in time, petitions for/against [total=%d petitions]' % len(set(df_.petition__slug)))\n",
    "for status, group_status in df_.groupby('status_manual'):\n",
    "    i = 0\n",
    "    for petition__slug, group in tqdm(group_status.groupby('petition__slug')):\n",
    "        kwargs = {}\n",
    "        if i == 0:\n",
    "            kwargs['label'] = status\n",
    "        plt.plot(group.createdAt, group.signatureCount, color=colors[status], alpha=0.4, **kwargs)\n",
    "        i += 1\n",
    "plt.yscale('log')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Number of signatures')\n",
    "plt.legend()\n",
    "plt.savefig('./figures/petitions_signatures_in_time.png', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd6a38f0-58c1-42a4-b8e3-d2873495027c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b23c2a4-ed5d-4fd1-b769-f6249a25d118",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6da075e0-c807-47ac-93b7-5160995e6d23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "maxCount = {slug: max(data.signatureCount) for slug, data in df_.groupby('petition__slug')}\n",
    "df_count = pd.DataFrame(maxCount.items(),\n",
    "                        columns=['slug', 'signatures'])\\\n",
    "               .sort_values('signatures', ascending=False)\n",
    "groups = [[i] for i in range(10)]\n",
    "for group in groups:\n",
    "    plt.figure(figsize=(15, 5))\n",
    "    for _, item in df_count.iloc[group].iterrows():\n",
    "\n",
    "        plt.title(f\"{item.slug[:100]}, {item.signatures}\")\n",
    "        data = df_[df_['petition__slug'] == item.slug]\n",
    "        plt.xlabel('Date')\n",
    "        # plt.yscale('log')\n",
    "        plt.ylabel('Signatures')\n",
    "        plt.plot(data.createdAt, data.signatureCount)\n",
    "        plt.scatter(data.createdAt, data.signatureCount)\n",
    "        plt.xlim(min(df_.createdAt), pd.to_datetime(datetime.datetime.now()))\n",
    "        # plt.xlim(\n",
    "        #     pd.to_datetime(datetime.datetime(2020, 10, 29)),\n",
    "        #     pd.to_datetime(datetime.datetime(2020, 11, 15))\n",
    "        # )\n",
    "    plt.axvline(pd.to_datetime(datetime.datetime.now()))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d52bbe60-ea87-45cf-b124-f7a7886b3d5f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "abeb2268-d96c-41b0-a5e1-0aea75b8376f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}