plots_for_paper_it.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.pyplot import axis\n",
    "from sympy import rotations\n",
    "import seaborn as sns\n",
    "import matplotlib.dates as mdates\n",
    "plt.rc('axes', labelsize=25) #fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=25) #fontsize of the x tick labels\n",
    "plt.rc('ytick', labelsize=25) #fontsize of the y tick labels\n",
    "plt.rc('legend', fontsize=19) #fontsize of the legend\n",
    "\n",
    "def plot_time_series (daily_comments,daily_posts,daily_users,title):\n",
    "    fig, axs = plt.subplots(3, 1, figsize=(9, 12),tight_layout=True,sharex=True)\n",
    "    axs[0].tick_params(axis='x', rotation=45)\n",
    "    axs[1].tick_params(axis='x', rotation=45)\n",
    "    axs[2].tick_params(axis='x', rotation=45)\n",
    "    axs[0].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "    axs[1].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "    axs[2].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "    axs[0].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "    axs[1].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "    axs[2].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "\n",
    "\n",
    "    #first the percentage\n",
    "    axs[0].grid(True)\n",
    "    #pd.concat([grouped_all_sentiment['rolling_average_second'],grouped_all_sentiment['rolling_average']], axis=0)\n",
    "    sns.lineplot(data=(daily_comments['id']).rolling(window=14).mean(),  color = '#E69F00',ci=95,err_style=\"band\",linewidth=3,ax=axs[0])\n",
    "    sns.lineplot(data=(daily_posts['id']).rolling(window=14).mean(),  color = '#56B4E9',ci=95,err_style=\"band\",linewidth=3,ax=axs[1])\n",
    "    axs[0].set_ylabel('# of daily comments ')\n",
    "    axs[1].set_ylabel('# of daily posts')\n",
    "    #axs[0].set_yscale('log')\n",
    "    axs[0].set_xlabel('')\n",
    "    axs[1].set_xlabel('')\n",
    "    axs[1].grid(True)\n",
    "    #axs[0].legend()\n",
    "    #axs[1].legend(loc = \"upper center\")\n",
    "\n",
    "    axs[2].grid(True)\n",
    "    sns.lineplot(data=daily_users.rolling(window=14).mean(),  color = '#D55E00',ci=95,err_style=\"band\",linewidth=3,ax=axs[2])\n",
    "    axs[2].set_ylabel('# of daily active users')\n",
    "    axs[2].set_xlabel('')\n",
    "    \n",
    "\n",
    "    fig.suptitle(title,fontsize = 20)\n",
    "    plt.savefig(f\"pdf/italy_descriptive.pdf\", format=\"pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "comments = pd.read_json('dump_extractor/PushshiftDumps/scripts/italy_comments_2022-23.json')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "comments_italy = comments[comments['created_utc']<1672531200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "posts_italy = pd.read_json('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/POSTS/italy_posts_22_23.json')\n",
    "posts_italy = posts_italy[posts_italy['created_utc']< 1672531200000]\n",
    "posts_italy = posts_italy[posts_italy['created_utc']>1643624743000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1860    1643627250000\n",
       "1861    1643628834000\n",
       "1862    1643629969000\n",
       "1863    1643630237000\n",
       "1864    1643630766000\n",
       "Name: created_utc, dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posts_italy['created_utc'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_22181/2380864917.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  comments_italy['created_utc'] = pd.to_datetime(comments_italy['created_utc'], unit='s')\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "\n",
    "comments_italy['created_utc'] = pd.to_datetime(comments_italy['created_utc'], unit='s')\n",
    "\n",
    "#filter \n",
    "\n",
    "#groupby\n",
    "daily_comments_i = comments_italy.groupby(comments_italy['created_utc'].dt.date).count()\n",
    "\n",
    "daily_users_i = comments_italy[['created_utc','author']].groupby(comments_italy['created_utc'].dt.date).author.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "posts_italy['created_utc'] = pd.to_datetime(posts_italy['created_utc'], unit='ms')\n",
    "daily_posts_i = posts_italy.groupby(posts_italy['created_utc'].dt.date).count()\n",
    "#daily_posts_i = daily_posts_i[daily_posts_i['created_utc'] >1643624743]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plot_time_series(daily_comments_i,daily_posts_i,daily_users_i,'r/italy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#asd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot_time_series(daily_comments,daily_posts,daily_users,'r/france')\n",
    "import datetime as dt\n",
    "title = \"r/italy\"\n",
    "\n",
    "fig, axs = plt.subplots(3, 1, figsize=(10, 10), sharex=True)\n",
    "axs[2].tick_params(axis='x', rotation=45)\n",
    "axs[2].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "axs[2].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "plt.rc('legend', fontsize=23) #fontsize of the legend\n",
    "\n",
    "for i in range(3):\n",
    "    axs[i].axvline(x = dt.datetime(2022, 2, 24), color = 'black', label=\"Invasion day\",\n",
    "                   linestyle = \":\", linewidth = 4,alpha = 0.5)\n",
    "    #axs[i].axvline(x = dt.datetime(2022, 4, 10), color = 'tab:red', linestyle = \":\", linewidth = 4,alpha = 0.5)\n",
    "    axs[i].axvline(x = dt.datetime(2022, 9, 25), color = 'tab:red', label = \"Election\", linestyle = \":\", linewidth = 4,alpha = 0.5)\n",
    "    axs[i].axvline(x = dt.datetime(2022, 5, 14), color = 'tab:green',label = \"Eurovision\", linestyle = \":\", linewidth = 4,alpha = 0.5)\n",
    "\n",
    "#first the percentage\n",
    "axs[0].grid(True)\n",
    "#pd.concat([grouped_all_sentiment['rolling_average_second'],grouped_all_sentiment['rolling_average']], axis=0)\n",
    "sns.lineplot(data=(daily_comments_i['id']).rolling(window=14).mean(),  color = 'tab:blue',ci=95,err_style=\"band\",linewidth=3,ax=axs[0])\n",
    "sns.lineplot(data=(daily_posts_i['id']).rolling(window=14).mean(),  color = 'tab:blue',ci=95,err_style=\"band\",linewidth=3,ax=axs[1])\n",
    "axs[0].set_ylabel('# comments ')\n",
    "axs[1].set_ylabel('# posts')\n",
    "#axs[0].set_yscale('log')\n",
    "axs[0].set_xlabel('')\n",
    "axs[1].set_xlabel('')\n",
    "axs[1].grid(True)\n",
    "#axs[1].legend(loc = \"upper center\")\n",
    "\n",
    "axs[2].grid(True)\n",
    "sns.lineplot(data=daily_users_i.rolling(window=14).mean(),  color = 'tab:blue',ci=95,err_style=\"band\",linewidth=3,ax=axs[2])\n",
    "axs[2].set_ylabel('# users')\n",
    "axs[2].set_xlabel('')\n",
    "\n",
    "axs[0].get_legend().remove()\n",
    "axs[1].get_legend().remove()\n",
    "\n",
    "\n",
    "ax = axs[2]\n",
    "box = ax.get_position()\n",
    "ax.set_position([box.x0, box.y0 + box.height * 0.1,\n",
    "                 box.width, box.height * 0.9])\n",
    "\n",
    "# Put a legend below current axis\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.3),\n",
    "          fancybox=True, shadow=True, ncol=3)\n",
    "\n",
    "axs[0].set_title(title,fontsize = 25)\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"DATASETS/WAR_ALL_COMMENTS/refined_ids_war_comments.txt\", \"r\") as stopwords:\n",
    "\tids_war = stopwords.read().split('\\n')\n",
    "stopwords.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_22181/4232887212.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  comments_italy['is_war'] = comments_italy['id'].isin(ids_war)\n"
     ]
    }
   ],
   "source": [
    "comments_italy['is_war'] = comments_italy['id'].isin(ids_war)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### removed "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_all_ = comments_italy.groupby(comments_italy['created_utc'].dt.date).count()\n",
    "grouped_war_ = comments_italy[comments_italy['is_war']==True].groupby(comments_italy['created_utc'].dt.date).count()\n",
    "#we compute the percentage of daily war comments in r/france\n",
    "grouped_all_['percentage'] = grouped_war_['created_utc']/grouped_all_['created_utc']\n",
    "#fill nan with 0\n",
    "grouped_all_['percentage'] = grouped_all_['percentage'].fillna(0)\n",
    "\n",
    "grouped_all_removed = comments_italy[comments_italy['body']=='[removed]'].groupby(comments_italy['created_utc'].dt.date).count()\n",
    "#we compute the percentage of daily removed comments in r/france\n",
    "grouped_all_removed['percentage'] = grouped_all_removed['created_utc']/grouped_all_['created_utc']\n",
    "#fill nan with 0\n",
    "grouped_all_removed['percentage'] = grouped_all_removed['percentage'].fillna(0)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "#first we load the new sentiment indexes\n",
    "#first we load the sentiment indexes\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "sentences = pd.read_json('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/refined_sentences_italy_italia_emotion_with_emotion_sentiment_sub_is_war.json')\n",
    "#1 - Loading all the arrays \n",
    "n_sentiment = np.load('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/SENTIMENT/NEW_SENTIMENT/negative_sentiment_0.npy')\n",
    "p_sentiment = np.load('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/SENTIMENT/NEW_SENTIMENT/positive_sentiment_0.npy')\n",
    "\n",
    "for i in range(1,80,1):\n",
    "    a = np.load('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/SENTIMENT/NEW_SENTIMENT/negative_sentiment_'+str(i)+'.npy')\n",
    "    b = np.load('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/SENTIMENT/NEW_SENTIMENT/positive_sentiment_'+str(i)+'.npy')\n",
    "    n_sentiment = np.concatenate((n_sentiment,a),axis=0)\n",
    "    p_sentiment = np.concatenate((p_sentiment,b),axis=0)\n",
    "#make a dataframe\n",
    "sentences['negative_sentiment'] = n_sentiment\n",
    "sentences['positive_sentiment'] = p_sentiment\n",
    "sentences['sentiment'] = sentences['positive_sentiment'] - sentences['negative_sentiment']\n",
    "#then we merge the values on single comments by averaging it\n",
    "sentences_new_grouped = sentences.groupby(sentences['id_origin']).mean(numeric_only=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "comments_sentiment = pd.merge(left=comments_italy,right=sentences_new_grouped,left_on='id',right_on='id_origin',how='inner')\n",
    "#average daily\n",
    "comments_sentiment['created_utc_x'] = pd.to_datetime(comments_sentiment['created_utc_x'],unit='ms')\n",
    "grouped_all_sentiment = comments_sentiment.groupby(comments_sentiment['created_utc_x'].dt.date).mean(numeric_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'r/italy')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 648x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#split the plots of the time series\n",
    "\n",
    "import datetime as dt\n",
    "\n",
    "from matplotlib.pyplot import axis\n",
    "from sympy import rotations\n",
    "fig, axs = plt.subplots(3, 1, figsize=(9, 15),tight_layout=True,sharex = True)\n",
    "axs[0].tick_params(axis='x', rotation=45)\n",
    "axs[1].tick_params(axis='x', rotation=45)\n",
    "axs[2].tick_params(axis='x', rotation=45)\n",
    "axs[0].tick_params(axis='x', rotation=45)\n",
    "axs[1].tick_params(axis='x', rotation=45)\n",
    "axs[2].tick_params(axis='x', rotation=45)\n",
    "axs[0].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "axs[1].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "axs[2].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "axs[0].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "axs[1].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "axs[2].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "axs[1].set_ylim(0,6)\n",
    "plt.rc('legend', fontsize=14) #fontsize of the legend\n",
    "\n",
    "\n",
    "#first the percentage\n",
    "axs[0].grid(True)\n",
    "#pd.concat([grouped_all_sentiment['rolling_average_second'],grouped_all_sentiment['rolling_average']], axis=0)\n",
    "#axs[0].plot(grouped_all_['percentage']*100,color='#E69F00',marker='o',markersize=2,linestyle = 'none',alpha=0.4)\n",
    "sns.lineplot(data=(grouped_all_['percentage']*100).rolling(window=14).mean(),  color = '#E69F00',ci=95,err_style=\"band\",linewidth=3,ax=axs[0])\n",
    "axs[0].set_xlabel('')\n",
    "axs[0].set_ylabel('% of war related \\ncomments')\n",
    "\n",
    "#then the sentiment\n",
    "axs[2].grid(True)\n",
    "#axs[2].plot(grouped_all_sentiment['sentiment'],color='#56B4E9',marker='o', markersize=2,linestyle = 'none',alpha=0.4)\n",
    "sns.lineplot(data=(grouped_all_sentiment['sentiment']).rolling(window=14).mean(),  color = '#56B4E9',ci=95,err_style=\"band\",linewidth=3,ax=axs[2],label='R = -0.38')\n",
    "axs[2].set_ylabel('Sentiment')\n",
    "axs[2].set_xlabel('')\n",
    "\n",
    "#then the removed percentage\n",
    "axs[1].grid(True)\n",
    "#axs[1].plot(grouped_all_removed['percentage']*100,color='#D55E00',marker='o', markersize=2,linestyle = 'none',alpha=0.4)\n",
    "sns.lineplot(data=(grouped_all_removed['percentage']*100).rolling(window=14).mean(),  color = '#D55E00',ci=95,err_style=\"band\",linewidth=3,ax=axs[1],label='R = 0.28')\n",
    "axs[1].set_ylabel('% removed comments')\n",
    "axs[1].set_xlabel('')\n",
    "\n",
    "for i in range (0,3,1):\n",
    "    if i==0:\n",
    "        axs[i].axvline(x = dt.datetime(2022, 2, 24), color = '#023047', label = '24/02/22 - Begin of invasion',linestyle = \"--\", linewidth = 2,alpha = 0.8)\n",
    "        axs[i].axvline(x = dt.datetime(2022, 9, 25), color = '#ff6700', label = '25/09/22 - Elections',linestyle = \"--\", linewidth = 2,alpha = 0.6)\n",
    "        axs[i].axvline(x = dt.datetime(2022, 5, 14), color = '#06d6a0', label = '14/05/23 - Eurovision',linestyle = \"--\", linewidth = 2,alpha = 0.6)\n",
    "    else:\n",
    "        axs[i].axvline(x = dt.datetime(2022, 2, 24), color = '#023047', label = '_24/02/22 - Begin of invasion',linestyle = \"--\", linewidth = 2,alpha = 0.8)\n",
    "        axs[i].axvline(x = dt.datetime(2022, 9, 25), color = '#ff6700', label = '_25/09/22 - Elections',linestyle = \"--\", linewidth = 2,alpha = 0.6)\n",
    "        axs[i].axvline(x = dt.datetime(2022, 5, 14), color = '#06d6a0', label = '_14/05/23 - Eurovision',linestyle = \"--\", linewidth = 2,alpha = 0.6)\n",
    "\n",
    "\n",
    "h1, l1 = axs[0].get_legend_handles_labels()\n",
    "axs[0].legend(h1, l1,loc='lower center',bbox_to_anchor=(0.5, 1.1),ncols=2)\n",
    "\n",
    "fig.suptitle('r/italy')\n",
    "#plt.savefig(f\"pdf/italy_times_v.pdf\", format=\"pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#split the plots of the time series\n",
    "\n",
    "fig, axs = plt.subplots(3, 1, figsize=(10, 10),tight_layout=True,sharex = True)\n",
    "axs[0].tick_params(axis='x', rotation=45)\n",
    "axs[1].tick_params(axis='x', rotation=45)\n",
    "axs[2].tick_params(axis='x', rotation=45)\n",
    "axs[0].tick_params(axis='x', rotation=45)\n",
    "axs[1].tick_params(axis='x', rotation=45)\n",
    "axs[2].tick_params(axis='x', rotation=45)\n",
    "axs[0].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "axs[1].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "axs[2].xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n",
    "axs[0].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "axs[1].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "axs[2].xaxis.set_major_locator(mdates.MonthLocator(interval=3))\n",
    "axs[1].set_ylim(0,6)\n",
    "plt.rc('legend', fontsize=23) #fontsize of the legend\n",
    "\n",
    "\n",
    "#first the percentage\n",
    "axs[0].grid(True)\n",
    "#pd.concat([grouped_all_sentiment['rolling_average_second'],grouped_all_sentiment['rolling_average']], axis=0)\n",
    "#axs[0].plot(grouped_all_['percentage']*100,color='#E69F00',marker='o',markersize=2,linestyle = 'none',alpha=0.4)\n",
    "sns.lineplot(data=(grouped_all_['percentage']*100).rolling(window=14).mean(),  color = '#E69F00',ci=95,err_style=\"band\",linewidth=3,ax=axs[0])\n",
    "axs[0].set_xlabel('')\n",
    "axs[0].set_ylabel('% of war related \\ncomments')\n",
    "\n",
    "#then the sentiment\n",
    "axs[2].grid(True)\n",
    "#axs[2].plot(grouped_all_sentiment['sentiment'],color='#56B4E9',marker='o', markersize=2,linestyle = 'none',alpha=0.4)\n",
    "sns.lineplot(data=(grouped_all_sentiment['sentiment']).rolling(window=14).mean(),  color = '#56B4E9',ci=95,err_style=\"band\",linewidth=3,ax=axs[2]).annotate(text='R = -0.38',\n",
    "                                                                                                                                                            xy=(0.65, 0.9), xycoords='axes fraction',ha='left', va='center',bbox={'boxstyle': 'round', 'fc': 'powderblue', 'ec': 'white'},fontsize = 20)\n",
    "axs[2].set_ylabel('Sentiment')\n",
    "axs[2].set_xlabel('')\n",
    "\n",
    "#then the removed percentage\n",
    "axs[1].grid(True)\n",
    "#axs[1].plot(grouped_all_removed['percentage']*100,color='#D55E00',marker='o', markersize=2,linestyle = 'none',alpha=0.4)\n",
    "sns.lineplot(data=(grouped_all_removed['percentage']*100).rolling(window=14).mean(),  color = '#D55E00',ci=95,err_style=\"band\",linewidth=3,ax=axs[1]).annotate(text='R = 0.28',\n",
    "                                                                                                                                                            xy=(0.65, 0.9), xycoords='axes fraction',ha='left', va='center',bbox={'boxstyle': 'round', 'fc': 'powderblue', 'ec': 'white'},fontsize = 20)\n",
    "axs[1].set_ylabel('% removed \\ncomments')\n",
    "axs[1].set_xlabel('')\n",
    "\n",
    "for i in range(3):\n",
    "    axs[i].axvline(x = dt.datetime(2022, 2, 24), color = 'black', label=\"Invasion day\",\n",
    "                   linestyle = \":\", linewidth = 4,alpha = 0.5)\n",
    "    #axs[i].axvline(x = dt.datetime(2022, 4, 10), color = 'tab:red', linestyle = \":\", linewidth = 4,alpha = 0.5)\n",
    "    axs[i].axvline(x = dt.datetime(2022, 9, 25), color = 'tab:red', label = \"Election\", linestyle = \":\", linewidth = 4,alpha = 0.5)\n",
    "    axs[i].axvline(x = dt.datetime(2022, 5, 14), color = 'tab:green',label = \"Eurovision\", linestyle = \":\", linewidth = 4,alpha = 0.5)\n",
    "\n",
    "ax = axs[2]\n",
    "box = ax.get_position()\n",
    "ax.set_position([box.x0, box.y0 + box.height * 0.1,\n",
    "                 box.width, box.height * 0.9])\n",
    "\n",
    "# Put a legend below current axis\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.3),\n",
    "          fancybox=True, shadow=True, ncol=3)\n",
    "\n",
    "\n",
    "fig.suptitle('r/italy',fontsize=25)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### boxplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "posts_elections = pd.read_json('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/POSTS/election_italy.json')\n",
    "#now find the eurovision comments\n",
    "posts_eurovision = posts_italy[posts_italy['title'].str.contains('Eurovision',case=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 637/637 [00:22<00:00, 28.55it/s]\n"
     ]
    }
   ],
   "source": [
    "#load toxicity values\n",
    "toxicity_italiy = pd.read_json('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/TOXICITY/italy_toxicity_0.json')\n",
    "for i in tqdm(range(1,638, 1)):\n",
    "    toxicity_italiy = pd.concat([toxicity_italiy,pd.read_json('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/TOXICITY/italy_toxicity_'+str(i)+'.json')], ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "#merge the values\n",
    "comments_sentiment = pd.merge(left=comments_sentiment,right=toxicity_italiy,left_on='id',right_on='id',how='inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>body</th>\n",
       "      <th>author</th>\n",
       "      <th>created_utc_x</th>\n",
       "      <th>permalink</th>\n",
       "      <th>parent_id</th>\n",
       "      <th>banned_at_utc</th>\n",
       "      <th>link_id</th>\n",
       "      <th>comment_type</th>\n",
       "      <th>mod_reason_by</th>\n",
       "      <th>...</th>\n",
       "      <th>fear</th>\n",
       "      <th>joy</th>\n",
       "      <th>sadness</th>\n",
       "      <th>toxicity</th>\n",
       "      <th>severe_toxicity</th>\n",
       "      <th>obscene</th>\n",
       "      <th>identity_attack</th>\n",
       "      <th>insult</th>\n",
       "      <th>threat</th>\n",
       "      <th>sexual_explicit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>j2fvp7h</td>\n",
       "      <td>io non li ho, ma spero che in ogni caso riusci...</td>\n",
       "      <td>rana-opaca</td>\n",
       "      <td>2022-12-31 23:45:26</td>\n",
       "      <td>/r/italy/comments/1006rza/buon_anno/j2fvp7h/</td>\n",
       "      <td>t3_1006rza</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_1006rza</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.999373</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.0054</td>\n",
       "      <td>0.0382</td>\n",
       "      <td>0.0059</td>\n",
       "      <td>0.0312</td>\n",
       "      <td>0.0035</td>\n",
       "      <td>0.0014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>hv2cfyu</td>\n",
       "      <td>Idem.</td>\n",
       "      <td>Louis83</td>\n",
       "      <td>2022-02-01 00:00:06</td>\n",
       "      <td>/r/italy/comments/sgrpfg/caffè_italia_310122/h...</td>\n",
       "      <td>t1_hv2a8f4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_sgrpfg</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.035348</td>\n",
       "      <td>0.000562</td>\n",
       "      <td>0.948374</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0004</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hv2cohb</td>\n",
       "      <td>Tutto comodo quando inverti le conseguenze con...</td>\n",
       "      <td>mirh</td>\n",
       "      <td>2022-02-01 00:01:46</td>\n",
       "      <td>/r/italy/comments/sfqrds/la_prospettiva_russa/...</td>\n",
       "      <td>t1_huu2tvd</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_sfqrds</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000526</td>\n",
       "      <td>0.000061</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.0004</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>hv2ct73</td>\n",
       "      <td>Consigli per il mal di gola da Omicron? Non ho...</td>\n",
       "      <td>Leto41</td>\n",
       "      <td>2022-02-01 00:02:42</td>\n",
       "      <td>/r/italy/comments/sgrpfg/caffè_italia_310122/h...</td>\n",
       "      <td>t3_sgrpfg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_sgrpfg</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.333027</td>\n",
       "      <td>0.332549</td>\n",
       "      <td>0.333771</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0028</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>0.0003</td>\n",
       "      <td>0.0004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>hv2ct7r</td>\n",
       "      <td>La nato non è la cia, e la guerra fredda è fin...</td>\n",
       "      <td>mirh</td>\n",
       "      <td>2022-02-01 00:02:42</td>\n",
       "      <td>/r/italy/comments/sfqrds/la_prospettiva_russa/...</td>\n",
       "      <td>t1_huu8pzg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_sfqrds</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001442</td>\n",
       "      <td>0.000507</td>\n",
       "      <td>0.490443</td>\n",
       "      <td>0.0038</td>\n",
       "      <td>0.0003</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.0003</td>\n",
       "      <td>0.0019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088000</th>\n",
       "      <td>j2dez5z</td>\n",
       "      <td>TLDR\\n\\n\\nDai Paperinik, abbiamo capito che se...</td>\n",
       "      <td>shin987</td>\n",
       "      <td>2022-12-31 12:41:47</td>\n",
       "      <td>/r/italy/comments/zzkrzv/caffè_italia_311222/j...</td>\n",
       "      <td>t1_j2de8be</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_zzkrzv</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000747</td>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.048645</td>\n",
       "      <td>0.3608</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>0.0354</td>\n",
       "      <td>0.0025</td>\n",
       "      <td>0.1103</td>\n",
       "      <td>0.0035</td>\n",
       "      <td>0.0122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088001</th>\n",
       "      <td>j2dez9r</td>\n",
       "      <td>date una medaglia a quest'utente\\n\\n(e un CD d...</td>\n",
       "      <td>TheFlagandAnthemGuy</td>\n",
       "      <td>2022-12-31 12:41:49</td>\n",
       "      <td>/r/italy/comments/zzqnhp/morto_joseph_ratzinge...</td>\n",
       "      <td>t1_j2d2vin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_zzqnhp</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>0.999348</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.0023</td>\n",
       "      <td>0.0106</td>\n",
       "      <td>0.0500</td>\n",
       "      <td>0.0095</td>\n",
       "      <td>0.0404</td>\n",
       "      <td>0.0067</td>\n",
       "      <td>0.0016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088002</th>\n",
       "      <td>j2deze9</td>\n",
       "      <td>Se sei fluente in tedesco, ho trovato con chi ...</td>\n",
       "      <td>technomau87</td>\n",
       "      <td>2022-12-31 12:41:51</td>\n",
       "      <td>/r/italy/comments/zzkrzv/caffè_italia_311222/j...</td>\n",
       "      <td>t1_j2deun8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_zzkrzv</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009649</td>\n",
       "      <td>0.975468</td>\n",
       "      <td>0.002679</td>\n",
       "      <td>0.0030</td>\n",
       "      <td>0.0004</td>\n",
       "      <td>0.0067</td>\n",
       "      <td>0.0014</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>0.0003</td>\n",
       "      <td>0.0002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088003</th>\n",
       "      <td>j2df09k</td>\n",
       "      <td>chissa come fanno in germania a essere gratuit...</td>\n",
       "      <td>[deleted]</td>\n",
       "      <td>2022-12-31 12:42:08</td>\n",
       "      <td>/r/italy/comments/zzkrzv/caffè_italia_311222/j...</td>\n",
       "      <td>t1_j2de13p</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_zzkrzv</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.000125</td>\n",
       "      <td>0.000347</td>\n",
       "      <td>0.0142</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0072</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>0.0045</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.0004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088004</th>\n",
       "      <td>j2df0sb</td>\n",
       "      <td>I sacrosanti ed inalienabili C@ZZI MIEI!</td>\n",
       "      <td>TheFlagandAnthemGuy</td>\n",
       "      <td>2022-12-31 12:42:18</td>\n",
       "      <td>/r/italy/comments/zz3au7/redditors_cosa_farete...</td>\n",
       "      <td>t3_zz3au7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>t3_zz3au7</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000162</td>\n",
       "      <td>0.000368</td>\n",
       "      <td>0.000237</td>\n",
       "      <td>0.7586</td>\n",
       "      <td>0.0024</td>\n",
       "      <td>0.1898</td>\n",
       "      <td>0.0039</td>\n",
       "      <td>0.4022</td>\n",
       "      <td>0.0107</td>\n",
       "      <td>0.0094</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1088004 rows × 95 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id                                               body  \\\n",
       "0        j2fvp7h  io non li ho, ma spero che in ogni caso riusci...   \n",
       "2        hv2cfyu                                              Idem.   \n",
       "3        hv2cohb  Tutto comodo quando inverti le conseguenze con...   \n",
       "4        hv2ct73  Consigli per il mal di gola da Omicron? Non ho...   \n",
       "5        hv2ct7r  La nato non è la cia, e la guerra fredda è fin...   \n",
       "...          ...                                                ...   \n",
       "1088000  j2dez5z  TLDR\\n\\n\\nDai Paperinik, abbiamo capito che se...   \n",
       "1088001  j2dez9r  date una medaglia a quest'utente\\n\\n(e un CD d...   \n",
       "1088002  j2deze9  Se sei fluente in tedesco, ho trovato con chi ...   \n",
       "1088003  j2df09k  chissa come fanno in germania a essere gratuit...   \n",
       "1088004  j2df0sb           I sacrosanti ed inalienabili C@ZZI MIEI!   \n",
       "\n",
       "                      author       created_utc_x  \\\n",
       "0                 rana-opaca 2022-12-31 23:45:26   \n",
       "2                    Louis83 2022-02-01 00:00:06   \n",
       "3                       mirh 2022-02-01 00:01:46   \n",
       "4                     Leto41 2022-02-01 00:02:42   \n",
       "5                       mirh 2022-02-01 00:02:42   \n",
       "...                      ...                 ...   \n",
       "1088000              shin987 2022-12-31 12:41:47   \n",
       "1088001  TheFlagandAnthemGuy 2022-12-31 12:41:49   \n",
       "1088002          technomau87 2022-12-31 12:41:51   \n",
       "1088003            [deleted] 2022-12-31 12:42:08   \n",
       "1088004  TheFlagandAnthemGuy 2022-12-31 12:42:18   \n",
       "\n",
       "                                                 permalink   parent_id  \\\n",
       "0             /r/italy/comments/1006rza/buon_anno/j2fvp7h/  t3_1006rza   \n",
       "2        /r/italy/comments/sgrpfg/caffè_italia_310122/h...  t1_hv2a8f4   \n",
       "3        /r/italy/comments/sfqrds/la_prospettiva_russa/...  t1_huu2tvd   \n",
       "4        /r/italy/comments/sgrpfg/caffè_italia_310122/h...   t3_sgrpfg   \n",
       "5        /r/italy/comments/sfqrds/la_prospettiva_russa/...  t1_huu8pzg   \n",
       "...                                                    ...         ...   \n",
       "1088000  /r/italy/comments/zzkrzv/caffè_italia_311222/j...  t1_j2de8be   \n",
       "1088001  /r/italy/comments/zzqnhp/morto_joseph_ratzinge...  t1_j2d2vin   \n",
       "1088002  /r/italy/comments/zzkrzv/caffè_italia_311222/j...  t1_j2deun8   \n",
       "1088003  /r/italy/comments/zzkrzv/caffè_italia_311222/j...  t1_j2de13p   \n",
       "1088004  /r/italy/comments/zz3au7/redditors_cosa_farete...   t3_zz3au7   \n",
       "\n",
       "         banned_at_utc     link_id comment_type  mod_reason_by  ...      fear  \\\n",
       "0                  NaN  t3_1006rza         None            NaN  ...  0.000190   \n",
       "2                  NaN   t3_sgrpfg         None            NaN  ...  0.035348   \n",
       "3                  NaN   t3_sfqrds         None            NaN  ...  0.000526   \n",
       "4                  NaN   t3_sgrpfg         None            NaN  ...  0.333027   \n",
       "5                  NaN   t3_sfqrds         None            NaN  ...  0.001442   \n",
       "...                ...         ...          ...            ...  ...       ...   \n",
       "1088000            NaN   t3_zzkrzv         None            NaN  ...  0.000747   \n",
       "1088001            NaN   t3_zzqnhp         None            NaN  ...  0.000215   \n",
       "1088002            NaN   t3_zzkrzv         None            NaN  ...  0.009649   \n",
       "1088003            NaN   t3_zzkrzv         None            NaN  ...  0.000176   \n",
       "1088004            NaN   t3_zz3au7         None            NaN  ...  0.000162   \n",
       "\n",
       "              joy   sadness  toxicity  severe_toxicity obscene  \\\n",
       "0        0.999373  0.000305    0.0030           0.0054  0.0382   \n",
       "2        0.000562  0.948374    0.0007           0.0000  0.0002   \n",
       "3        0.000061  0.000428    0.0004           0.0000  0.0002   \n",
       "4        0.332549  0.333771    0.0019           0.0002  0.0028   \n",
       "5        0.000507  0.490443    0.0038           0.0003  0.0030   \n",
       "...           ...       ...       ...              ...     ...   \n",
       "1088000  0.000142  0.048645    0.3608           0.0020  0.0354   \n",
       "1088001  0.999348  0.000266    0.0023           0.0106  0.0500   \n",
       "1088002  0.975468  0.002679    0.0030           0.0004  0.0067   \n",
       "1088003  0.000125  0.000347    0.0142           0.0002  0.0072   \n",
       "1088004  0.000368  0.000237    0.7586           0.0024  0.1898   \n",
       "\n",
       "         identity_attack  insult  threat  sexual_explicit  \n",
       "0                 0.0059  0.0312  0.0035           0.0014  \n",
       "2                 0.0002  0.0004  0.0001           0.0000  \n",
       "3                 0.0001  0.0002  0.0000           0.0000  \n",
       "4                 0.0002  0.0013  0.0003           0.0004  \n",
       "5                 0.0006  0.0037  0.0003           0.0019  \n",
       "...                  ...     ...     ...              ...  \n",
       "1088000           0.0025  0.1103  0.0035           0.0122  \n",
       "1088001           0.0095  0.0404  0.0067           0.0016  \n",
       "1088002           0.0014  0.0062  0.0003           0.0002  \n",
       "1088003           0.0013  0.0045  0.0002           0.0004  \n",
       "1088004           0.0039  0.4022  0.0107           0.0094  \n",
       "\n",
       "[1088004 rows x 95 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comments_sentiment.drop_duplicates(subset='id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "is_war_x\n",
       "False    998705\n",
       "True      89300\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comments_sentiment['is_war_x'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "comments_sentiment['link_id'] = comments_sentiment['link_id'].str.replace('t3_','')\n",
    "comments_eurovision = comments_sentiment[comments_sentiment['link_id'].isin(posts_eurovision['id'])]\n",
    "#filter by post - election\n",
    "comments_election = comments_sentiment[comments_sentiment['link_id'].isin(posts_elections['id'])]\n",
    "\n",
    "#get war related comments and non war related\n",
    "comments_war = comments_sentiment[comments_sentiment['is_war_x'] == True]\n",
    "comments_no_war = comments_sentiment[comments_sentiment['is_war_x'] == False]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    False\n",
       "1    False\n",
       "2    False\n",
       "3     True\n",
       "4    False\n",
       "Name: is_war_x, dtype: bool"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comments_sentiment['is_war_x'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "comments_war = comments_war[~comments_war['id'].isin(comments_election['id'])]\n",
    "comments_no_war = comments_no_war[~comments_no_war['id'].isin(comments_election['id'])]\n",
    "\n",
    "comments_war = comments_war[~comments_war['id'].isin(comments_eurovision['id'])]\n",
    "comments_no_war = comments_no_war[~comments_no_war['id'].isin(comments_eurovision['id'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "#group by day and average the sentiment\n",
    "comments_election = comments_election.groupby(pd.Grouper(key='created_utc_x',freq='D')).mean(numeric_only=True)\n",
    "comments_eurovision = comments_eurovision.groupby(pd.Grouper(key='created_utc_x',freq='D')).mean(numeric_only=True)\n",
    "comments_war = comments_war.groupby(pd.Grouper(key='created_utc_x',freq='D')).mean(numeric_only=True)\n",
    "comments_no_war = comments_no_war.groupby(pd.Grouper(key='created_utc_x',freq='D')).mean(numeric_only=True)\n",
    "\n",
    "#drop the nan values\n",
    "comments_election = comments_election.dropna(subset='sentiment')\n",
    "comments_eurovision = comments_eurovision.dropna(subset='sentiment')\n",
    "comments_war = comments_war.dropna(subset='sentiment')\n",
    "comments_no_war = comments_no_war.dropna(subset='sentiment')\n",
    "\n",
    "data_fr = pd.DataFrame({'war':comments_war['sentiment'],'no_war':comments_no_war['sentiment'],'eurovision':comments_eurovision['sentiment'],'election':comments_election['sentiment']})\n",
    "data_fr_tox = pd.DataFrame({'war':comments_war['toxicity'],'no_war':comments_no_war['toxicity'],'eurovision':comments_eurovision['toxicity'],'election':comments_election['toxicity']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"data_fr.to_json('DATASETS/PLOTS/box_plots_sentiment.json')\\ndata_fr_tox.to_json('DATASETS/PLOTS/box_plots_toxicity.json')\""
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''data_fr.to_json('DATASETS/PLOTS/box_plots_sentiment.json')\n",
    "data_fr_tox.to_json('DATASETS/PLOTS/box_plots_toxicity.json')'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "pd.DataFrame.iteritems = pd.DataFrame.items\n",
    "def plot_boxs(df,sub,measure):\n",
    "    sns.set(style= 'whitegrid',font_scale = 2)\n",
    "    plt.figure(figsize=(8, 7)).tight_layout()\n",
    "    #sns.set_theme(style=\"white\")\n",
    "    #we plot the different distributions of the sentences\n",
    "    #set the title \n",
    "    plt.title(f'{measure} distribution r/{sub}')\n",
    "    plt.ylabel(measure)\n",
    "\n",
    "    sns.boxplot(data=df, palette=\"colorblind\", showcaps=True,showmeans=True,meanprops={\"marker\":\"X\",\"markerfacecolor\":\"red\",\"markersize\":\"14\",\"markeredgecolor\":'black'},showfliers=False,width=0.6)\n",
    "    plt.xticks([0,1,2,3],['War','Other','Eurovision','Elections'])\n",
    "\n",
    "    sns.set(style=\"whitegrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>war</th>\n",
       "      <th>no_war</th>\n",
       "      <th>eurovision</th>\n",
       "      <th>election</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>created_utc_x</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-02-01</th>\n",
       "      <td>-0.142009</td>\n",
       "      <td>0.059849</td>\n",
       "      <td>-0.012211</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02-02</th>\n",
       "      <td>-0.094290</td>\n",
       "      <td>0.047866</td>\n",
       "      <td>-0.148359</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02-03</th>\n",
       "      <td>-0.137651</td>\n",
       "      <td>0.034392</td>\n",
       "      <td>-0.207263</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02-04</th>\n",
       "      <td>-0.123036</td>\n",
       "      <td>0.048102</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02-05</th>\n",
       "      <td>-0.101749</td>\n",
       "      <td>0.053407</td>\n",
       "      <td>0.348823</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    war    no_war  eurovision  election\n",
       "created_utc_x                                          \n",
       "2022-02-01    -0.142009  0.059849   -0.012211       NaN\n",
       "2022-02-02    -0.094290  0.047866   -0.148359       NaN\n",
       "2022-02-03    -0.137651  0.034392   -0.207263       NaN\n",
       "2022-02-04    -0.123036  0.048102         NaN       NaN\n",
       "2022-02-05    -0.101749  0.053407    0.348823       NaN"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_fr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxs(data_fr,'italy','Sentiment')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxs(data_fr_tox,'italy','Toxicity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('axes', labelsize=25) #fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=25) #fontsize of the x tick labels\n",
    "plt.rc('ytick', labelsize=25) #fontsize of the y tick labels\n",
    "plt.rc('legend', fontsize=19) #fontsize of the legend\n",
    "\n",
    "df = data_fr.reset_index()\n",
    "df = pd.melt(df, id_vars='created_utc_x', value_vars=['war', 'no_war','eurovision','election'])\n",
    "sub = \"italy\"\n",
    "measure = \"Sentiment\"\n",
    "\n",
    "plt.figure(figsize=(10, 5)).tight_layout()\n",
    "#sns.set_theme(style=\"white\")\n",
    "#we plot the different distributions of the sentences\n",
    "#set the title \n",
    "plt.title(f'r/{sub}',fontsize=25)\n",
    "\n",
    "sns.boxplot(x=\"variable\", y=\"value\", order=[\"war\", \"no_war\", \"election\", \"eurovision\"], data=df, palette=\"colorblind\", showcaps=True,showmeans=True,\n",
    "            meanprops={\"marker\":\"X\",\"markerfacecolor\":\"red\",\"markersize\":\"14\",\"markeredgecolor\":'black'},\n",
    "            showfliers=False,width=0.6)\n",
    "plt.xticks([0,1,2,3],['War','Other','Elections', 'Eurovision'])\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(measure)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rc('axes', labelsize=25) #fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=25) #fontsize of the x tick labels\n",
    "plt.rc('ytick', labelsize=25) #fontsize of the y tick labels\n",
    "plt.rc('legend', fontsize=19) #fontsize of the legend\n",
    "\n",
    "\n",
    "df = data_fr_tox.reset_index()\n",
    "df = pd.melt(df, id_vars='created_utc_x', value_vars=['war', 'no_war','eurovision','election'])\n",
    "sub = \"italy\"\n",
    "measure = \"Toxicity\"\n",
    "\n",
    "plt.figure(figsize=(10, 5)).tight_layout()\n",
    "#sns.set_theme(style=\"white\")\n",
    "#we plot the different distributions of the sentences\n",
    "#set the title \n",
    "plt.title(f'r/{sub}',fontsize=25)\n",
    "\n",
    "sns.boxplot(x=\"variable\", y=\"value\", order=[\"war\", \"no_war\", \"election\", \"eurovision\"], data=df, palette=\"colorblind\", showcaps=True,showmeans=True,\n",
    "            meanprops={\"marker\":\"X\",\"markerfacecolor\":\"red\",\"markersize\":\"14\",\"markeredgecolor\":'black'},\n",
    "            showfliers=False,width=0.6)\n",
    "plt.xticks([0,1,2,3],['War','Other','Elections', 'Eurovision'])\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(measure)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Series.unique of 0            war\n",
       "1            war\n",
       "2            war\n",
       "3            war\n",
       "4            war\n",
       "          ...   \n",
       "1331    election\n",
       "1332    election\n",
       "1333    election\n",
       "1334    election\n",
       "1335    election\n",
       "Name: variable, Length: 1336, dtype: object>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['variable'].unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.027227027027027027"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['variable']=='eurovision']['value'].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hi\n"
     ]
    }
   ],
   "source": [
    "print('hi')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import datetime as dt\n",
    "import networkx as nx\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "def annotate(r,p,g):\n",
    "        g.ax_joint.annotate(f'$\\\\rho = {r:.3f}, p = {p:.3f}$',\n",
    "                        xy=(0.05, 0.9), xycoords='axes fraction',\n",
    "                        ha='left', va='center',\n",
    "                        bbox={'boxstyle': 'round', 'fc': 'powderblue', 'ec': 'navy'},fontsize = 20)\n",
    "from matplotlib.pyplot import xlim\n",
    "import scipy.stats as stats\n",
    "def plot_corr(data_f,score):\n",
    "    plt.rc('axes', labelsize=20) #fontsize of the x and y labels\n",
    "    plt.rc('xtick', labelsize=25) #fontsize of the x tick labels\n",
    "    plt.rc('ytick', labelsize=25) #fontsize of the y tick labels\n",
    "    plt.rc('legend', fontsize=16) #fontsize of the legend\n",
    "    r, p = stats.pearsonr(data_f[score], data_f[\"neigh_\"+score])\n",
    "    print(r,p)\n",
    "    g = sns.jointplot(data=data_f, x=score, y=\"neigh_\"+score)\n",
    "    #g.legend(loc=\"upper left\")\n",
    "    #g.set_xlim(-1,1)\n",
    "    #g.set_ylim(-1,1)\n",
    "    #g.fig.suptitle(\"r/italy sentiment of the node vs sentiment of the neighborhood\")\n",
    "    g.plot_joint(sns.kdeplot,fill=True, cmap=\"rocket\", thresh=0 ,levels=100,alpha=1)\n",
    "    \n",
    "    annotate(r,p,g)\n",
    "    plt.xlabel('Node sentiment')\n",
    "    plt.ylabel('Neighborhood sentiment')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "#we then will insert this info in the network\n",
    "#we do the same for italia\n",
    "def calc_info(network,comments):\n",
    "    missing_nodes = []\n",
    "    for node in tqdm(network.nodes()):\n",
    "        try:\n",
    "            network.nodes[node]['sentiment'] = comments.loc[node]['sentiment']\n",
    "        except:\n",
    "            missing_nodes.append(node)\n",
    "    network.remove_nodes_from(missing_nodes)\n",
    "def calc_neigh_info(network):\n",
    "    to_remove = []\n",
    "    for node in tqdm(network.nodes()):\n",
    "        #we get the out degree\n",
    "        out_degree = network.out_degree(node)\n",
    "        #we get the neighbors\n",
    "        neighbors = list(network.neighbors(node))\n",
    "        #we get the total size of the edges\n",
    "        # total_size = sum([network.get_edge_data(node,neighbor)['Weight'] for neighbor in neighbors])\n",
    "        if(len(neighbors) != 0):\n",
    "            #we get the sentiment of the neighbors\n",
    "            sentiment_neighbors = [network.nodes[neighbor]['sentiment'] for neighbor in neighbors]\n",
    "            #we calculate the sentiment of the neighborhood\n",
    "            neigh_sentiment = np.mean(sentiment_neighbors)\n",
    "            #we add the attributes to the node\n",
    "            network.nodes[node]['neigh_sentiment'] = neigh_sentiment\n",
    "            network.nodes[node]['out_degree'] = out_degree\n",
    "            network.nodes[node]['num_neighbours'] = len(neighbors)\n",
    "            #nice 69!\n",
    "        else:\n",
    "            to_remove.append(node)\n",
    "    network.remove_nodes_from(to_remove)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_attributes(network,scores):\n",
    "    missing_nodes = []\n",
    "    for node in tqdm(network.nodes()):\n",
    "        #we do the same for the scores    \n",
    "        try:\n",
    "            network.nodes[node]['age'] = scores[scores['author'] == node]['age'].values[0]\n",
    "            network.nodes[node]['gender'] = scores[scores['author'] == node]['gender'].values[0]\n",
    "            network.nodes[node]['partisan'] = scores[scores['author'] == node]['partisan'].values[0]\n",
    "            network.nodes[node]['comments_outside'] = scores[scores['author'] == node]['count'].values[0]\n",
    "            \n",
    "        except:\n",
    "            missing_nodes.append(node)\n",
    "    print(\"Missing nodes: \",len(missing_nodes))\n",
    "    network.remove_nodes_from(missing_nodes)\n",
    "\n",
    "def calc_neighbourhood_scores(network,attribute):\n",
    "    #attribute is to choose the name of the weight attribute on the edges\n",
    "    to_remove = []\n",
    "    for node in tqdm(network.nodes()):\n",
    "        out_degree = network.out_degree(node)\n",
    "        #we get the neighbors\n",
    "        neighbors = list(network.neighbors(node))\n",
    "        if(len(neighbors) != 0):\n",
    "            #we get the age score of the neighbors\n",
    "            age_neighbors = [network.nodes[neighbor]['age'] for neighbor in neighbors]\n",
    "            #we get the gender score of the neighbors\n",
    "            gender_neighbors = [network.nodes[neighbor]['gender'] for neighbor in neighbors]\n",
    "            #we get the partisanship score of war comments of the neighbors\n",
    "            partisan_neighbors = [network.nodes[neighbor]['partisan'] for neighbor in neighbors]\n",
    "            #we perform the weighted average of the neighbour scores        \n",
    "            weight_age_neighbors = [network.nodes[neighbor]['age']*network.get_edge_data(node,neighbor)['Weight'] for neighbor in neighbors]\n",
    "            weight_gender_neighbors = [network.nodes[neighbor]['gender']*network.get_edge_data(node,neighbor)['Weight'] for neighbor in neighbors]\n",
    "            weight_partisan_neighbors = [network.nodes[neighbor]['partisan']*network.get_edge_data(node,neighbor)['Weight'] for neighbor in neighbors]\n",
    "\n",
    "            #we calculate the weighted average of the scores\n",
    "            w_age_neighbors = np.sum(weight_age_neighbors)/sum([network.get_edge_data(node,neighbor)['Weight'] for neighbor in neighbors])\n",
    "            w_gender_neighbors = np.sum(weight_gender_neighbors)/sum([network.get_edge_data(node,neighbor)['Weight'] for neighbor in neighbors])\n",
    "            w_partisan_neighbors = np.sum(weight_partisan_neighbors)/sum([network.get_edge_data(node,neighbor)['Weight'] for neighbor in neighbors])\n",
    "            age_neighbors = np.mean(age_neighbors)\n",
    "            gender_neighbors = np.mean(gender_neighbors)\n",
    "            partisan_neighbors = np.mean(partisan_neighbors)\n",
    "            #we add the attributes to the node\n",
    "            network.nodes[node]['neigh_age'] = w_age_neighbors\n",
    "            network.nodes[node]['neigh_gender'] = w_gender_neighbors\n",
    "            network.nodes[node]['neigh_partisan'] = w_partisan_neighbors\n",
    "            '''\n",
    "            network.nodes[node]['w_neigh_age'] = w_age_neighbors\n",
    "            network.nodes[node]['w_neigh_gender'] = w_gender_neighbors\n",
    "            network.nodes[node]['w_neigh_partisan'] = w_partisan_neighbors'''\n",
    "            network.nodes[node]['out_degree'] = out_degree\n",
    "            network.nodes[node]['num_neighbours'] = len(neighbors)\n",
    "        else:\n",
    "            to_remove.append(node)\n",
    "    network.remove_nodes_from(to_remove)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_for_scores(data,topic,xlimit):\n",
    "    neigh_topic = \"neigh_\"+topic\n",
    "           \n",
    "    plt.rc('axes', labelsize=25) #fontsize of the x and y labels\n",
    "    plt.rc('xtick', labelsize=25) #fontsize of the x tick labels\n",
    "    plt.rc('ytick', labelsize=25) #fontsize of the y tick labels\n",
    "    plt.rc('legend', fontsize=20) #fontsize of the legend\n",
    "    \n",
    "    g=sns.jointplot(data=data, x=topic, y=neigh_topic,alpha=0.5,xlim=xlimit,ylim=xlimit).plot_joint(sns.kdeplot,fill=True, cmap=\"rocket\", thresh=0 ,levels=50,alpha=1)\n",
    "    #g.fig.suptitle(\"r/italia \"+topic+\" of the node vs \"+topic+\" of the neighborhood\")\n",
    "    r, p = stats.pearsonr(data[topic], data[neigh_topic])\n",
    "    annotate(r,p,g) \n",
    "    plt.xlabel('Node '+topic)\n",
    "    plt.ylabel('Neighborhood '+topic)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_22181/2612494149.py:1: MatplotlibDeprecationWarning: The matplotlib.tight_layout module was deprecated in Matplotlib 3.6 and will be removed two minor releases later.\n",
      "  from matplotlib import tight_layout\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import tight_layout\n",
    "from matplotlib.pyplot import xlim\n",
    "from sympy import true\n",
    "from matplotlib.lines import Line2D\n",
    "\n",
    "def plot_histograms(title,labels,custom_lines,*dfs):\n",
    "    \n",
    "    topics = ['sentiment','age','gender','partisan']\n",
    "    colors= ['olive','darkred','darkorange','blue']\n",
    "    fig, axs = plt.subplots(1, 4, figsize=(17, 4),sharey=True,tight_layout=True)\n",
    "    i=0\n",
    "    j=0\n",
    "    xlimt = [-1,1]\n",
    "    for topic in topics: \n",
    "        if(i>0):\n",
    "            xlimt=[-0.5,0.5] \n",
    "        for df in dfs:      \n",
    "            g= sns.kdeplot(data=df,x=topic,color=colors[j],ax=axs[i],fill=False)\n",
    "            g.set_xlim(xlimt[0],xlimt[1])\n",
    "            j+=1\n",
    "        j=0\n",
    "        i+=1\n",
    "    plt.suptitle(title,fontsize=20)\n",
    "    #fig.legend(custom_lines,labels, bbox_to_anchor=[1, 0],ncols=3)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import the network pregress\n",
    "import networkx as nx\n",
    "import pickle\n",
    "G_italy = nx.DiGraph()\n",
    "G_italy_war = nx.DiGraph()\n",
    "with open('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/INTERACTION_GRAPH/italy_all_interaction_with_sentiment_toxicity_percwar.gpickle', 'rb') as f:\n",
    "    G_italy = pickle.load(f)\n",
    "    f.close()\n",
    "\n",
    "with open('DATASETS/ITALY_ITALIA_ALL_ACTIVITY/INTERACTION_GRAPH/italy_war_interaction_with_sentiment_toxicity.gpickle', 'rb') as f:\n",
    "    G_italy_war = pickle.load(f)\n",
    "    f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "#we import the social scores\n",
    "#supposed to already have the sentiment loaded --> we need to average for each user.\n",
    "scores_users= pd.read_csv('DATASETS/SOCIAL_SCORES/new_scores_users.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_war_sentiment = comments_sentiment[comments_sentiment['is_war_x'] == True].groupby(by=['author']).mean(numeric_only=True)\n",
    "user_sentiment = comments_sentiment.groupby(by=['author']).mean(numeric_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    7713.000000\n",
       "mean       -0.128132\n",
       "std         0.248198\n",
       "min        -0.973553\n",
       "25%        -0.268615\n",
       "50%        -0.147113\n",
       "75%        -0.004722\n",
       "max         0.987677\n",
       "Name: sentiment, dtype: float64"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_war_sentiment['sentiment'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_italy.get_edge_data('--CamelCase','Cpe159')['size']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 29726/29726 [00:02<00:00, 10671.84it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6173/6173 [00:00<00:00, 10517.88it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 28423/28423 [00:00<00:00, 34490.12it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6005/6005 [00:00<00:00, 52122.62it/s]\n"
     ]
    }
   ],
   "source": [
    "#cal info --> find sentiment of the node and of the neighbourhood\n",
    "calc_info(G_italy,user_sentiment)\n",
    "calc_info(G_italy_war,user_war_sentiment)\n",
    "calc_neigh_info(G_italy)\n",
    "calc_neigh_info(G_italy_war)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 649443/649443 [00:00<00:00, 1373005.23it/s]\n"
     ]
    }
   ],
   "source": [
    "for u, v, data in tqdm(G_italy.edges(data=True)):\n",
    "    data[\"Weight\"] = data.pop(\"size\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 28396/28396 [02:20<00:00, 202.42it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing nodes:  12108\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5916/5916 [00:33<00:00, 178.80it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Missing nodes:  1811\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 16288/16288 [00:02<00:00, 6568.53it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 14901/14901 [00:02<00:00, 6235.06it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 14875/14875 [00:02<00:00, 6148.94it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4105/4105 [00:00<00:00, 11542.10it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3695/3695 [00:00<00:00, 10760.01it/s]\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3679/3679 [00:00<00:00, 10662.55it/s]\n"
     ]
    }
   ],
   "source": [
    "calc_attributes(G_italy,scores_users)\n",
    "calc_attributes(G_italy_war,scores_users)\n",
    "calc_neighbourhood_scores(G_italy,'age')\n",
    "calc_neighbourhood_scores(G_italy,'gender')\n",
    "calc_neighbourhood_scores(G_italy,'partisan')\n",
    "calc_neighbourhood_scores(G_italy_war,'age')\n",
    "calc_neighbourhood_scores(G_italy_war,'gender')\n",
    "calc_neighbourhood_scores(G_italy_war,'partisan')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "italy_war_scores  = pd.DataFrame.from_dict(dict(G_italy_war.nodes(data=True)), orient='index')\n",
    "italy_all_scores = pd.DataFrame.from_dict(dict(G_italy.nodes(data=True)), orient='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['sentiment', 'toxicity', 'num_of_comments', 'neigh_sentiment',\n",
       "       'neigh_toxicity', 'weight_toxicity_neighbors',\n",
       "       'weight_sentiment_neighbors', 'out_degree', 'num_neighbours', 'age',\n",
       "       'gender', 'partisan', 'comments_outside', 'neigh_age', 'neigh_gender',\n",
       "       'neigh_partisan'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "italy_war_scores.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "#drop useless columns\n",
    "italy_war_scores = italy_war_scores.drop(columns=['toxicity','neigh_toxicity','weight_toxicity_neighbors','weight_sentiment_neighbors','out_degree'],axis=1)\n",
    "italy_all_scores = italy_all_scores.drop(columns=['toxicity','neigh_toxicity','perc_war_comments','neigh_perc_war_comments','weight_toxicity_neighbors','out_degree','weight_perc_war_comments_neighbors'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "#only for vis purposes\n",
    "italy_war_scores.loc['test1'] = [-1,1,-1,1,-0.3,-0.3,-0.3,1,-0.3,-0.3,-0.3]\n",
    "italy_war_scores.loc['test2'] = [-1,1,1,1,-0.3,-0.3,-0.3,1,0.3,0.3,0.3]\n",
    "italy_war_scores.loc['test3'] = [1,1,-1,1,0.3,0.3,0.3,1,-0.3,-0.3,-0.3]\n",
    "italy_war_scores.loc['test4'] = [1,1,1,1,0.3,0.3,0.3,1,0.3,0.3,0.3]\n",
    "italy_all_scores.loc['test1'] = [-1,1,-1,1,-0.3,-0.3,-0.3,1,-0.3,-0.3,-0.3]\n",
    "italy_all_scores.loc['test2'] = [-1,1,1,1,-0.3,-0.3,-0.3,1,0.3,0.3,0.3]\n",
    "italy_all_scores.loc['test3'] = [1,1,-1,1,0.3,0.3,0.3,1,-0.3,-0.3,-0.3]\n",
    "italy_all_scores.loc['test4'] = [1,1,1,1,0.3,0.3,0.3,1,0.3,0.3,0.3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_for_scores(italy_war_scores,'sentiment',[-1,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_for_scores(italy_war_scores,'age',[-.3,.3])\n",
    "plot_for_scores(italy_war_scores,'gender',[-.3,.3])\n",
    "plot_for_scores(italy_war_scores,'partisan',[-.3,.3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "count_war = comments_sentiment[['author','is_war_x']].groupby(by='author').sum(numeric_only=True)\n",
    "user_total_scores_upd = pd.merge(right=italy_all_scores,left=count_war,how='inner',left_on= 'author', right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>is_war_x</th>\n",
       "      <th>sentiment</th>\n",
       "      <th>num_of_comments</th>\n",
       "      <th>neigh_sentiment</th>\n",
       "      <th>num_neighbours</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>partisan</th>\n",
       "      <th>comments_outside</th>\n",
       "      <th>neigh_age</th>\n",
       "      <th>neigh_gender</th>\n",
       "      <th>neigh_partisan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "      <td>14874.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.388530</td>\n",
       "      <td>-0.003509</td>\n",
       "      <td>57.511228</td>\n",
       "      <td>-0.028226</td>\n",
       "      <td>22.278607</td>\n",
       "      <td>-0.025660</td>\n",
       "      <td>0.025884</td>\n",
       "      <td>0.019270</td>\n",
       "      <td>60.686769</td>\n",
       "      <td>-0.008620</td>\n",
       "      <td>0.021460</td>\n",
       "      <td>0.013119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>25.002233</td>\n",
       "      <td>0.227776</td>\n",
       "      <td>270.993497</td>\n",
       "      <td>0.100098</td>\n",
       "      <td>70.771698</td>\n",
       "      <td>0.100108</td>\n",
       "      <td>0.070114</td>\n",
       "      <td>0.050281</td>\n",
       "      <td>231.943910</td>\n",
       "      <td>0.056392</td>\n",
       "      <td>0.044006</td>\n",
       "      <td>0.031731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.973553</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.793040</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.615724</td>\n",
       "      <td>-0.273994</td>\n",
       "      <td>-0.262155</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.615724</td>\n",
       "      <td>-0.209717</td>\n",
       "      <td>-0.179477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.129459</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-0.072032</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.079399</td>\n",
       "      <td>-0.017514</td>\n",
       "      <td>-0.008957</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>-0.029788</td>\n",
       "      <td>0.002104</td>\n",
       "      <td>0.000366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.026123</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>-0.040085</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>-0.015899</td>\n",
       "      <td>0.017813</td>\n",
       "      <td>0.020792</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>-0.004073</td>\n",
       "      <td>0.018852</td>\n",
       "      <td>0.013277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100306</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>-0.004257</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>0.034924</td>\n",
       "      <td>0.062146</td>\n",
       "      <td>0.050628</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>0.015917</td>\n",
       "      <td>0.038417</td>\n",
       "      <td>0.026318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1022.000000</td>\n",
       "      <td>0.978441</td>\n",
       "      <td>11323.000000</td>\n",
       "      <td>0.978247</td>\n",
       "      <td>1712.000000</td>\n",
       "      <td>0.377291</td>\n",
       "      <td>0.484049</td>\n",
       "      <td>0.327886</td>\n",
       "      <td>11500.000000</td>\n",
       "      <td>0.377291</td>\n",
       "      <td>0.475321</td>\n",
       "      <td>0.327886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           is_war_x     sentiment  num_of_comments  neigh_sentiment  \\\n",
       "count  14874.000000  14874.000000     14874.000000     14874.000000   \n",
       "mean       4.388530     -0.003509        57.511228        -0.028226   \n",
       "std       25.002233      0.227776       270.993497         0.100098   \n",
       "min        0.000000     -0.973553         1.000000        -0.793040   \n",
       "25%        0.000000     -0.129459         2.000000        -0.072032   \n",
       "50%        0.000000     -0.026123         6.000000        -0.040085   \n",
       "75%        1.000000      0.100306        24.000000        -0.004257   \n",
       "max     1022.000000      0.978441     11323.000000         0.978247   \n",
       "\n",
       "       num_neighbours           age        gender      partisan  \\\n",
       "count    14874.000000  14874.000000  14874.000000  14874.000000   \n",
       "mean        22.278607     -0.025660      0.025884      0.019270   \n",
       "std         70.771698      0.100108      0.070114      0.050281   \n",
       "min          1.000000     -0.615724     -0.273994     -0.262155   \n",
       "25%          1.000000     -0.079399     -0.017514     -0.008957   \n",
       "50%          3.000000     -0.015899      0.017813      0.020792   \n",
       "75%         12.000000      0.034924      0.062146      0.050628   \n",
       "max       1712.000000      0.377291      0.484049      0.327886   \n",
       "\n",
       "       comments_outside     neigh_age  neigh_gender  neigh_partisan  \n",
       "count      14874.000000  14874.000000  14874.000000    14874.000000  \n",
       "mean          60.686769     -0.008620      0.021460        0.013119  \n",
       "std          231.943910      0.056392      0.044006        0.031731  \n",
       "min            1.000000     -0.615724     -0.209717       -0.179477  \n",
       "25%            3.000000     -0.029788      0.002104        0.000366  \n",
       "50%           11.000000     -0.004073      0.018852        0.013277  \n",
       "75%           43.000000      0.015917      0.038417        0.026318  \n",
       "max        11500.000000      0.377291      0.475321        0.327886  "
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_total_scores_upd.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1224x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot_histograms(user_total_scores_upd,user_total_scores_war_upd,'France users scores distributions')\n",
    "plt.rc('axes', labelsize=25) #fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=25) #fontsize of the x tick labels\n",
    "plt.rc('ytick', labelsize=25) #fontsize of the y tick labels\n",
    "plt.rc('legend', fontsize=19) #fontsize of the legend\n",
    "custom_line = [Line2D([0], [0], color='olive', lw=4), Line2D([0], [0], color='darkred', lw=4), Line2D([0], [0], color='darkorange', lw=4)]\n",
    "\n",
    "plot_histograms('r/italy users scores distributions',['No war comments','Between 1 and 100 war comments',' More than 100 war comments'],custom_line,user_total_scores_upd[user_total_scores_upd['is_war_x']<1],user_total_scores_upd[(user_total_scores_upd['is_war_x']>1) & (user_total_scores_upd['is_war_x']<100)],user_total_scores_upd[user_total_scores_upd['is_war_x']>100])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KruskalResult(statistic=459.91457223912107, pvalue=5.017435822018844e-102)\n",
      "KruskalResult(statistic=17.847957708372245, pvalue=2.3927593305334234e-05)\n",
      "KruskalResult(statistic=54.734077984624705, pvalue=1.3799264257837648e-13)\n"
     ]
    }
   ],
   "source": [
    "from scipy import stats\n",
    "print(stats.kruskal(user_total_scores_upd[user_total_scores_upd['is_war_x']<1]['sentiment'],user_total_scores_upd[user_total_scores_upd['is_war_x']>1]['sentiment']))\n",
    "print(stats.kruskal(user_total_scores_upd[user_total_scores_upd['is_war_x']>1]['sentiment'],user_total_scores_upd[user_total_scores_upd['is_war_x']>100]['sentiment']))\n",
    "print(stats.kruskal(user_total_scores_upd[user_total_scores_upd['is_war_x']<1]['sentiment'],user_total_scores_upd[user_total_scores_upd['is_war_x']>100]['sentiment']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is_war_x            0.000000\n",
      "sentiment           0.004965\n",
      "num_of_comments     3.000000\n",
      "neigh_sentiment    -0.031830\n",
      "num_neighbours      2.000000\n",
      "age                -0.019516\n",
      "gender              0.020433\n",
      "partisan            0.021332\n",
      "comments_outside    9.000000\n",
      "neigh_age          -0.004117\n",
      "neigh_gender        0.018714\n",
      "neigh_partisan      0.013487\n",
      "dtype: float64\n",
      "is_war_x             5.000000\n",
      "sentiment           -0.062903\n",
      "num_of_comments     59.000000\n",
      "neigh_sentiment     -0.051007\n",
      "num_neighbours      30.000000\n",
      "age                 -0.007353\n",
      "gender               0.012280\n",
      "partisan             0.019781\n",
      "comments_outside    21.000000\n",
      "neigh_age           -0.003979\n",
      "neigh_gender         0.019082\n",
      "neigh_partisan       0.013241\n",
      "dtype: float64\n",
      "is_war_x             177.000000\n",
      "sentiment             -0.099580\n",
      "num_of_comments     1019.000000\n",
      "neigh_sentiment       -0.062458\n",
      "num_neighbours       386.500000\n",
      "age                    0.006172\n",
      "gender                 0.004752\n",
      "partisan               0.016538\n",
      "comments_outside      65.500000\n",
      "neigh_age             -0.001625\n",
      "neigh_gender           0.017769\n",
      "neigh_partisan         0.013716\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(user_total_scores_upd[user_total_scores_upd['is_war_x']<1].median())\n",
    "print(user_total_scores_upd[(user_total_scores_upd['is_war_x']>1) & (user_total_scores_upd['is_war_x']<100)].median())\n",
    "print(user_total_scores_upd[user_total_scores_upd['is_war_x']>100].median())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfs = [user_total_scores_upd[user_total_scores_upd['is_war_x']<1],user_total_scores_upd[(user_total_scores_upd['is_war_x']>1) & (user_total_scores_upd['is_war_x']<100)],user_total_scores_upd[user_total_scores_upd['is_war_x']>100]]\n",
    "\n",
    "labels = ['0 war comments','[1, 100) war comments','100+ war comments']\n",
    "topics = ['sentiment','age','gender','partisan']\n",
    "colors= sns.color_palette(\"colorblind\", 3)\n",
    "fig, axs = plt.subplots(2, 2, figsize=(12, 10))\n",
    "plt.rc('legend', fontsize=23) #fontsize of the legend\n",
    "i=0\n",
    "j=0\n",
    "for topic in topics: \n",
    "    if j == 2:\n",
    "        i = 1\n",
    "        j = 0\n",
    "    if topic != 'sentiment': \n",
    "        xlimt=[-0.5,0.5]\n",
    "    else:\n",
    "        xlimt = [-1, 1]\n",
    "    ax = axs[i][j]\n",
    "    ax.yaxis.get_major_locator().set_params(integer=True)\n",
    "    c = 0\n",
    "    for df in dfs:      \n",
    "        sns.kdeplot(data=df, x=topic, color=colors[c],ax=ax,fill=False,\n",
    "                    label = labels[c],linewidth=2)\n",
    "        c += 1\n",
    "    ax.set_xlim(xlimt[0],xlimt[1])\n",
    "    ax.set_xticks([xlimt[0],(xlimt[0]+xlimt[1])/2,xlimt[1]])\n",
    "    ax.set_xlabel(topic.capitalize())\n",
    "    j += 1\n",
    "    ax.yaxis.grid(False)\n",
    "plt.tight_layout()\n",
    "#plt.suptitle(title,fontsize=20)\n",
    "box = ax.get_position()\n",
    "#ax.set_position([box.x0, box.y0 + box.height * 0.1,\n",
    "#                 box.width, box.height * 0.9])\n",
    "\n",
    "plt.suptitle(\"r/italy\",y=1.01,x=0.53,fontsize=25)\n",
    "# Put a legend below current axis\n",
    "ax.legend(loc='upper center', bbox_to_anchor=(-0.2, -0.3),\n",
    "          fancybox=True, shadow=True, ncol=3)\n",
    "# plt.tight_layout()\n",
    "#fig.legend(custom_lines,labels, bbox_to_anchor=[0.96, 0],ncols=3)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}