Results_visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Results visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pickle\n",
    "import pandas as pd\n",
    "plt.style.use('seaborn-notebook')\n",
    "plt.rcParams[\"axes.grid\"] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('en_disaster.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_events = dict(df.event_coarse.value_counts())\n",
    "n_types=len(all_events)\n",
    "fig, ax=plt.subplots()\n",
    "disaster, count = zip(*[(i, k) for i,k in all_events.items()])\n",
    "ax.bar(disaster, count)\n",
    "plt.title('disaster type sample size', size=16)\n",
    "plt.setp(ax.get_xticklabels(), size=16, rotation=45, ha=\"right\",\n",
    "             rotation_mode=\"anchor\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare precison, recall and F-1 scores for the 4 models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "precision = {'baseline':[0.82, 0.66, 0.68, 0.71, 0.48, 0.36, 0.35],\n",
    "             'BERT': [0.87, 0.67, 0.67, 0.66, 0.54, 0.45, 0.37],\n",
    "             'BERT+NL': [0.83, 0.64, 0.66, 0.69, 0.49, 0.51, 0.42],\n",
    "             'BERT+LSTM': [0.89, 0.64, 0.66, 0.69, 0.53, 0.46, 0.42],\n",
    "             'BERT+CNN': [0.80, 0.70, 0.65, 0.74, 0.50, 0.44, 0.43]}\n",
    "recall = {'baseline':[0.63, 0.49, 0.75, 0.77, 0.73, 0.76, 0.66],\n",
    "             'BERT': [0.64, 0.53, 0.79, 0.87, 0.78, 0.73, 0.64],\n",
    "             'BERT+NL': [0.69, 0.54, 0.78, 0.83, 0.80, 0.64, 0.48],\n",
    "             'BERT+LSTM': [0.62, 0.60, 0.81, 0.80, 0.76, 0.69, 0.61],\n",
    "             'BERT+CNN': [0.70, 0.50, 0.80, 0.81, 0.74, 0.72, 0.58]}  \n",
    "f1 = {'baseline':[0.71, 0.56, 0.71, 0.74, 0.58, 0.49, 0.46],\n",
    "             'BERT': [0.74, 0.59, 0.73, 0.75, 0.64, 0.56, 0.47],\n",
    "             'BERT+NL': [0.75, 0.59, 0.71, 0.75, 0.61, 0.57, 0.44],\n",
    "             'BERT+LSTM': [0.73, 0.62, 0.73, 0.74, 0.62, 0.55, 0.49],\n",
    "             'BERT+CNN': [0.74, 0.58, 0.71, 0.77, 0.60, 0.54, 0.50]}  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_scores = []\n",
    "for k in ['baseline', 'BERT', 'BERT+NL', 'BERT+LSTM', 'BERT+CNN']:\n",
    "    total_scores.extend(precision[k])\n",
    "    total_scores.extend(recall[k])\n",
    "    total_scores.extend(f1[k])\n",
    "\n",
    "min_score = min(total_scores)\n",
    "max_score = max(total_scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def model_performance(metric, name):\n",
    "    label_name = ['not related or not informative', 'other useful information', 'donations and volunteering',\n",
    "              'affected individuals', 'sympathy and support', 'infrastructure and utilities damage',\n",
    "              'caution and advice']\n",
    "    model = ['baseline', 'BERT', 'BERT+NL', 'BERT+LSTM', 'BERT+CNN']\n",
    "    fig, ax=plt.subplots(figsize=(8, 12))\n",
    "    m = np.array([metric['baseline'], metric['BERT'], metric['BERT+NL'], metric['BERT+LSTM'],  metric['BERT+CNN']])\n",
    "    im=ax.imshow(m, cmap='Blues', vmin=min_score, vmax=max_score)\n",
    "#     ax.figure.colorbar(im, ax=ax)\n",
    "    ax.set_xlabel('class', size=12)\n",
    "    ax.set_ylabel('model', size=12)\n",
    "    ax.set_yticks(range(0,m.shape[0]))\n",
    "    ax.set_xticks(range(0,m.shape[1]))\n",
    "    ax.set_yticklabels(model)\n",
    "    ax.set_xticklabels(label_name)\n",
    "    plt.setp(ax.get_xticklabels(), size=12, rotation=45, ha=\"right\",\n",
    "             rotation_mode=\"anchor\")\n",
    "    plt.setp(ax.get_yticklabels(), size=12)\n",
    "    \n",
    "    for i in range(m.shape[0]):\n",
    "        for j in range(m.shape[1]):\n",
    "            ax.text(j, i, format(m[i, j], '.2f'),\n",
    "                    ha=\"center\", va=\"center\",\n",
    "                    color=\"white\" if m[i, j] > (max_score+min_score)/2. else \"black\")\n",
    "    fig.tight_layout()\n",
    "    ax.set_title(name, size=12)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_performance(precision, 'precision')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "precision:\n",
      "BERT outperforms baseline by: 2.43\n",
      "BERT+NL outperforms baseline by: 2.57\n",
      "BERT+LSTM outperforms baseline by: 3.29\n",
      "BERT+CNN outperforms baseline by: 2.86\n"
     ]
    }
   ],
   "source": [
    "print('precision:')\n",
    "print ('BERT outperforms baseline by: %.2f' % ((sum(precision['BERT'])-sum(precision['baseline']))/7*100))\n",
    "print ('BERT+NL outperforms baseline by: %.2f' % ((sum(precision['BERT+NL'])-sum(precision['baseline']))/7*100))\n",
    "print ('BERT+LSTM outperforms baseline by: %.2f' % ((sum(precision['BERT+LSTM'])-sum(precision['baseline']))/7*100))\n",
    "print ('BERT+CNN outperforms baseline by: %.2f' % ((sum(precision['BERT+CNN'])-sum(precision['baseline']))/7*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "precision:\n",
      "baseline: 58.00\n",
      "BERT: 60.43\n",
      "BERT+NL: 60.57\n",
      "BERT+LSTM: 61.29\n",
      "BERT+CNN: 60.86\n"
     ]
    }
   ],
   "source": [
    "print('precision:')\n",
    "print ('baseline: %.2f' % ((sum(precision['baseline']))/7*100))\n",
    "print ('BERT: %.2f' % ((sum(precision['BERT']))/7*100))\n",
    "print ('BERT+NL: %.2f' % ((sum(precision['BERT+NL']))/7*100))\n",
    "print ('BERT+LSTM: %.2f' % ((sum(precision['BERT+LSTM']))/7*100))\n",
    "print ('BERT+CNN: %.2f' % ((sum(precision['BERT+CNN']))/7*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_performance(recall, 'recall')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recall:\n",
      "BERT outperforms baseline by: 2.71\n",
      "BERT+NL outperforms baseline by: -0.43\n",
      "BERT+LSTM outperforms baseline by: 1.43\n",
      "BERT+CNN outperforms baseline by: 0.86\n"
     ]
    }
   ],
   "source": [
    "print('recall:')\n",
    "print ('BERT outperforms baseline by: %.2f' % ((sum(recall['BERT'])-sum(recall['baseline']))/7*100))\n",
    "print ('BERT+NL outperforms baseline by: %.2f' % ((sum(recall['BERT+NL'])-sum(recall['baseline']))/7*100))\n",
    "print ('BERT+LSTM outperforms baseline by: %.2f' % ((sum(recall['BERT+LSTM'])-sum(recall['baseline']))/7*100))\n",
    "print ('BERT+CNN outperforms baseline by: %.2f' % ((sum(recall['BERT+CNN'])-sum(recall['baseline']))/7*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recall:\n",
      "baseline: 68.43\n",
      "BERT: 71.14\n",
      "BERT+NL: 68.00\n",
      "BERT+LSTM: 69.86\n",
      "BERT+CNN: 69.29\n"
     ]
    }
   ],
   "source": [
    "print('recall:')\n",
    "print ('baseline: %.2f' % (sum(recall['baseline'])/7*100))\n",
    "print ('BERT: %.2f' % ((sum(recall['BERT']))/7*100))\n",
    "print ('BERT+NL: %.2f' % ((sum(recall['BERT+NL']))/7*100))\n",
    "print ('BERT+LSTM: %.2f' % ((sum(recall['BERT+LSTM']))/7*100))\n",
    "print ('BERT+CNN: %.2f' % ((sum(recall['BERT+CNN']))/7*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.79"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum([0.63, 0.49, 0.75, 0.77, 0.73, 0.76, 0.66])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_performance(f1, 'F-1 score')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F-1 score:\n",
      "BERT outperforms baseline by: 3.29\n",
      "BERT+NL outperforms baseline by: 2.43\n",
      "BERT+LSTM outperforms baseline by: 3.29\n",
      "BERT+CNN outperforms baseline by: 2.71\n"
     ]
    }
   ],
   "source": [
    "print('F-1 score:')\n",
    "print ('BERT outperforms baseline by: %.2f' % ((sum(f1['BERT'])-sum(f1['baseline']))/7*100))\n",
    "print ('BERT+NL outperforms baseline by: %.2f' % ((sum(f1['BERT+NL'])-sum(f1['baseline']))/7*100))\n",
    "print ('BERT+LSTM outperforms baseline by: %.2f' % ((sum(f1['BERT+LSTM'])-sum(f1['baseline']))/7*100))\n",
    "print ('BERT+CNN outperforms baseline by: %.2f' % ((sum(f1['BERT+CNN'])-sum(f1['baseline']))/7*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F-1 score:\n",
      "baseline: 60.71\n",
      "BERT: 64.00\n",
      "BERT+NL: 63.14\n",
      "BERT+LSTM: 64.00\n",
      "BERT+CNN: 63.43\n"
     ]
    }
   ],
   "source": [
    "print('F-1 score:')\n",
    "print ('baseline: %.2f' % (sum(f1['baseline'])/7*100))\n",
    "print ('BERT: %.2f' % ((sum(f1['BERT']))/7*100))\n",
    "print ('BERT+NL: %.2f' % ((sum(f1['BERT+NL']))/7*100))\n",
    "print ('BERT+LSTM: %.2f' % ((sum(f1['BERT+LSTM']))/7*100))\n",
    "print ('BERT+CNN: %.2f' % ((sum(f1['BERT+CNN']))/7*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Error analysis\n",
    "\n",
    "Use default BERT in this analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src='error_analysis_matrix.png'>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Some are really misclassified, ambiguous, or not constrainted to 1 category. Informativeness are subjective.\n",
    "2. Some need more contexts to fully understand, e.g. html.\n",
    "3. Non-ascii words and emoji missing\n",
    "4. Semantic misconstrue (Sarcastic, metaphoric...)\n",
    "5. Keyword influence. \n",
    "6. Some events may not really happen.\n",
    "7. Misleading hashtag (#)\n",
    "8. Message too short\n",
    "9. Internet slang, mispelling\n",
    "10. a lot of misclassified messages are news\n",
    "11. rare cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = pd.read_csv('model_output/data/df_test.csv', index_col=0)\n",
    "df_test = df_test.sort_values(by='ProcessedText_BERTbase_length', ascending=False)\n",
    "BERT_pred = pickle.load(open('model_output/default_bert-base-uncased_test_prediction','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "true_label = df_test.InformationType_coarse.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True: not related or not informative ; Pred: other useful information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#terremoto M 4.6, Vanuatu - Friday, September  7, 2012 00:52:42 UTCFriday, September  7, 2012 11:52:42 AM at epicent... http://t.co/DHpCyyRZ',\n",
       " 'RT @PMOnAir: PM says Roxon wanted out 1yr ago but waited till the time is right. So, #QLDFloods is the best time to change Min for Emerg ...',\n",
       " '#Earthquake MagnitudeÃ\\x83Â\\x82Ã\\x82Â\\xa0Ã\\x83Â\\x82Ã\\x82Â\\xa0mb 4.7RegionÃ\\x83Â\\x82Ã\\x82Â\\xa0Ã\\x83Â\\x82Ã\\x82Â\\xa0OFFSHORE MAULE, CHILEDate timeÃ\\x83Â\\x82Ã\\x82Â\\xa0Ã\\x83Â\\x82Ã\\x82Â\\xa02012-09-15   00:40:15.2 UTCLocationÃ\\x83Â\\x82Ã\\x82Â\\xa0Ã\\x83Â\\x82Ã\\x82Â\\xa034.65 ... http://t.co/LTd1cuxo',\n",
       " 'Dana Sauchelli of the #NewYork Post @nypost dares to report on #antiWhite terror in #NYC http://t.co/keez5qECVj #RedOctober #ARIACWFAW',\n",
       " 'Relief as Typhoon Hagupit spares Tacloban, passes north - CNN: CNNRelief as Typhoon Hagupit ... http://t.co/dt3ryh8Hxr G #Malaysia #News',\n",
       " '[VIDEO] #FOI, #RHbill, #PabloPH and more: The most important stories only on the Rappler Newscast, December 3, 2012 http://t.co/B4X8sB2M',\n",
       " 'More than 20 billion devices will be connected by 2020.Data are generated, handled &amp; analysed by too many apps via @nbotinis #IoE #CCGR14',\n",
       " \".@FCC staff shined during #Harvey &amp; #Irma! Ed's based in PA. He missed his daughter's bday to be in S. Florida; logâ\\x80\\x9aÃ\\x84Â¶ https://t.co/ux6DJdvXw0\",\n",
       " 'NOW: Possible #Timmies, #BurgerKing merger, #Ottawa stabbing, Ottawa drowning, #Napa #quake LISTEN: http://t.co/wiW3aVkxBG  #Ottnews',\n",
       " '@impzzzz hey .. your air quality and haze has been on our news 2nite. It seems Singapore smog has hit an high!! :( x',\n",
       " '#RubyPH 2nd landfall this AM in vicinity of Masbate associated w/ strong winds, storm surge up to 3 meters and heavy to torrential rainfall.',\n",
       " 'QeT said #Extremism is beginning to stifle the spirit of #Pakistan and the dreams of the founding fathers are turning into nightmares.',\n",
       " '#earthquake Indian playing its great role of a (Asian) saviour. After Yemen  its Nepal. Grt.#NarendraModi',\n",
       " 'Short time lapse video from James Reynolds of EarthUncutTV as typhoon Ruby (Hagupit) approaches Calbayog City,... http://t.co/JiYbXJBzHu',\n",
       " '@ashu3page @IndiaToday Wait, abhi lot of theories wl cm in market. Ppl wr bored wth BJP, der supporters wr helping in Bihar flood etc etc',\n",
       " 'So Chile caught explosive volcanism, Nepal got all shook up, IU had a murder this weekend, and Baltimore went boom because bad cops.',\n",
       " 'California on fire, as seen from space. Aqua satellite, dated 9 Oct 2017 at 21:50 UTC (2:50 PM local time). https://t.co/xdXOTk18w6',\n",
       " 'the coming byelections for NSW Liberals looks like being a disaster cupcake w landslide icing, no wonder Baird is avoid the ppls wrath',\n",
       " \"RT @YourAnonNews: West, Texas isn't in west Texas. It is in Central Texas, along I-35, some 18 miles north of Waco. | http://t.co/eEvlbzgUIO\",\n",
       " \"Remembering Nepal and it's people, here's a photo of Nepal's terraced countryside Ã\\x83Â¥Ã\\x82Â©P.F. Byrne, #Bugwood.org #Nepal http://t.co/XrKpLSeyBS\",\n",
       " 'FINAL DAY https://t.co/prATJ7hADM #SkinnyCoCares #IrmaRecovery #IrmaRelief #HurricaneIrmaAftermath #IRMAâ\\x80¦ https://t.co/lU9mchGJqP',\n",
       " 'Shooting atthe Tuileries after the Issey Miyake show. Spring is on its way! #PFW #AW15 http://t.co/SLRsj6SEaj',\n",
       " 'KAPATID UPDATE #WALANGPASOK | Class suspensions for December 8 and 9 due to Hagupit http://www.... http://t.co/LHlqbI4cmB #WowoWillie',\n",
       " 'DA: No supply disruption, price changes in agricultural products for the holidays despite #RubyPH | via jacquemanabat ...',\n",
       " 'ingat RT @govph: PAGASA weather bulletin on #RubyPH, issued at 11:00 p.m. of December 6, 2014: http://t.co/fNVQFeT0pB http://t.co/pLQIw0XZZB',\n",
       " 'Ruby out of Philippine landmass Tuesday  MANILA - Tropical Storm Ruby (Hagupit) is now ... http://t.co/boehpxByVT #news #filipino',\n",
       " \"So there is a chance that KKT might be cancelled? I wouldn't want TOP to be stranded because of the flood in Manila ._.\",\n",
       " '@savechildrenaus : #Typhoon #Hagupit response will be a huge logistical challenge. We are expecting similar situation to #Haiyan last year.',\n",
       " '[PIA News]  Severe Weather Bulletin No.17 re Typhoon \"RUBY\" (HAGUPIT) issued on 08 December... http://t.co/GArzcIqrSf',\n",
       " 'Judge Andrew Napolitano: Irma, Harvey and other disasters -- If God loves us, why does he allow this stuff? https://t.co/A5sHI5ONOd',\n",
       " 'Climate change gives cyclones more energy more heat over warmer waters. The rich world must stop burning coal NOW! #solar #CyclonePam',\n",
       " '#RubyPH maintained its strength but has become sluggish on its way out, which could subsequently mean heavy to... http://t.co/puRLbyyrzg',\n",
       " 'While POTUS battles with the NFL... images by Joe Raedle/Getty #PuertoRico #HurricaneMaria https://t.co/rTXi0zdy1Z',\n",
       " 'RT @dcurtisj: It turns out the greatest use of the Russian Dashboard Cam is to witness a shit-yourself meteor near-miss. http://t.co/yic ...',\n",
       " 'kateatoyw : RT antonioguterres: The SDGs will never be achieved in countries that are constantly being flattened&amp; â\\x80\\x9aÃ\\x84Â¶â\\x80\\x9aÃ\\x84Â¶ https://t.co/Y722zIarc0',\n",
       " 'RT @PhilippineStar: #WalangPasok Class suspensions, as of 2 pm, Dec. 8, 2014 #RubyPH #Hagupit http://t.co/X4Kw1IN7JI',\n",
       " 'Election manoeuvres and Nepal appeal: The latest manoeuvres in the general election campaign and the aftermath... http://t.co/eoWhOOFZWJ',\n",
       " '#earthquake M 3.1, north of the Virgin Islands: September 14, 2012 21:28:55 GMT http://t.co/K4oavsDj #alert',\n",
       " '#qldfloods Gold Coast Queensland #auspol Gold Coast #bigwet Gold Coast Does this actually exist?',\n",
       " 'Asteroid Google Doodle withdrawn in wake of Russia meteor strike: Google has withdrawn a Google Doodle put up in... http://t.co/2rrop8IB',\n",
       " 'Now everyone is religious Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x82Ã\\x82Â¤4 #prayforblahblah #harvey #irma #maria #mexico #hurricane #earthquake https://t.co/nzEbRWQG8W',\n",
       " 'Deadly market bombing in Pakistan - The Age: Deadly market bombing in PakistanThe AgeDeadly market b... http://t.co/8OrihwZO9o #Pakistan',\n",
       " 'RT @quakemonitor: #earthquake M 4.7, Banda Sea Depth: 143.50 km Sep 10 8:51:09 2012 BST http://t.co/3sohMbhg',\n",
       " 'Vanuatu: Vanuatu: Cyclone PAM - Helicopter landing zones in the Shepherd Islands (as of 24 Mar 2015)  Source: MapAÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9b_ http://t.co/PlyYQaAySh',\n",
       " '#deprem M 1.4, Northern California: September 05, 2012 19:51:46 GMT http://t.co/6TQSRh5z #earthquake',\n",
       " 'RIGHT NOW: A sample of the 80,000+ photos Tennessee Civil Air Patrol has taken in Puerto Rico. #WATE @6News https://t.co/HlNDwyo0Ga',\n",
       " 'OPINION: EDITORIAL - Room for improvement: The worst is over and Typhoon Ruby or Hagupit is on its way out. http://t.co/kEfDua3OgM',\n",
       " 'RT @Greenpeace: This is not some kind of far away planet. This is a forest in Sumatra after the catastrophic fires. #sghaze http://t.co/jmcÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦',\n",
       " 'The Bay Area media is going a little over board with this Napa earthquake. Do we really need updates every 15 minutes?',\n",
       " '#Nepal #earthquake summary information: #quake #QuakeNepal #science #NYC #Canada #Ottawa #geology #geography http://t.co/qUfcOKRu5V',\n",
       " \"That statement reminds me of Hurricane Katrina. NOLA vs the rest of Louisiana &amp; Mississippi. There's always A Gulf! https://t.co/zxySRY2qBh\",\n",
       " 'Working w/ @NOAA, #DoD was able to provide WX radar coverage for #PR. Check out more here--&gt; https://t.co/XYyw74Mj3z https://t.co/H9uj7HeRMQ',\n",
       " '#Texas #Edges #Closer to #Recovery after #Harvey as #Key #Pipe... - https://t.co/9tOltjfbbK - #News https://t.co/mmAe2SORTz',\n",
       " 'Â·Âºâ\\x88\\x8f9 Success Sharing Â·Âºâ\\x88\\x8f9fun and recognition @thd6921 Love our team even during IRMA no challenge was to tough for you!!â\\x80\\x9aÃ\\x84Â¶ https://t.co/4oKTmIOD5T',\n",
       " 'What? RT @danieljchacon: At about 71 percent, the city of Colorado Springs is the greatest funder of PPRTA, says Bach.',\n",
       " 'Iran Muslim Who Set California Wildfires Burned American Flag At U.C. Berkeley Protest Is Fake News - ... https://t.co/RNmEsVVRgL',\n",
       " 'Looks like #HurricaneMaria &amp; #hurricaneLee are coming to visit the UK, heavily disguised as a regular depression! https://t.co/tN8caDN7c9',\n",
       " '&gt; Signs not decoded http://t.co/Pz1Gwgs9ig #climatechange #globalwarming  #Geologicalchange #Earthquake #Hurricane  #Environment',\n",
       " 'Prayers to all affected by Irma, Maria and the Mexico earthquake! Mother Nature seems pissed off at us all! https://t.co/0sfH9GIoRo',\n",
       " 'Typhoon-Hammered Philippines in \"Fight for Our Survival\" - The Philippines\\' long experience coping with flooding a... http://t.co/EZD5q5gb45',\n",
       " '3 scenes of LANDSAT ingested to HDDS for event 201711_Earthquake_IRN #Iran #Earthquake https://t.co/J7dbzGLSmD https://t.co/YhHZtybRbZ',\n",
       " 'Isabelle says happy #catboxsunday and keep praying for effuryone suffering from Harvey &amp; Irma https://t.co/c8aaJ7hLXn',\n",
       " 'THE REGVERDIGE ARMADA PROBES FORMER UNIFIED COMMUNIST PARTY OF NEPAL FOR 1 YEAR BY 1ST JANUARY 2001.',\n",
       " 'Artificial earthquakes in Japan by D Rockefeller. http://t.co/nBkfezRO #Politics  #311 #3_11 #japan #earthquake #CNN #WAR',\n",
       " 'Be sure to follow @fema guidelines during #HurricaneHarvey recovery #PrayersforTexas #prayersforhouston https://t.co/z2T3sw5G3C',\n",
       " 'USGS:M 4.1 - 33km E of Al Miqdadiyah, Iraq https://t.co/jfTdk5VAWQ #earthquake https://t.co/UfJm4MU5BY',\n",
       " 'we just want to know that youÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢re safe #ChanelCruz #HurricaneMaria #PuertoRico https://t.co/fWXLyl3DjI',\n",
       " \"@WakeupKoglin @LaPort006 there's flooding in Colorado? Hmmm...... You pulling my chain? #cowx\",\n",
       " 'During our Summer long research on the #IRCURVE The Great Basin Inhale and Exhale was noted https://t.co/XTZmqqpZOl https://t.co/hHkjPqvSqw',\n",
       " 'Unconfirmed reports that militants have fired rockets at a helicopter flying over region struck by a massive earthquake #pakistan',\n",
       " '#PH says \"the impacts of climate change are beyond our capacity already\" http://t.co/XhCQo55JZ9 #RubyPH #Hagupit',\n",
       " \"#Laguna is currently under PSWS #1, as per @dost_pagasa's latest update. #RubyPH #Hagupit\",\n",
       " 'Washington (DC) Post:  Quake agony revealed quietly on trip from Nepal airport . More #Aviation #news - http://t.co/oi3JLGKopD',\n",
       " 'Great piece of work by @Martin_Lukacs in The Guardian on #LacMegantic, corporate recklessness, and energy economy http://t.co/jSQaehKwaB',\n",
       " 'A pop-up shipping container shop will attract customers because of its uniqueness and innovative design. #irma https://t.co/jWmT9sKRYs',\n",
       " 'Houston, Corpus Christi, Beaumont &amp; SE Texas seeing mosquitoes w/ Zika Virus: https://t.co/xgScwx2OTn #Harvey #Texas https://t.co/Bh7agkhdac',\n",
       " 'The Bureau of Investigative Journalism launched a new project to identify those killed by #CIA drones in #Pakistan. http://t.co/UinPTiNYbf',\n",
       " \"Tracking a Space Rock's Streak Past Earth: http://t.co/JT5AakWP (Via @NPR @SciFri) 2012 DA14+ #RussianMeteor updates.\",\n",
       " 'PB PLUS OIL AND GAS Philippines still struggling after typhoon http://t.co/Ys7YWRmWCH BBM PIN: 2ab2cc5b',\n",
       " 'OMG! Earthquakes happen again in many places! In Mexico, North Korea, Calif ,Ã\\x83Â\\x83Ã\\x82Â\\x82 USA! https://t.co/NaPdSz2T0N https://t.co/u8oyJDpa9y',\n",
       " \"SLIDESHOW: The path of Typhoon 'Ruby' | SLIDESHOW: The path of Typhoon 'Ruby' - Yahoo Philippines News https://t.co/eyRfUi6O0g\",\n",
       " \"RT @FrostyBlueFarms: THE WEST FAMILY'S thanks all of you for your prayers! The entire family is safe following Irma. https://t.co/44fD78datJ\",\n",
       " '#Ocean Roundup: Methane seeps from Atlantic seafloor, Iceland catches endangered fin whales. http://t.co/FGmxllw9VM http://t.co/CQndCHs68s',\n",
       " 'Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x8f@ANCALERTS: UPDATED: Class suspensions for Monday, December 8, 2014  http://t.co/Sl3Kionm9l #walangpasok #RubyPHÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Â\\x9d',\n",
       " 'Power shock followed by petrol bomb:#pakistan #pmln #pti Sharp increase in electricity tariff http://t.co/nCLsFRVIcc',\n",
       " '38 cities in India fall in high risk earthquakes zones  - India Today http://t.co/5PGlJvIKa9 via @indiatoday.Action needed tosave the cities',\n",
       " 'RT @Revelation1217: There Will Be Earthquakes: The Crust Of The Earth Violently Roars To Life In Chile And Nepal https://t.co/WngQfEg8oT viÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9b_',\n",
       " 'RT @sarpatterson: The last sunset before the storm hits... stay safe friends â\\x9d¤ï¸\\x8f #miami #irma #hurricane https://t.co/PTF1wyt7I9',\n",
       " 'US #USNews #California #earthquake #environmentalists California Environmentalists Decry Wildfire Plan http://t.co/ebYdyjw4sL',\n",
       " 'Buhari at #UNGA, earthquake in Mexico | See our top 10 photos from last week - https://t.co/WtkGwYeU3U https://t.co/NI4ikQqt6W',\n",
       " 'Boycotts? Buyer pressure? @snolen has some smart thoughts on how to respond to the #Bangladesh tragedy. http://t.co/OFRfDYiaMo',\n",
       " 'ReadNewsFast: Breaking news: Election manoeuvres and Nepal appeal / More at http://t.co/sulcjAe0Ex',\n",
       " '9TV has been continuously covering #Hagupit from 6:45 tonight. Great work, @9newsph.',\n",
       " \"#MONEY #IRMA business How the surging yuan will affect China's economy https://t.co/UuSZh4kMeZ https://t.co/uCSoXqvV0I â\\x80\\x94 Bloomberg (busâ\\x80¦\",\n",
       " 'What part of climate crisis &amp; transportation do you ignore?  http://t.co/tJCXPqFvME  #VisionZero #ActOnClimate http://t.co/YdReSsJW1s',\n",
       " '#Modular #homes match the quality and appearance of traditional stick-built houses. https://t.co/kyYOvIjjJT #Irmaâ\\x80\\x9aÃ\\x84Â¶ https://t.co/4obwbAI5yt',\n",
       " 'RT @callumdavid1: Still shooting on day 2 of the TV commercial. The show must go on! #FloodsPH',\n",
       " 'Daily Times - COMMENT : #Awaran Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x9d #Balochistan #earthquake  Mir Mohammad Ali Talpur http://t.co/5wRkaKeF0i',\n",
       " 'With Hurricane Irma threat on his mind, Alex Avila delivers in the clutch for Cubs https://t.co/0J6nspbR4e #Cubs https://t.co/Sgav4TQjCJ',\n",
       " 'RT @nate_bukaty: Wow Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x9c@Ianfitzespn: Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x9c@PatrickSandusky: This is colorado springs right now. Look at this photo and be shocked.  http://t. ...',\n",
       " \"Trump's 10 out of 10: Nearly 80% of Puerto Rico Is Still in the Dark https://t.co/YZIhp56ouj https://t.co/aqA4AvNzUY\",\n",
       " 'going back to the Philippines in the middle of typhoon season because yolozxzx',\n",
       " '\"The impacts of climate change are beyond our capacity already.\" #TyphoonHagupit http://t.co/l1RFTHCUhs',\n",
       " \"Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x8f@AstroTerry: Typhoon #Hagupit looked incredibly powerful- thankfully it looks like it's dissipating http://t.co/ZKl6ou8F68Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Â\\x9d\",\n",
       " 'Electricity price Increased 5.67 per unit over 200 Units consumers #pakistan #Wapda',\n",
       " 'Puerto Rico : Dot .PR domain shares the status of the rebuilding island #domainnames https://t.co/5MubZ9hD0u https://t.co/4V5uR0tZjv',\n",
       " \"After Irma, I'm wondering if Florida should still be our retirement destination. Would we ha https://t.co/8EYqBSby7e https://t.co/jbsARdxeR2\",\n",
       " 'With the landing in Russia, I believe that Olympic meteor dodging should be an event.',\n",
       " 'Federal Embargo Forces Those Leaving Puerto Rico to Abandon Their Pets or Not Leave atÃ\\x83Â\\x83Ã\\x82Â\\x82 All https://t.co/oH4mJ7pvcz https://t.co/2XkqYYjNOx',\n",
       " 'Dr. Jim Denison: California Wildfires, Whose Door Will You Knock OnÃ\\x83Â\\x83Ã\\x82Â\\x82 Today? https://t.co/0yTKdwLl8g https://t.co/xP68QWCiEk',\n",
       " 'RT @BSO: LilÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢ Flip Defends Donald Trump, Calls Out His Haters Over Hurricane Harvey (Video) https://t.co/YrKT09IbgE https://t.co/1Uz8D9v5uT',\n",
       " 'Philippines braces for the worst as Typhoon Hagupit wreaks havoc http://t.co/54x3q5nqBN nvt',\n",
       " 'Typhoon images.. RT@GMA: Hagupit lashes the Philippines - @hamishNews reports from Legazpi. http://t.co/wyg8q1tIGE http://t.co/KRXe6uJb7jÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Â\\x9d',\n",
       " 'Typhoon Hagupit over the Philippines on Dec. 6, 2014 - 10News',\n",
       " '#USA https://t.co/9fppNc3emo HURRICANE IRMA Is Strength of F3 Tornado Pounding You for 8 Straight Hours https://t.co/oJHy0uQxHY',\n",
       " '#Gurkha should be sent now!!! #NepalEarthquake @DavidCameron_MP http://t.co/ff2v3w2xHc',\n",
       " 'Ã\\x82Â\\x89Ã\\x83Â¶_ http://t.co/Pu9FtnNpOW 717 Ã\\x82Â\\x89Ã\\x83Â¶_ #TyphoonHagupit Ã\\x82Â\\x89Ã\\x83Â¶_ Typhoon Hagupit Ã\\x82Â\\x89Ã\\x83Â¶_ Typhoon brings strong winds, rain http://t.co/oq2PNkoidw',\n",
       " 'Thanks to Hurricane Irma, you may have to forego that Thanksgiving pecan pie https://t.co/o3UPN6cNwt https://t.co/RqRPdPAfef',\n",
       " 'My heart goes out to the people of St. Croix effected by hurricane Maria Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â¼Ã\\x83Â\\x85Ã\\x82Â¸BÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â¼Ã\\x83Â\\x85Ã\\x82Â¾E Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â\\x82Ã\\x82Â\\x9dÃ\\x83Â\\x82Ã\\x82Â¤Ã\\x83Â\\x83Ã\\x82Â¯Ã\\x83Â\\x82Ã\\x82Â¸Ã\\x83Â\\x82Ã\\x82Â\\x8f https://t.co/1wX2ppkFLS',\n",
       " 'Telnet attacked from 163.47.248.25 (NC, New Caledonia)',\n",
       " 'Meet Carmen YulÃ\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â\\x82Ã\\x82Â\\xadn Cruz, the woman taking on Donald Trump after Hurricane Maria https://t.co/p11o4rxXv4 https://t.co/y0NH8IRxbg Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x9d NewsweeÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦',\n",
       " 'RT @2SIAO4U: #sghaze excuse not to complete homework cause cant see . LOL .',\n",
       " '\"@breakingweather: #Hagupit will continue to bring devastating impacts to the Philippines through Sunday. http://t.co/ljmIyz8od5\"',\n",
       " 'RT @AdmireAriana: Heat wave in Australia. Flooding in Jakarta, Indonesia. The world is going wrong.',\n",
       " 'Disasters like Harvey and Irma show how lawyersÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x99 stodgy rules kick Americans whenÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦ https://t.co/4U02wH13xq https://t.co/3ogroKzyXl',\n",
       " 'who came up with the hashtag #bigwet for this yearÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x99s flood?',\n",
       " 'Philippines: New dangers from massive typhoon - KPRC Houston http://t.co/j6qq340a1Y #AmbulanceNews',\n",
       " 'Media Confirmations about Wildfires in California predicted by Clairvoyant DimitrinkaÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦ https://t.co/QkavSexnx5 https://t.co/7V6ehC5efd',\n",
       " 'Fascinating: trying to use the smallest clues to learn how the California fires started. https://t.co/ge9W5dTNTK https://t.co/RQ2sBORq4d',\n",
       " 'Click HEREÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â\\x85Ã\\x82Â¾Ã\\x83Â\\x82Ã\\x82Â¡Ã\\x83Â\\x83Ã\\x82Â¯Ã\\x83Â\\x82Ã\\x82Â¸Ã\\x83Â\\x82Ã\\x82Â\\x8fhttps://t.co/McDIFuPAWK #Finance #Politics #Business Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x93Ã\\x83Â\\x82Ã\\x82Â¶Ã\\x83Â\\x83Ã\\x82Â¯Ã\\x83Â\\x82Ã\\x82Â¸Ã\\x83Â\\x82Ã\\x82Â\\x8fPost-Harvey Houston faces a car crunch https://t.co/h0exP5cPr1',\n",
       " 'RT @prophecydude1: Foul smell reported across Southern California :: Prophecy Dude http://t.co/4I2wQHCo via @webnode #earthquake #fb',\n",
       " '@sxeishorty MARIA GETTING DRESSED AT LEAST SHE IS PRETTY IRMA WAS A REAL DOG LIKE UGLY https://t.co/Oc7ZafwOfS',\n",
       " \"Irma's effect on the Boca real estate market https://t.co/ogv8HYOLgX Important info from my friend Nancy Hack https://t.co/0xzooT9nbM\",\n",
       " 'Books: Surviving the California wildfires, George Saunders wins the Man Booker and more https://t.co/20AkgrRI0r https://t.co/pVK3GGi5Np',\n",
       " \"RT @latimes: Column: As California burns, here's what you need to know about fire insurance https://t.co/Q0wXjtwBA9 https://t.co/ia9bt6L4FJ\",\n",
       " 'all levels sa laguna no classes tomorrow (december 5,2014) #RubyPH',\n",
       " 'SOMETHING VERY BIG is COMING-Hurricane Maria &amp; Jose Before OctoberÃ\\x83Â\\x83Ã\\x82Â\\x82 12,2017? https://t.co/MwaRksycHO https://t.co/PYRQ3fYbvj',\n",
       " 'Why a Navy Hospital Ship in Puerto Rico Has Hardly Been Used #daily #news https://t.co/RM7LIB63TV https://t.co/unKOqIf1O0',\n",
       " 'RT @OxfamAustralia: MEDIA RELEASE: Humanitarian crisis in #Vanuatu in the aftermath of #CyclonePam https://t.co/2oyLiDvPve',\n",
       " '@SeminoleSO- Duo arrested for CUTTING POWER LINES during Irma crisis to sell for drug $$ https://t.co/4g9aoyDURk',\n",
       " \"Water &amp; Wastewater | Typhoon Lashes Philippines, Amid Fears of a Repeat of Last Year'sÃ\\x82Â\\x89Ã\\x83Â\\x9b_ http://t.co/hKI4QNh1m6\",\n",
       " \"It isn't over just yet: http://t.co/dKdwavUJ #FNQ #BigWet\",\n",
       " \"Tropical Cyclone Olwyn landfalls as NASA's Terra satellite flies overhead http://t.co/EyDMJnSxgA #space\",\n",
       " 'RT @tweetcatholics: Alleged Eucharistic Miracle After Earthquake In Mexico. Is ItÃ\\x83Â\\x83Ã\\x82Â\\x82 Real? https://t.co/64GZxQxNmL https://t.co/OGOpTRPpII',\n",
       " 'Report by UNAM seismologists on #Mexico #earthquake of Sept 19 https://t.co/JkZtBhtk4b https://t.co/Gjh92CooHL',\n",
       " 'Top #Lebanese figures condole with #Iran on earthquake https://t.co/6sc2e78q1S #IranQuake https://t.co/Uo8E2two3J',\n",
       " 'RT @btemps: Great news California. Lot of earthquake experts on my flight to San Francisco.',\n",
       " 'Pics of NOAA Southeast Science Center in Miami, post Irma. https://t.co/4A7Q8yqS3G',\n",
       " '@momblogger @JVRufinoINQ @mlq3 @philippinebeat @nashtysmans @rapplerdotcom More letters &amp; harder to find archive later. #ReliefPH #RescuePH',\n",
       " '#Hagupit just before landfall. Make #BigPolluters pay http://t.co/lrDjNJttqi http://t.co/90dCWVV8R6',\n",
       " 'Modular homes offer remarkable value. https://t.co/rGI94EKOdk #Harvey #Irma #container #architecture https://t.co/NDgrXMQuVt',\n",
       " 'Mexico music professor: I was about to teach a class when the earthquake struck https://t.co/w9HvK6xZcO https://t.co/bozSkaILMD',\n",
       " \"Typhoon-hammered Philippines in 'fight for our survival' :TRFN http://t.co/d3r4qW3oVk #News\",\n",
       " 'Video: Millions at risk as Hagupit th... http://t.co/QrkhWrNwBu via http://t.co/SCffN43TLQ',\n",
       " 'TS Hagupit passing Samar Is &amp; heading towards Masbate Is http://t.co/MxvYl9V2Kb',\n",
       " 'Update on Typhoon in the PhilippinesÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x93prayer works!... http://t.co/lAO9evrV9R',\n",
       " 'Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x85Ã\\x82Â\\x93ShamefulÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â\\x9d move by St Kitts-Nevis following Hurricane Maria- https://t.co/w5HxyHBBQo https://t.co/80eexzaWPo',\n",
       " 'House lawmakers to vote on $8.5 billion Harvey bill - https://t.co/DbSPpvii7b https://t.co/neT7dT9Y5x',\n",
       " 'Fake News: NO Illegal Muslim From Iran Arrested For Starting California Wildfire https://t.co/Jpy9qS6WP1 https://t.co/Bap27F0OMh',\n",
       " 'Winston-Salem native back in NC from St. Thomas after Irma https://t.co/1atxYXiYh4 https://t.co/DwWTZp7MYa',\n",
       " 'Upheaval at California #fire district as chief waits to be fired https://t.co/mRpI9mXgEe https://t.co/ZTT9yWpEpQ',\n",
       " \"RT @mamamellet: @troyesivan @tyleroakley what's going on California? Did you feel the quake at all?\",\n",
       " '#Insurance A look at earthquakeÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢s impact on California region [link removed]',\n",
       " '@Floridays0 Happy Belated Birthday Blue Crab Meal interrupted by Hurricane Irma ! https://t.co/rreqHpJRDf',\n",
       " 'San Juan mayor threatened by Montana energy company extorting Puerto Rico https://t.co/iUkhLmY7mK https://t.co/RIxRF1tGir',\n",
       " 'Lee County elections are an afterthought post-Irma https://t.co/7gvoS6oQig https://t.co/8Y8T2XHGhk',\n",
       " 'RT @etribune: (News) Electricity tariff increased for residential consumers http://t.co/VpcBoEn0nN #Islamabad #Pakistan',\n",
       " '#Typhoon #Hagupit sweeps Philippines http://t.co/huaJYAzaHu #TyphoonHagupit',\n",
       " 'Pipeline vs. Rail: Canada Oil Train Crash #stocks #fx http://t.co/vKGhuNyCno',\n",
       " 'The Colorado Springs Influencers Daily is out! http://t.co/5kgzIllX Ã\\x83Â¢Ã\\x82Â\\x96Ã\\x82Â¸ Top stories today via @FocusPRTeam @COCharterXaminr @generousmind',\n",
       " 'Will Harvey And Irma Affect Attitudes On Climate? Probably Not. https://t.co/fGe2HCZLuM https://t.co/954m7zAnZD',\n",
       " 'Is this the actual most reliable?? http://t.co/rFCoIrfz  #bigwet Leeds',\n",
       " 'A selection of Sunday front pages focusing on the California wildfires. https://t.co/825Sff9XT6',\n",
       " 'RT @XSTROLOGY: Inside a #Scorpio is a volcano threatening to explode.',\n",
       " 'Irma, Harvey, Jose. How do hurricanes get named? https://t.co/GTaf4yZNj7 https://t.co/2yWuljgwhX',\n",
       " \"New New : Hurricane Maria: Puerto Rico officials describe 'apocalyptic' conditions - https://t.co/sIegdNvrrz https://t.co/otDBcL3VBZ\",\n",
       " '#qanda Redirect Tony Abbott to Nepal - please',\n",
       " \"How y'all dealing with Irma down there fam? https://t.co/Oappz5H13I\",\n",
       " 'New footage of the earthquake in Mexico via /r/videos https://t.co/h4rTkba2ff https://t.co/f6WQZMaIOl',\n",
       " 'RT @NOAADigCoast: Explore the technique @GTMReserve uses to help reduce their wildfire risk. https://t.co/37OXLY2nx4 https://t.co/0eSigZZYDt',\n",
       " 'Gas prices in #Charlotte spike because of Harvey #CLT https://t.co/AF7pDCNUTv https://t.co/gXehQ0hX7P',\n",
       " '12/8/2014: Front Page: Typhoon lashes Philippines http://t.co/zI3ST0LxaB',\n",
       " 'Bonita Shores Aerial Drone Post Irma Watch Now á½\\x849https://t.co/5asOG4iwfp https://t.co/L3jaaVtWiJ',\n",
       " '#Iphone Hagupit turns deadly as it lashes Philippines  http://t.co/Gybll0Z2xW',\n",
       " 'California wildfires force Congress to consider funding reforms Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x9c WashingtonÃ\\x83Â\\x83Ã\\x82Â\\x82 Examiner https://t.co/CQMSGzxjWg https://t.co/zt0bhAQwsl',\n",
       " 'Hurricane gloriairenesandy.. What next?',\n",
       " 'RT @FacesPics: This coconut hit by hurricane Irma is scarred for life https://t.co/BrNDOXYe34',\n",
       " 'RT @NoahGrayCNN: Flight to Miami. Ticket was $81 #Irma https://t.co/1HQvIYEzRt',\n",
       " 'RT Stunning book on #Guatemala now on #Kindle http://t.co/S0Sfsniu',\n",
       " 'Watching Live updates  if typhoon hagupit at CNN. http://t.co/f97OLEIDGl',\n",
       " 'Channel islands Child Rape Scandal could bring-down UK Government http://t.co/Hv9dXV72EK',\n",
       " 'Early Evening Wednesday forecast track for #hurricane #Maria. @WSAV @WSAVKrisA @KyleDennisWx @WSAVariellas https://t.co/lefALxevdq',\n",
       " '#walangpasok updates are coming :3',\n",
       " '@MariaBartiromo @foxandfriends @CNN @MSNBC @GMA @LifeZette @GovMikeHuckabee @DNC @HouseGOP Harvey/Irma cld use $$$ https://t.co/0rhHgb4c94',\n",
       " 'Power of Nepal earthquake was equivalent to 20 atomic bombs http://t.co/gjvPgYz5BE',\n",
       " 'Hurricane Maria blows 900 FINRA arbitration cases off course https://t.co/LMUYVqaTuq https://t.co/WRUjrtL4Wv',\n",
       " 'Harvey may pinch some Gulf Coast refining, chemical projects https://t.co/O9fw9raVMw',\n",
       " 'Recovery after cyclone Phailin versus Recovery  hurricane katrina http://t.co/0BKvilL8ho',\n",
       " 'Powerful typhoon leaves 21 dead in Philippines Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x92 Fox News http://t.co/rKxxwQWIMA',\n",
       " 'RT @a_lexia707: on fire just like california #GayFever https://t.co/z3dIBYSR5J',\n",
       " '#Hagupit Has Arrived...',\n",
       " '\"@timesofindia: Typhoon Hagupit slams into eastern Philippines http://t.co/EsF3WWsf5h\"',\n",
       " 'Super Typhoon Lashes Philippines as 600,000 Flee http://t.co/LoFyJ4Ptm9',\n",
       " 'RT @RGFouts: We have tornado shelters but tornados have @thedavidparrett shelters',\n",
       " '#Earthquake M 1.5, northern Alaska http://t.co/VMx62ict',\n",
       " '#Mexico earthquake. Burma,Myanmar Pagoda. https://t.co/YaISIQEUMk',\n",
       " 'Quake Magnitude 5.1, Vanuatu Islands.  http://t.co/0DDsXvWQx8',\n",
       " 'New Story: Clark GirlÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢s Soccer and Hurricane Harvey https://t.co/DZ3c7JZS9S https://t.co/f23UJiRIVL',\n",
       " 'Hurricane Harvey: Reflections of a Keyboard Warrior - https://t.co/N8nMOZgxdI https://t.co/rNSvGXGfxm',\n",
       " 'Typhoon Hagupit blows into Philippines - http://t.co/wENwutApJW',\n",
       " 'Juanita recognizing Julie and Irma! @HomeDepot6593 @LewisHom @BlueRT10 https://t.co/EHBRtJRBUP',\n",
       " 'Major earthquake hits Nepal http://t.co/OJbYLw2RuQ #Nepalquake',\n",
       " '@CinziaEventi1 Irma Records Production per gli WEB https://t.co/5hqZyxmA2k',\n",
       " 'RT @SPACEdotcom: Russian Meteor Crash - Trail and Trajectory Animated http://t.co/5rfaIRlO',\n",
       " 'In Soviet Russia, people hits meteor.',\n",
       " 'RT @zesty_raiders: Raiders Release Statement on Central Mexico Earthquake https://t.co/DPkzp2ldyA https://t.co/KSdPD5Vfi8',\n",
       " 'the name Harvey is canceled. https://t.co/wSh2tGNM4F',\n",
       " '#quake Can this be serious http://t.co/6jaQaSGo',\n",
       " 'Israel strikes hit Gaza security HQ http://t.co/NX3KeoiJ5t',\n",
       " 'Kathmandu was a geological time bomb http://t.co/l0fk8G0Imr']"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_test.TweetText[(np.array(BERT_pred)=='other useful information')&(true_label=='not related or not informative')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Short time lapse video from James Reynolds of EarthUncutTV as typhoon Ruby (Hagupit) approaches Calbayog City,... http://t.co/JiYbXJBzHu (1)\n",
    "2. The Bay Area media is going a little over board with this Napa earthquake. Do we really need updates every 15 minutes? (4)\n",
    "3. Prayers to all affected by Irma, Maria and the Mexico earthquake! Mother Nature seems pissed off at us all! https://t.co/0sfH9GIoRo (1, 4)\n",
    "4. 38 cities in India fall in high risk earthquakes zones  - India Today http://t.co/5PGlJvIKa9 via @indiatoday.Action needed tosave the cities (5, 6)\n",
    "5. Major earthquake hits Nepal http://t.co/OJbYLw2RuQ #Nepalquake (1)\n",
    "6. Powerful typhoon leaves 21 dead in Philippines Fox News http://t.co/rKxxwQWIMA (1)\n",
    "7. Now everyone is religious Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x82Ã\\x82Â¤4 #prayforblahblah #harvey #irma #maria #mexico #hurricane #earthquake https://t.co/nzEbRWQG8W (3, 4, 5, 7)\n",
    "8. Trump's 10 out of 10: Nearly 80% of Puerto Rico Is Still in the Dark https://t.co/YZIhp56ouj https://t.co/aqA4AvNzUY (1)\n",
    "9. Irma, Harvey, Jose. How do hurricanes get named? https://t.co/GTaf4yZNj7 https://t.co/2yWuljgwhX (5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True: other useful information ; Pred: not related or not informative"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Slept in b-rooms w/ doors closed...winds &amp; rains pummeling windows... a bit much for us. -R. Lambert @CatholicRelief  Tacloban head #Hagupit',\n",
       " \"Surely,this will unite hindus of india&amp;nepal with xtians of the world against islam.isn't it??embarrassed to commnt? https://t.co/KtdJbGuYyu\",\n",
       " 'RT @Projonmo13: [MAY DAY] Love &amp; #Respect to all the workers around the globle! #mayday #savar #shahbag #saveBangladesh http://t.co/9OiÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦',\n",
       " \"No classes here in Bicol tomorrow. Stay indoor Listics! Keep safe in behalf of us Ã\\x82Â\\x94Ã\\x82Â\\x81Ã\\x83Â\\x9c Don't forget to add us on your Prayers! #RubyPH\",\n",
       " 'I think it\\'s really unfair to judge smthg like \"oh, Nepal had a disaster. It\\'s because they totured 1000 animals. Serves them right\"',\n",
       " '1st Day for staff...Post Harvey...not your normal school uniforms! #mvecares #fantabulosity a day of learning https://t.co/xW7DHaaCe7',\n",
       " 'Strong winds are making the trees around the house dance and sway violently. #RubyPH Scared that the worst is comingÃ\\x82Â\\x89Ã\\x83Â\\x9b_ It will be a long day.',\n",
       " 'please bury your trash more than 3ft below the ground, specially human waste, that is the only way to prevent an epidemic #nepalquake',\n",
       " 'Kids playing at sea pier just before maximum intensity of #Typhoonhagupit #Typhoonruby affected #Legazpi #c... https://t.co/L1rnyB1M1J',\n",
       " \"well damn a city i was gonna visit in the philippines got struck by a big ass earthquake and i'm gonna b there in 1.5 months\",\n",
       " 'RT @atomaraullo: #RubyPH is really slow moving, aside from its wide diameter. Wind intensity went down a  notch some 7 hours ago, but is noÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦',\n",
       " \"Some weirdo went into LAX airport wit a rifle &amp; start bussin... That shit ain't random! It's bout that time\",\n",
       " 'Brisbane River #Auspol Tim Gold Coast #qldfloods #lca2013 Incredible -- an individual gotta see this',\n",
       " 'Weighing things LOL! #mornings #tee #white #boxers #newflame #silence #rubyph #go #pray http://t.co/cuqRGdoS3j',\n",
       " '#GlobalWarming #FAIL RT Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x9c@LeighPatrick: Snake oil salesman &gt; RTÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x9c@HuffPostCanada: David Suzuki: Is #abflood a sign of climate change?Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x9d',\n",
       " 'So much LOVE for #Frida - a true Hero Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â\\x82Ã\\x82Â\\x9dÃ\\x83Â\\x82Ã\\x82Â¤Ã\\x83Â\\x83Ã\\x82Â¯Ã\\x83Â\\x82Ã\\x82Â¸Ã\\x83Â\\x82Ã\\x82Â\\x8fÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x86Ã\\x82Â\\x92E #Marine #Navy #RescueDog #MexicoEarthquake https://t.co/3PqvZZgJkV https://t.co/c0PmeoYQvU',\n",
       " \"@RajAgra so far so good. There are aftershocks and weather's turning worse. Fingers crossed. #NepalEarthquake\",\n",
       " \"RT @ReachOutWW: Watch E! News RIGHT NOW to catch our very own @codywalkerroww's interview! #Nepal #Game4Paul #ReachOutWorldWide http://t.coÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9b_\",\n",
       " 'RT @gpph: Nature does not negotiate: climate catastrophe is with us now! http://t.co/zfFOY4ASMN #hagupit #cop20 #cop20lima http://t.co/f1THÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦',\n",
       " 'http://t.co/jrWaheKO9P Any news on my bro Philip Green much appreciated. My love to all affected by the #NepalEarthquake Ã\\x82Â\\x87_Ã\\x83Â\\x813',\n",
       " 'I got all teared up when I saw this picture from #NepalEarthquake . God protect your children Ã\\x82Â\\x87_Ã\\x82Â¢2 http://t.co/zlWGPi2cZO',\n",
       " '#HurricaneMaria #PuertoRicoRelief #Trump #MAGA (so his followers can see this) https://t.co/CxdE21zao8',\n",
       " 'this wull probably be one of my last tweet for awhile bc typhoon ruby/hagupit ok bye',\n",
       " 'Typhoon HAGUPIT/Ruby - slow - slow - slow #slow #typhoonhagupit #typhoonruby http://t.co/P57IB53J3A',\n",
       " \"RT @nandaUganda: @MarkHibbsCEIP @ArmsControlWonk didn't #Pakistan just have a 7.7 earthquake? Prolly not a good place for nuclear reactors.\",\n",
       " 'This is tacloban after the landfall. :((( #PrayForThePhilippines http://t.co/y2YwNAnExk',\n",
       " '@electravision I am waiting for the carbon tax bill for the bush fires in nsw. Who will they send it to?',\n",
       " 'This week #CES is spotlighting @Clearwaterfire-protecting the health, safety, &amp; well-being of our community duringâ\\x80\\x9aÃ\\x84Â¶ https://t.co/JKIOFVWhVH',\n",
       " 'RT @USTMEC: The Paskuhan Festivities is moved to  Dec. 11. #Paskuhan2014 #RubyPH',\n",
       " 'RT @Aj_Campion: The tragedy that happened in Nepal is being overlooked by the pointless riot in Baltimore #firstworldproblems',\n",
       " 'RT @gmeiks: With everything else happening in Nepal, the Kathmandu Post is still covering other world news, including #Baltimore. http://t.Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9b_',\n",
       " 'http://t.co/WYDc8qVXNe. leading Eng news paper of Nepal.Positive attitude-\"After the darkness,there will be light\".',\n",
       " '#aomarkb #awaran hartquake report just click this link #gwank.org http://t.co/28tjUyAOMf',\n",
       " 'RT @Hiimalexok: OOOOOOOOHHHHHH WHO LIVES AS A COLONY UNDER THE SEA? PUERTO RICO! https://t.co/Y39OKwR9zc',\n",
       " 'Hey MSM Flash flood in Gya, Ladhak do U guys even know about it? @ibncj @TheDarjChron @timesofindia @AdityaRajKaul http://t.co/RT7URDX9ww',\n",
       " 'Container homes can be customized to your favorite designs. #Harvey #Irma #container #architectureâ\\x80\\x9aÃ\\x84Â¶ https://t.co/tXPaFPIib0',\n",
       " \"[ABS-CBN News] 'Hagupit' a cruel blow for already poverty-stricken central Philippines http://t.co/hnDIe7xmNE\",\n",
       " 'RT @FionaAdorno: Watching Trump in Puerto Rico: \"Are You There God? It\\'s me, John Kelly.\" https://t.co/PI5HIXmSCX',\n",
       " 'Philippines team is safe and currently out assessing the damage from #TyphoonHagupit.',\n",
       " 'RT @tariksalama: Extraordinary video of a turkish tourist of #NepalEarthquake #Kathmandu #Nepal  https://t.co/V6063zgRmZ http://t.co/v2MnftÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9b_',\n",
       " 'RT @StanSteam2: Repent!  @cathywilcox1 cartoon #auspol #climatechange #nswfires #insiders http://t.co/D06XiAMxXI',\n",
       " 'Ã\\x83Â\\x82Ã\\x82Â¿QUIÃ\\x83Â\\x83Ã\\x82Â\\x89N COMPRA Y QUIÃ\\x83Â\\x83Ã\\x82Â\\x89N MUERE? #Bangladesh #Inditex http://t.co/ExR163R2ZB',\n",
       " \"#FMRevolution-aries @AAFPGlobal let's support #Nepal #FMleads https://t.co/zfEBj0cn3y\",\n",
       " 'RT @Lulabelle38655: me and my cousins waiting on the power to come back on. #HurricaneHarvey https://t.co/HB2dvKhH7V',\n",
       " 'California on fire again... this one can be seen outside my back door. https://t.co/Idl4SYoRtv',\n",
       " \"RT @MiaFarrow: We can't in good conscience buy from @Walmart @Target @Gap @Sears unless they sign garment factory safety pact  #Bangladesh\",\n",
       " 'RT @AshOfPalletTown: What if the #RussianMeteor is a fossilized Pokemon from space?',\n",
       " \"Puerto Rican #CreditUnion CEO Says 'Pray For Us' After #HurricaneMaria https://t.co/jdnsO4MBzs https://t.co/5KAOTT5Ds3\",\n",
       " 'LGUs announcing suspensions this early :( This is scary. #RubyPH',\n",
       " 'RT @BritishVirginIs: Please read our statement on #HurricaneMaria #BVI #oneBVI https://t.co/IFTHBs2s63',\n",
       " 'RT @rapplerdotcom: Ever wondered what a typhoon as violent as #RubyPH looked like from space? http://t.co/kY4Y2hi1pA http://t.co/3cdCWlqTcJ',\n",
       " 'RT @lokallobaat: RT @Ram_Guha: An excellent piece by Gopalkrishna Gandhi on the lessons from the Nepal earthquake:    http://t.co/WQMsFDz3VI',\n",
       " 'Stand up Puerto Rico means reconstruction. So is for the Manatee Center. https://t.co/Hwfq9hwhKh',\n",
       " 'RT @haligonia: Meteor hits Russia - Youtube Vids: http://t.co/3VJFLPIT &amp; http://t.co/k3kq5ijF (With funky radio soundtrack)',\n",
       " 'To all Paulinians no classes tom. #WalangPasok again',\n",
       " \"'Horror No One Could Have Imagined' in CA From The Weather Channel iPhone App https://t.co/5uMO5l5oJo https://t.co/jNsaWW6716\",\n",
       " 'So happy that your brother Zachary has been found safe @hugh_sheridan Xx #Nepal',\n",
       " '#world #news Philippines: New dangers from fatal typhoon http://t.co/08umT2ztcx #RT',\n",
       " 'RT @PavelRhoads: #YoConfÃ\\x83Â\\x83Ã\\x82Â\\xadoenBruceWillis #meteorito #Ã\\x83Â\\x90Ã\\x82Â¼Ã\\x83Â\\x90Ã\\x82ÂµÃ\\x83Â\\x91Ã\\x82Â\\x82Ã\\x83Â\\x90Ã\\x82ÂµÃ\\x83Â\\x90Ã\\x82Â¾Ã\\x83Â\\x91Ã\\x82Â\\x80Ã\\x83Â\\x90Ã\\x82Â¸Ã\\x83Â\\x91Ã\\x82Â\\x82 http://t.co/OCJRz4at',\n",
       " 'Bahraini citizens in Iraq are safe #Bahrain #Iraq #earthquake https://t.co/HDV3KIucf9 https://t.co/n82HWZqb1V',\n",
       " '@tolaor #RubyPH keeepsafe tola! :)',\n",
       " '#uk #nbl #usa #news Typhoon sweeps across Philippines',\n",
       " 'RT @ABSCBNNews: In case you missed it #RubyPH #Hagupit http://t.co/HkhUdq0J37',\n",
       " 'RT @shekharkapur: What an awaful tragedy #NepalEarthquake  https://t.co/5UsuBO2Ab4',\n",
       " 'Meteor hits Russia. http://t.co/cUCsQLqq #whatshappeningtotheworld',\n",
       " \"Would we drink this water? Let's not forget PUERTO RICO. https://t.co/hRweBCziZ3\",\n",
       " 'Recovery shows Puerto Rico inequalities https://t.co/GAiDiidZxf #3Weather https://t.co/LPXBjZ9dO0',\n",
       " 'Puerto Rico is recovering cell service... with balloons https://t.co/kxQ2XONJEE https://t.co/YKajCOQGDA',\n",
       " 'US mainland not out of the woods yet https://t.co/pamXfz4EAz #SocialMedia https://t.co/0PdUEKrecv',\n",
       " 'RT@NatureNews: The science behind the devastating #NepalEarthquake http://t.co/GHj9xyr0Rw http://t.co/6q3fzsD4TM',\n",
       " 'Praying for everyones safety. Ã\\x82Â\\x87__FÃ\\x82Â\\x87__FÃ\\x82Â\\x87__F #RubyPH',\n",
       " \"West Texas looks like I'm driving through Red Dead Redemption.\",\n",
       " 'Typhoon drenches Philippines http://t.co/vmIioRBbgJ [Sale http://t.co/pAwiBtvDty ] #news',\n",
       " 'Live:  #NepalEarthquake @timesofindia http://t.co/6CDqeQSfG1',\n",
       " '@wendiibabes #RubyPH moving so slow.',\n",
       " 'Sweater weather indeed Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â¼Ã\\x83Â\\x82Ã\\x82Â´3Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â¼Ã\\x83Â\\x82Ã\\x82Â°0 #RubyPH',\n",
       " 'Can u please take a note. @SushmaSwaraj @MEAIndia @PMOIndia @narendramodi @BJPRajnathSingh @HMOIndia @adgpi  https://t.co/hP1GVWqi4n',\n",
       " 'Strong winds||  @NagaCity   #RubyPH http://t.co/QX14xTavoh',\n",
       " 'Instant pond! #rubyPH http://t.co/XyCh1POC3l',\n",
       " '@ArmandVervaeck @AnupKaphle @kundadixit @KanakManiDixit This is an excellent resource. http://t.co/L3iZE7fPoB',\n",
       " 'Still limited #Harvey https://t.co/dLduE8ZgWr',\n",
       " 'Powerful Typhoon Hits Philippines http://t.co/x68KBipb2t']"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_test.TweetText[(np.array(BERT_pred)=='not related or not informative')&(true_label=='other useful information')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Container homes can be customized to your favorite designs. #Harvey #Irma #container #architectureâ\\x80\\x9aÃ\\x84Â¶ https://t.co/tXPaFPIib0' (5)\n",
    "2. Would we drink this water? Let's not forget PUERTO RICO. https://t.co/hRweBCziZ3 (2)\n",
    "3. Instant pond! #rubyPH http://t.co/XyCh1POC3l (2, 8)\n",
    "4. http://t.co/WYDc8qVXNe. leading Eng news paper of Nepal.Positive attitude-\"After the darkness,there will be light\". (1)\n",
    "5. Can u please take a note. @SushmaSwaraj @MEAIndia @PMOIndia @narendramodi @BJPRajnathSingh @HMOIndia @adgpi  https://t.co/hP1GVWqi4n (2)\n",
    "6. I think it\\'s really unfair to judge smthg like \"oh, Nepal had a disaster. It\\'s because they totured 1000 animals. Serves them right (9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True: not related or not informative ; Pred: donations and volunteering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Talk about unconditional support.  We hve the Indian armed forces to look upto. No PR. Netas tweet,The forces do the feat! #NepalEarthquake',\n",
       " '#NepalEarthquake UK firemen sent, \"taken off usual duties\" - like gardening, slabbing, fencing, paving, oh and shagging other blokes wives!',\n",
       " '@VodafoneIN  even airtel has made calls to Nepal free.. for 2 days.. when in need u didnt help people! Shame on u Ã\\x82Â\\x87_Ã\\x82Â¢2 thro away vodafone sure!',\n",
       " 'No one in their right minds would be so insensitive, crass &amp; disrespectful to your heartfelt appeal for help for the Nepal quake victims +',\n",
       " '@PMOlndia @narendramodi #ISIS now gets 2 volunteers from Moradabad, UP. How India allowing to do this? #SaveYezidis #StopYezidiGenocide',\n",
       " \"I've just donated Ã\\x83Â¥Ã\\x82Â£5 to #NepalEarthquake by texting NEPAL5 to 70066 More information here ----&gt; http://t.co/rFHSkpkdk9  Please RT. Thank you\",\n",
       " '#NDRF @NDRFHQ #NationalDisasterResponseForce Doing Commendable Work At #Nepal #NepalEarthquake #PrideOfNation #India http://t.co/aT465rhkN7',\n",
       " 'Entertainment sector can help in mobilizing people n support from countries. Where r u all? #NepalEarthquake  #Nepal #NEPALhelp #Nepali',\n",
       " 'Today at a press conference in New York, Secretary of State John Kerry announced an additional $9m dollars of U.S. aid towards #Nepal. #cnn',\n",
       " 'Cyclone HAGUPIT should be another eye opener for rich countries about climate change impact.. #Come on! Give money to the global pot of CCA.',\n",
       " 'If you want to help Nepal, @SavetheChildren is the #1 org responding there. @good4green works for them; Tweet to her or DM me to help.',\n",
       " \"How Gov. Mitt Handled Emergencies in Mass. (Hint: He DidnÃ\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â\\x82Ã\\x82Â¤Ã\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â\\x82Ã\\x82Â³Ã\\x83Â\\x83Ã\\x82Â\\x82Ã\\x83Â\\x82Ã\\x82Â»t Pay His Bills) http://t.co/0ArKLSw5 (Also promises to help and then doesn't.)\",\n",
       " 'Sleepless working of our PM #ThankYouPM  Tireless working to save lives &amp; help people  #Salute2IndianForces #IndiaWithNepal',\n",
       " 'From Congress not even a single support came at the time of distress in Nepal. It shows congress is anti Hindu party #Salute2IndianForces',\n",
       " 'My Jar of Small Annoying Coins has yielded a fiver I will put towards DEC Nepal appeal donation.  Good time to empty those penny jars...',\n",
       " '@oxfamgb you are welcome, anything I do to help. I spent some time in Nepal trekking &amp; met some great people out there #donatenepal',\n",
       " 'Any updates on how well are the supplies and rescue teams reaching the remote areas? Have been hearing some terrible news. #NepalEarthquake',\n",
       " 'Nepal situation requires massive amounts of help as soon as possible. The US just pledged 10 Million. We are pledging 50 Billion to Iran. Mk',\n",
       " \"#Pakistan-#India peace process must help alleviate #Kashmiri sufferings/HR abuses: we can't have Hamlet without Prince of Denmark! @Mushahid\",\n",
       " 'So nice to see the city of Baltimore come together and do whatever the hell it takes to get their hands on food to send Nepal quake victims',\n",
       " '@UMC_UMCOR: UMCOR Philippines team is taking down a tent w/ supplies ahead of #Hagupit potenially hitting Taclob... http://t.co/hRW0XMJyNw',\n",
       " '@GeorgeHWBush Please help Nepal. Please send some donations there. The death rate is increasing. Please help us stop this. #NepalEarthquake',\n",
       " \"so the Philippines has just been struck by this typhoon, safe to say I'm accepting donations such as iTunes and Google Play Gift cards tnx\",\n",
       " 'Given our strong links with Nepal we will be organising an event to channel support - will post here - heart breaking news Ã\\x82Â\\x87__F Sara &amp; Kay',\n",
       " 'God bless you Rohan ! Do contribute Ranveerians if U can #NepalEarthquake #WeStandTogether  https://t.co/1STAjeNTVN',\n",
       " 'We from @WFP help #Philippines to move food to disaster area #TyphoonHagupit + bring extra rice,life-saving biscuits. http://t.co/PxmrWcQ1ev',\n",
       " 'RT @nytimes: He arrived in Nepal in 1975 as a 20-year-old Peace Corps volunteer. His photos present a timeless portrait of Nepal http://t.cÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9b_',\n",
       " 'RT @SAWhitePlains: Sending off an adventurer today! @VDUBNYC enjoy your vacation in #China before your #reliefwork in #Vanuatu! #service htÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9b_',\n",
       " \"I've just donated Ã\\x83Â¥Ã\\x82Â£5 by just texting this number.   Please help Nepal , by texting 70123 you willÃ\\x82Â\\x89Ã\\x83Â\\x9b_ https://t.co/KjWOrkczOi\",\n",
       " '#FillTheBucket Challenge - Glad to be of small #help to #flood &amp; #landslide victims in #Nepal http://t.co/gGLWjsNR7g http://t.co/f0fSrq0chX',\n",
       " \"This week we're collecting for @redcrossdisasterrelief Nepal.  The Quay will match Ã\\x83Â¥Ã\\x82Â£2 for every Ã\\x83Â¥Ã\\x82Â£1 you donate in our green bucket this week.\",\n",
       " \"@ndtv:'India has demonstrated its global leadership', says US, as India helps quake-hit Nepal haha bechare congressi @priyankac19 @JhaSanjay\",\n",
       " 'Amazing day with RLC Sunday service in Life Groups. Now to recover my garden Irma with a new book. https://t.co/w0NmM1axwK',\n",
       " 'SOUTH Korean work hard to help China invade Japan  http://t.co/7ibXkE3J7i  #Taiwan #Philippines #India #Australia #Vietnam #Indonesia #NYC',\n",
       " 'Supplies to fight off my post- #Irma cold #stress #longhours #loweredimmunity https://t.co/PoqJhMJqP7',\n",
       " 'Ways to help http://t.co/E56FI7n9. Hearing Park Slope Armory needs vols RT @johndeguzman: People are ready to help #NYC. What can they do?',\n",
       " 'An amazing blog by @RichendaG + @kylevermeulen: The challenges facing #NFP orgs responding to the #NepalEarthquake http://t.co/DGio9nSppp',\n",
       " 'Much needed help. Crisis unites humanity #NepalEarthquake  #Nepal  #NepalQuakeRelief  https://t.co/sWFcCv4dBE',\n",
       " 'Friendly reminder: If you want to help #Nepal #earthquake victims, check http://t.co/At9eY5e5Q2 before u choose where to donate. @CharityNav',\n",
       " 'Re: PINOYDRUMS UNIFIED HELP THREAD (POST ALL GENERAL DRUM-RELATED QUESTIONS HERE!) http://t.co/lU1olgZqQ7 #philippines',\n",
       " 'DBM releases P4.69-billion Quick Response Fund for disaster relief assistance, including Hagupit http://t.co/5lKICaSF1I',\n",
       " 'Major Acosta sits with an #Albany NY resident in a shelter @ Salvation Army Albany Center #Sandy. http://t.co/pfacyqiV',\n",
       " '#NepalEarthquake _/\\\\_ REQUEST MY DEAR HUMANITY FRIENDS TO DONATE GENEROUSLY TOWARDS PMNRF _/\\\\_ http://t.co/uqqbKm0WxX',\n",
       " 'Thank god for #Indian forces - two efficient rescue missions in difficult conditions #salute #Nepal #Yemen @PMOIndia @narendramodi',\n",
       " 'Nepal quake victim from NJ remembered for kindness and adventure - New Jersey 101.5 FM Radio http://t.co/45Ke9L3t3h #Kindness',\n",
       " 'Interesting take on volunteering &gt; DonÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Âªt rush to Nepal to help. Read this first | Claire Bennett http://t.co/pAo88QnRdH',\n",
       " ' @TeaPartyTrthSqd:  @FrankConniff \"After saying he\\'d withhold tornado relief funds, National Weather Service upgraded @EricCantor to ...',\n",
       " 'Solomon Airlines &amp; Air Niugini Agree to Assist their New Melanesian Aviation Partner Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9bÃ\\x83Â\\x83Ã\\x82Â\\x92 Air Vanuatu http://t.co/Gq1QmDStgK',\n",
       " 'Thank you @FDNY & @NYPDNews for your heroic efforts to protect New Yorkers during #Sandy. Please RT.',\n",
       " 'I happened to be in Mexico City during the 19 Sep earthquake. Volunteer first responder here. https://t.co/ADKU5qaQFa',\n",
       " 'Riding along with NY Air National Guard in Puerto Rico after Hurricane Maria https://t.co/0uvKd8wq3W #newyork #nyc https://t.co/Px0IkZGP2I',\n",
       " 'Hospital Nepal android app..you can take hospital, doctors and ambulance in your pocket! Interesting',\n",
       " \"@NBCNews it's sad weather hopes Stop very soon , Philippines need some help any body please do something for ?\",\n",
       " 'Guide to Giving for the #NepalEarthquake   via @UNOCHA   http://t.co/eLVY7YIELt  #Nepal #humanitarian #charity http://t.co/BbrDTfVFmS',\n",
       " 'http://t.co/K7ZDSVc4o2 Nepal Earthquake Poses Challenge to International Aid Agencies: The United States, India... http://t.co/ng2eDeZuNB',\n",
       " \"Children needing some (positive) distraction this holiday? Allow @DaisyBridge's summer reading list to help. http://t.co/jMdp4vodsM\",\n",
       " 'Our #BigOrange teams are back at it this morning working with @insideFPL #Irma https://t.co/CCGdLuCR2D',\n",
       " '@ANI_news  Help Nepal,but also help Jal Andolan People in BJP ruled MP.',\n",
       " 'RT @dearscarjames: JUST IN: @justinbieber is coming to the Philippines next week for #YolandaPH relief efforts',\n",
       " 'BeyoncÃ\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â\\x82Ã\\x82Â© and Her Mom Eat at Their Favorite Houston Spot After Serving Meals to HarveyÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦ https://t.co/GkKIVEdhNW https://t.co/xLIJ5wKt1H',\n",
       " \"Google's Project Loon working with AT&amp;T to get basic wireless services to Puerto Rico https://t.co/gQfJzm4Mm5 https://t.co/syk9QSZcCS\",\n",
       " 'International HADR collaboration; Nepal Earthquake: Enhancing International Humanitarian Cooperation http://t.co/jpItq11gm1 #HELPNepal',\n",
       " \"Dog rescues 8 goats in California wildfire. We're not crying, you are: https://t.co/MR0YaLVt0s https://t.co/NxgK0bJTzK\",\n",
       " 'U.S. sanctions are impeding relief efforts for Iran-Iraq earthquake victims https://t.co/L7cHwGff6U https://t.co/asqRko7RL9',\n",
       " 'Human Rights Watch  director Ken Roth criticizes Israel for aiding Nepal while blockading Gaza http://t.co/AiaLsHKdGK',\n",
       " 'KAT Centre | Humane Treatment for Stray #Dogs in #Kathmandu, #Nepal: http://t.co/y1fjcuuloB',\n",
       " 'Israel Sends Humanitarian Aid to NepalÃ\\x82Â\\x89Ã\\x83Â\\x9b_And Gets Slammed By Anti-Israel Left http://t.co/jl6o5JL3UP via @HeyTammyBruce',\n",
       " 'DonÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Âªt rush to Nepal to help. Read this first | Claire Bennett https://t.co/lwhcoK6Jkc via @sharethis https://t.co/lwhcoK6Jkc',\n",
       " 'washing clothes in Ciales , PR after the aftermath of #HurricaneMaria https://t.co/ZTUrbgKiEQ',\n",
       " \"RT @HHSGov: Readout of Acting HHS Secretary Hargan's Visit to Puerto Rico: https://t.co/7QoWpIbo6s https://t.co/VmcYO3Ocxy\",\n",
       " 'From the AP archives: Long lines for water and ice in Puerto Rico town https://t.co/62ZK5aZRnL https://t.co/dK2SBJtTc1',\n",
       " 'Lenders Needed Double As Much Cash Ahead Of Irma https://t.co/VlJbveblR5 #cards #payments https://t.co/npMdsHV0JK',\n",
       " 'California Highway Patrol thanks the Oceanside Fire Department for their service and partnership! https://t.co/srz3cRuHoZ',\n",
       " \"I want to donate so much to Nepal but I'm broke af -alecs\",\n",
       " '@North2North @FSDaybreak @MannyPacquiao   Hopefully, US Athletes and Entertainers can make donations to the Nepal Earthquake relief',\n",
       " 'Harvey Aid, Tax Reform Lead Busy Congressional To-Do List | NBC News https://t.co/x8NLPPL7B3 https://t.co/6QWVf0yY5f',\n",
       " \"UNICEF's #Kathmandu #Emergency #Stocks #Spread #Thin #Unicefs http://t.co/wkTLY9m3GI http://t.co/1aAKz4veWN\",\n",
       " 'Orlando City wins friendly 6-1, helps Puerto Rico https://t.co/15TlfcB1T4 #OrlandoCity https://t.co/JUcpWfUYUo',\n",
       " 'Collection drive for Puerto Rico going on at senior center right now until 430 https://t.co/VOY4ZLzl7B',\n",
       " 'Does anyone want to assist me on Saturday for the Tornado Relief event?',\n",
       " '[WEBINAR] Join @nfg_org @EGAconnects @HIPGive for Energy &amp; Equity in Puerto Rico https://t.co/JrBPSGZWfL https://t.co/CNVizRexOX',\n",
       " 'Ynetnews  Israel lends a helping hand in Nepal. http://t.co/zFXGm7VZho',\n",
       " 'Blink 182Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢s Mark HoppusÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢ Hurricane Harvey Benefit For DogsÃ\\x83Â\\x83Ã\\x82Â\\x82 Impacted https://t.co/dd31kEnJda https://t.co/jVnXzmYKLU',\n",
       " '.@redcrosscanada is accepting donations to the #NepalQuake Fund: http://t.co/5w7iaOAzMK http://t.co/zbIquyVPHB',\n",
       " '\"@CP24: Canada will help Philippines with typhoon impact if needed: Oliver http://t.co/3xZzGpSqmy http://t.co/XVw0ZPbaJ1\"',\n",
       " '@pikepss @gemzone @GrantMaloySmith @glo1233 @GaGa_ArZh @GmaLaDon @GrayAAA @gloie @greg_ranin &lt;&lt; thanks Pam. Reach out and touch someone 2day',\n",
       " 'Better get ADF and aid ready for climate disaster in Vanuatu @JulieBishopMP',\n",
       " 'Powerful aftershocks rattle Nepal as aid arrives in region http://t.co/9GaDtevn0V http://t.co/oXtdTH7aWD',\n",
       " 'Help provide support to Nepal #nepal #cbastyle  http://t.co/O9L0OBKSEk',\n",
       " 'RT @DogFiles: Took in over 250 dogs today in Texas! Donate at https://t.co/S2lCdXjZlZ https://t.co/MxgPq3jyhb',\n",
       " 'Apple Collecting Red Cross Donations for Nepal http://t.co/CyorfJhjBA #climbing #technology http://t.co/lvsQJIO9T9',\n",
       " 'The Latest: Trump vows help in fighting California wildfires https://t.co/J4sSqS08l9 https://t.co/kpBn5N429n',\n",
       " 'ZTE Sets Up Special Taskforce for Nepal Earthquake http://t.co/P0Ry8vYpQ4',\n",
       " 'Please help MADRE help our sister organizations in Nepal  http://t.co/vAYh8voQM7',\n",
       " 'Before you rush to Nepal to \"help\": http://t.co/GqIcPwtDag',\n",
       " 'Support for Puerto Rico shows StratfordÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢s true character - https://t.co/0doGWiXiGo https://t.co/ORoWhaOHlu',\n",
       " 'Support children and families in nepal earthquakes through #unicef http://t.co/9HP7vKqyyF',\n",
       " '#FloodSL# help our brothers and sister https://t.co/r8UtoyDaCO',\n",
       " 'I donated and it feels goodÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½ A #harvey https://t.co/wYs713fJLf',\n",
       " 'RT @ElectrekCo: Tesla starts shipping Powerpacks to Puerto Rico https://t.co/kCVwDp03n9 https://t.co/f1ujOLsgnP',\n",
       " '@GabbbarSingh Immediate can be via SGPC sending food packets https://t.co/8wZaL3G1mX',\n",
       " 'Residents bring mission of hope to Puerto Rico https://t.co/g8jY5364ab https://t.co/HxE269VSmc',\n",
       " 'Puerto Rico Benefit in a few days! https://t.co/y8UIyS17Ay https://t.co/Mr5iyok6Zt',\n",
       " \"Here's how you can help. https://t.co/RoqEqyTYbi\",\n",
       " 'Donate to help Katmandu: http://t.co/IG4NyGZYGM']"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_test.TweetText[(np.array(BERT_pred)=='donations and volunteering')&(true_label=='not related or not informative')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Today at a press conference in New York, Secretary of State John Kerry announced an additional $9m dollars of U.S. aid towards #Nepal. #cnn (1, 10)\n",
    "2. I've just donated Ã\\x83Â¥Ã\\x82Â£5 to #NepalEarthquake by texting NEPAL5 to 70066 More information here ----&gt; http://t.co/rFHSkpkdk9  Please RT. Thank you\" (1)\n",
    "3. Donate to help Katmandu: http://t.co/IG4NyGZYGM' (1, link expires)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True: not related or not informative ; Pred: sympathy and support"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#Hagupit to hit the day we were to be in Tacloban to talk to #epayments recipients post-#Haiyan. Still recovering &amp; now in harms way. #sad',\n",
       " 'Hoping to God more people are found safe and well in #Nepal ... Especially my old school and footy mate!! #pray #NepalEarthquake #NepalQuake',\n",
       " \"My thoughts go out to Nepal. I shudder at the aftershocks they must be having and will have for weeks. I'm flashing back to '94 (only a 6.8)\",\n",
       " 'so heartbreaking , the people in tacloban was hit by Haiyan last year &amp; now , devastated again by a new typhoon #PrayForThePhilippines',\n",
       " \"Ahhh, I like can't even sleep, apparently this #RussianMeteor is unrelated to the one that's supposed to pass in a few hours! :o\",\n",
       " 'Sunny day already in Cebu. Thank God for sparing us from the wrath of #Hagupit  But still praying for the safety of the people in Luzon. Ã\\x82Â\\x87__FÃ\\x82Â\\x87__FÃ\\x82Â\\x87__F',\n",
       " '#pray for all who perished in the #NepalEarthquake and that many would be rescued \"we r all ONE HUMANITY and weHELP each other .',\n",
       " 'As #Hagupit #RubyPH exits the #Philippines, let us all continue to pray that this unusual-type-of-storm does good... http://t.co/3a0ad75R1Q',\n",
       " 'Prayers for Nepal as well. I devestating earthquake has struck. Thousands dead, open your mind and see whats going on! #preyfornepal',\n",
       " 'Typhoon HOGOPIT - H-X - PITT dive PHILIPPINES BECAUSE YOU THAT OUR division by my husband ! THE WILL OF THE CREATOR TO ARE TOGETHER !!',\n",
       " \"@weatherchannel @CoTCPerth Um .... glad I'm not in #Vanuatu on holidays. This one could be devastatingly bad! #Thinkingofyou #Pamisabitch\",\n",
       " 'To all filipinos out there, keep safe, stay at home, take care &amp; God Bless to all of us, always keep praying #RubyPH',\n",
       " 'http://t.co/EDekZ8tzT9 stupid but you reap what you sow, this is humanity...#fuckyou #NepalEarthquake #prayfornepal',\n",
       " 'This is what signal #3 looks like here in Batangas and praying that it stays the same the whole day! Ã\\x82Â\\x87__F #Calm #RubyPH http://t.co/XBIsQnxmNg',\n",
       " '#Pray 4 #Nepal! Heartiest condolences 2 families &amp; frds of their loved 1s who lost their lives. May their souls RIPÃ\\x82Â\\x87_Ã\\x83Â\\xa0CÃ\\x82Â\\x87_Ã\\x83Â\\x80C http://t.co/SuJk9XIn6E',\n",
       " 'Nepal makes me ache with all the loss and fear that nothing will be done.  #haiku #PoetryMonth #NepalEarthquake',\n",
       " \"The mere thought of losing someone we love, sends chill down the spine. It's unimaginable what the people of Nepal are going through.\",\n",
       " 'We at Avant would like to send our sincerest wishes, hopes, &amp; prayers to the people of Nepal as they recover from the tragic earthquake.',\n",
       " \"I feel so sorry for the people in Nepal. I pray to those who lost loved once and I'll find a way to make a contribution.@YUVSTRONG12\",\n",
       " \"Ã\\x82Â\\x87_Ã\\x82Â¢C Please pray for the Philippines. I heard that the typhoon 'RUBY' is really strong as hell! And it's coming to Manila tomorrow, I think. Ã\\x82Â\\x87_Ã\\x83Â\\x815\",\n",
       " '\"@markleviste: STORM PRAYER Ã\\x82Â\\x87__F Let\\'s start a prayer brigade. #RubyPH http://t.co/swHmn9z0FQ\"  Be safe Kapamilya #PrayForThePhilippines',\n",
       " \"Shoutout to all kuya's @xendph rider. Braving the storm just to deliver/pick up my parcel. Salute you all! #RubyPH\",\n",
       " 'RT @tourscotland: As you will have gathered by now the people of Glasgow, Scotland, are kind and brave, the best of folks #Clutha',\n",
       " \"Heartbroken by all that's happening in Nepal right now. Were it not for @WordCampNepal I would have never met so many good friends there.\",\n",
       " 'Sonia writes to Nepal PM, expresses shock over loss of lives: New Delhi, Apr 27: Congress President Son... http://t.co/qsEQJAspdy #india',\n",
       " 'Sunday bloody Sunday. RT@abbasnasir59: Thoughts today with the brave people of #Peshawar #injustice #terrorism #KP #pakistan #bloodshed #RIP',\n",
       " 'God is our refuge and strength, An ever present help in trouble.  Psalm 46:1   #RubyPH Let us Pray for everyone. Ã\\x82Â\\x89Ã\\x82ÂªÃ\\x82Â´',\n",
       " 'Candlelight vigil for Nepal Earthquake victims at Vancouver Art Gallery Wednesday 7-9pm. Surrey Holland Park Friday 7-9pm.@GlobalBC @BC1',\n",
       " 'Europaparlament: Press release - Opening:minuteÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Âªs silence for Nepal earthquake victims and M... http://t.co/KR07yjvrZd #EU #Pressedienst',\n",
       " 'RT @verifiedELF: Hopefully the haze dissapear before superjunior arrive in Singapore.We want them to see the beautiful side not this! http:Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦',\n",
       " 'The news from Nepal gets worse every day.The Nepalese community in Wales have my full support as they worry about their relatives.',\n",
       " 'RT @SunDaveDormer: Email from my uncle in LA: All we hear down here is Calgary is flooding and the dumbass anchor said what happens if itÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦',\n",
       " 'GoodMorningÃ\\x82Â\\x87_Ã\\x83Â\\x8aD signal number #2 parin kami Ã\\x82Â\\x87_Ã\\x82Â¢5Ã\\x82Â\\x87_Ã\\x82Â¢5 #PrayForVISAYAS #PrayForThePhilippines',\n",
       " 'RT @rapsodymusic That meteor that flew thru the Russian skies today.......WHOA....crazy!!!',\n",
       " 'Happy that no casualties have been reported in Cebu so far from #RubyPH. Praying the same is true for other areas. http://t.co/PpJzwzTdDb',\n",
       " 'RT @AbuKhalidAK: America wages war against the Muslims, Allah shakes the earth beneath the Americans, in Wine Country, #California.   #EartÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦',\n",
       " 'RT @PrincesseClem: English colleague: it is the end of the world, we should go to the pub #meteorite #englishcommonsense',\n",
       " 'I mourn for 21 dead in Philippines - Bubblews http://t.co/wjXBJEpWap via @GoBubblews  #21 dead #typhoon #Philippines #Luzon #my prayers',\n",
       " '@VirginAustralia are doing a great job despite the petty complaints of some passengers. Have some perspective folks. #qldfloods',\n",
       " '#Nepal Dears Let us light a Candle today evening 6pm for those who are suffering .. Please share and do http://t.co/WXtFRt2uin',\n",
       " 'RT @Pilkington_11: Wow Bad scenes in Glasgow!! A Police helicopter has crashed into a pub! Hopefully there is not too many casualties!',\n",
       " \"Let's pray together for those who lost their family n friends in Nepal.Martin place,Sydney #Pray4Nepal http://t.co/A1ZgHDSgDc\",\n",
       " 'our deep condolence to those people who has devastated by strong earthquake on 25th April,2015 in Nepal &amp; India.',\n",
       " \"RT @WillBlackWriter: It's hilarious how every other place but Russia is having a hissy fit about the #RussianMeteor.\",\n",
       " 'RT @iKiddChris: RIP To Our Fort Riley Soldiers Who Passed In Afghanistan Due To A Helicopter Crash. Thoughts are with your family.Ã\\x83Â°Ã\\x82Â\\x9fÃ\\x82Â\\x98Ã\\x82Â\\x94Ã\\x83Â°Ã\\x82Â\\x9fÃ\\x82Â\\x87Ã\\x82ÂºÃ\\x83Â°Ã\\x82Â\\x9fÃ\\x82Â\\x87Ã\\x82Â¸ http:Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦',\n",
       " 'Dear Philippines: Keep safe during Typhoon #Hagupit. These are your emergency and government social media contacts. http://t.co/Y69qhpT1Qf',\n",
       " \"But they know that the Philippines was hit by the typhoon. They're very concerned and all so sweet~\",\n",
       " 'RT @EdelmanDiana: I want to apologize to the state of Colorado for being so hot and starting all these fires #mybad',\n",
       " 'RT @lala: Praying hard for my family &amp; friends back home in Puerto Rico Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x82Ã\\x82Â¤FÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â¼Ã\\x83Â\\x82Ã\\x82Â¿DÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x82Ã\\x82Â¢2Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x82Ã\\x82Â¤FÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â¼Ã\\x83Â\\x82Ã\\x82Â¿D mi isla bonita https://t.co/sW6rF6KOIq',\n",
       " 'RT @CowboyJeffSucks: Then it should have hit an Islamic city. RT @RealAlexJones Russian Cleric Calls Meteor Strike Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x98Message From GodÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x99 -  ...',\n",
       " 'My heart is with d families dat lost a loved one in the Nepal earthquake. May God bless their souls',\n",
       " 'Typhoon sweeps across Philippines thoughts &amp; prayers r with U &amp; our nurses here worried about loved ones at home  http://t.co/Lsr5HKQBNG',\n",
       " 'A few moments of peace by a lake outside Halabja which was shaken by last weekÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x99s earthquake. https://t.co/CaVNlbfjeM',\n",
       " 'The Premier has promised Bundaberg the full support of the Queensland Government. #bigwet',\n",
       " 'RT @thecrow1one: God bless to Mexico and all your lost lifes after the terrible earthquake...Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x82Ã\\x82Â¤FÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â¼Ã\\x83Â\\x85Ã\\x82Â¾EÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â¼Ã\\x83Â\\x85Ã\\x82Â¸9Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â\\x82Ã\\x82Â\\x9dÃ\\x83Â\\x82Ã\\x82Â¤ https://t.co/iyE8bltXtW',\n",
       " 'RT @CstShaw: Dinner time thanks to @TasteofIndiaNW at police headquarters tonight. #yycflood #yyc http://t.co/07AbYhHN8l',\n",
       " 'Thinking of all my California loved ones, friends and colleagues. Please be safe. #wildfires https://t.co/UsFddxrZeD',\n",
       " 'I hear news about Philippines typhoon. Please be careful Philippines people.  We pray from Japan.',\n",
       " 'We would like to express our #solidarity for #Iran after the terrible #earthquake Original: https://t.co/WKLzZ7Tszm https://t.co/NSyNthVuQV',\n",
       " 'https://t.co/9LFzy8PPAL #Haiyan #PrayForThePhilippines #Philippines #HelpPH #Government',\n",
       " 'Hey. Russia. Can I borrow your meteor to melt all the snow? Kay thanks.',\n",
       " \"Man, another earthquake in Mexico man (I'm 2 hours late I know), Prayers. https://t.co/dl9e6GVPOq\",\n",
       " 'Prayers for #Nepal. Climber Had Camera Rolling When #Earthquake &amp; Avalanche Struck Everest http://t.co/pM8wxP0Eqv http://t.co/3sXVhsYAO4',\n",
       " 'Take care and God bless everyone! #BeStrong #RubyPH #Hagupit http://t.co/lN1jQfc9gR',\n",
       " 'NA expresses solidarity with #Pakhtunkhwa, #Nepal #KPK http://t.co/VmXPUOwoZv http://t.co/igpfwVzQmP',\n",
       " '#FuerzaValpo @ladygaga our country needs your help #PRAYFORCHILE',\n",
       " 'Keep safe everyone #RubyPH #Hagupit #typhoon #Mandaue',\n",
       " '#CaliforniaWildfires so awful! My heart goes out to all affected https://t.co/XJTP0gMwQd https://t.co/yxz1NMZoOr',\n",
       " 'RT @Lepak_: They should like make the singapore flyer spin faster then blow away the haze :D',\n",
       " 'RT @zaria_30: It kills me to see paradise like this Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x82Ã\\x82Â¢2 #cabo #Odile http://t.co/URdUAAdUyZ',\n",
       " 'Nepal....Baltimore....smh #Pray Ã\\x82Â\\x87__FÃ\\x82Â\\x87_Ã\\x83Â\\x80E',\n",
       " 'Dedicated to all my fellow beings from #Nepal Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x93 listening to Time in a Bottle',\n",
       " 'The most heart touchingÃ\\x82Â\\x87_Ã\\x82Â¢Dcouples  #NepalEarthquake #RIP http://t.co/77xoYlpwzd',\n",
       " \"Omg!  This will be f'n amusing  #RussianMeteor\",\n",
       " 'So good to hear @martienssen safe. Frightening timeline #NepalEarthquake  https://t.co/bDLJ6jPq9R',\n",
       " \"#RussianMeteor If my internet goes off, I'll cry.\",\n",
       " 'new zealands having a cry pam and nathaila omg',\n",
       " 'Typhoon #RubyPH  #PrayForThePhilippines Ã\\x82Â\\x87_Ã\\x83Â\\x8aAÃ\\x82Â\\x87__FÃ\\x82Â\\x89Ã\\x82Â\\x9d_Ã\\x82Â\\x95Ã\\x83Â¼Ã\\x82Â\\x8f @thalia @Senyora @Chantalandere https://t.co/55Bl6x9jqh',\n",
       " 'May their soul rest in peace who died in nepal tragedy :(',\n",
       " 'Yo! My Heart And Prayers Go Out To #Nepal :/',\n",
       " 'LetÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Âªs pray for the safety of the Philippine Community. #RubyPH',\n",
       " \"Never stop praying.We'll get through this together! #RubyPH\",\n",
       " 'Praying for the safety of everyone.  #ruby #hagupit http://t.co/IVMehZ4BKq',\n",
       " 'May their souls Rest in peace Ã\\x82Â\\x87_Ã\\x82Â¢2 #NepalEarthquake',\n",
       " 'A loneliness like no other. So heartwrenching. https://t.co/zMohKzcJ5y',\n",
       " \"Pray for everyone's Safety. KEEP SAFE! #RubyPH\",\n",
       " '#RubyPH#lets us pray and help them thank you',\n",
       " 'My thoughts on Suarez 15.20 mins into the show @JamesPearceEcho @TonyBarretTimes @TonyEvansTimes@ @TheAnfieldWrap http://t.co/2Or5U7hRaF',\n",
       " \"praying for everyone's safety.#RubyPH H\",\n",
       " 'RT @theunicornland: Ã\\x83Â\\x90Ã\\x82Â\\x9eÃ\\x83Â\\x91Ã\\x82Â\\x85 Ã\\x83Â\\x91Ã\\x82Â\\x83Ã\\x83Â\\x90Ã\\x82Â¶ Ã\\x83Â\\x91Ã\\x82Â\\x8dÃ\\x83Â\\x91Ã\\x82Â\\x82Ã\\x83Â\\x90Ã\\x82Â¸ Ã\\x83Â\\x90Ã\\x82Â¸Ã\\x83Â\\x90Ã\\x82Â½Ã\\x83Â\\x90Ã\\x82Â¾Ã\\x83Â\\x91Ã\\x82Â\\x81Ã\\x83Â\\x91Ã\\x82Â\\x82Ã\\x83Â\\x91Ã\\x82Â\\x80Ã\\x83Â\\x90Ã\\x82Â°Ã\\x83Â\\x90Ã\\x82Â½Ã\\x83Â\\x90Ã\\x82Â½Ã\\x83Â\\x91Ã\\x82Â\\x8bÃ\\x83Â\\x90Ã\\x82Âµ Ã\\x83Â\\x91Ã\\x82Â\\x88Ã\\x83Â\\x91Ã\\x82Â\\x83Ã\\x83Â\\x91Ã\\x82Â\\x82Ã\\x83Â\\x90Ã\\x82Â¾Ã\\x83Â\\x91Ã\\x82Â\\x87Ã\\x83Â\\x90Ã\\x82ÂºÃ\\x83Â\\x90Ã\\x82Â¸. @thejaychild God playing angry birds #russianmeteor http://t.co/wUm63SCk',\n",
       " \"@Luke5SOS SEND PHILIPPINES SOME LOVE WE'RE EXPERIENCING A SUPER TYPHOON\",\n",
       " 'God bless them! #PrayersforNepal https://t.co/y5pIoWcoU7',\n",
       " 'Stay safe, stay strong, #NepalÃ\\x82Â\\x87__F',\n",
       " '#RubyPH Keep SAFE everyone :))',\n",
       " 'Prayer @god@love #NepalEarthquake',\n",
       " 'Great message from Jan Egeland https://t.co/twbMvQMSSr',\n",
       " 'prayers out to those affected in Nepal',\n",
       " 'http://t.co/lgKcHa4sTn Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x92 News from Nepal as it happens -  http://91.192.103.197/nepalnews-com-news-from-nepal-as-it-happens.html',\n",
       " 'take care Pray lang #RubyPH',\n",
       " 'Nepal. My heart aches']"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_test.TweetText[(np.array(BERT_pred)=='sympathy and support')&(true_label=='not related or not informative')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. so heartbreaking , the people in tacloban was hit by Haiyan last year &amp; now , devastated again by a new typhoon #PrayForThePhilippines\n",
    "2. Nepal makes me ache with all the loss and fear that nothing will be done.  #haiku #PoetryMonth #NepalEarthquake\n",
    "3. The news from Nepal gets worse every day.The Nepalese community in Wales have my full support as they worry about their relatives.\n",
    "4. RT @rapsodymusic That meteor that flew thru the Russian skies today.......WHOA....crazy!!! (11)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True: not related or not informative ; Pred: affected individuals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['V busy #AJE Newshour 21G. LIVE in Nigeria, Nepal, Baltimore, Washington&amp;Sydney. Top story:200 nigerian girls rescued.Are they #ChibokGirls ?',\n",
       " \"RT @MarathonKoach: As 1 among 1st stopped at #BostonMarathon at 25.7, Troubles me seeing '13 medals on eBay up to $1100.  Am I wrong? #fb\",\n",
       " \"More than half a million people evacuated from areas #TyphoonHagupit due to strike but I met many who won't move til tmrw. May be too late\",\n",
       " \"Iranian media says police shot and killed a #suicide_attacker, shortly before entering police #HQ in #Balochistan's port town of #Chabahar.\",\n",
       " \".@thatscribbler Ah, you're moving back home only now? I thought you'd moved back in a day or two ago. I misunderstood. #NepalEarthquake\",\n",
       " 'Just read the newspaper and came to know that 1500 pepoles lost their live in Tragedy in Nepal.My condolences to all those pepoles!! #Nepal',\n",
       " 'Trending Now: #Killed | #Yemen | #Rescue | #Philippines | #Us | #Hostage | #Attempt | #Police | #Typhoon |  via http://t.co/um4nxguKdN',\n",
       " 'Mother waits for phone call from son who is hiking in Nepal: 28-year-old Midland native Eric Chaudhary w... http://t.co/CoQ5Ah1Iq4 (NBC)',\n",
       " 'my niece is back and fine, all good! thank you all, #NepalEarthquake Mariana Malaguti is back and very much alive! http://t.co/nwBoAOjDub',\n",
       " 'The evacuation of people before #Typhoon #Ruby #Hagupit hit successfully reduced the devastation-sad some lives were still lost. #BePrepared',\n",
       " \"After Late Gajender Singh's suicide sponsored by..? Nepal earthquake tragedy sponsored by many NCR builders who r flouting very basic rules.\",\n",
       " 'Philippine capital braces for storm, as Hagupit leaves 27 dead: REUTERS/Cheryl Gagalac A girl looks out of a w... http://t.co/pKV889YlT8',\n",
       " '#Tacloban City was clearly ready this time. 100% forced evacuation along coastal areas was successfully implemented. #Hagupit #RubyPH Ã\\x82Â\\x87_Ã\\x82Â¡0',\n",
       " 'Video: euronews - More than a million take shelter as Typhoon Hagupit hits the Philippines: At least two peopl... http://t.co/6uYNHqSv34',\n",
       " 'Three Super Puma victims drowned: Three of the four victims of the Super Puma helicopter crash off Shetland in August drowned, BBC Sc...',\n",
       " 'I just found out my grandmother is in Nepal, where a 7.8 earthquake has hit. Please send positive vibes foot her safe return home.',\n",
       " 'Manager of a resort in Bhotekoshi was killed by spinning blades of the landslide-rescue helicopter a couple of days back. Uncertain Life !',\n",
       " '@chewytheleftie We heard from her this morning. 70+ hours since she went missing. Still in Nepal so next step is getting her home. Thanks x',\n",
       " 'RT @mrbrown: Blow wind blow! Blow where? Blow to Agung Laksono!   -My (mature) friend on Facebook. #sghaze',\n",
       " 'At least 21 dead. Over 1 million forced into shelters. Typhoon #Hagupit is yet another reminder that we have no... http://t.co/je8fwbV8jr',\n",
       " '@AngelamChoi says: My friends and I are about to have a frankenstorm party part 2. #Sandy #nobig #NYC #rage',\n",
       " '#2 #dead, #900000 #evacuate #as #typhoon #slams #Philippines: Dec. 7, 2014: Strong wavesÃ\\x82Â\\x89Ã\\x83Â\\x9b_ http://t.co/kfdQeVucYO',\n",
       " 'Hagupit turns deadly as it lashes Philippines: Two people are reportedly killed by the typhoon pounding the Philippines with torrenti...',\n",
       " '@fhollande whole country is distracted 6-8 thousands casualties..pay some amount 4 Nepal..country makeover ..looking4visit',\n",
       " 'Many died in #nepalearthquake without repenting and receiving JESUS as their savior but heres your chance as you read this',\n",
       " 'Anyone knows where in #Singapore we can still find stock of surgical masks &amp; N95 masks? #sghaze #masksÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦ http://t.co/JhzKJLbKoL',\n",
       " \"I'll just keep putting off my homework and they'll keep canceling school, right? #procrastination #COflood\",\n",
       " \"Headlines everywhere this morning saying '50 Britons missing in Nepal'. 3600 people have died in Nepal. Sort out your priorities ffs\",\n",
       " \"RT @KooL1015Calgary: .@nenshi let's make Canada Day the 1st day citizens return to downtown #yycflood - What a Great Idea!!!\",\n",
       " \"I'm sure Dan's friends are right. Every loss should be remembered, especially those unnamed, uncounted. http://t.co/sHqSWOoCnp #Nepal #RIP\",\n",
       " '#india Nine Killed After Collision Between Train, Autorickshaw in Bihar: Police: Nine people were killed after... http://t.co/l0DNJ9sdXo',\n",
       " 'Pray no more deadly disasters for the rest of 2014....Typhoon Hagupit tears down homes, leaves two dead http://t.co/eCgB3uvDRI',\n",
       " 'The gravestone of blues legend Clarence \"Gatemouth\" Brown cracked at Hollywood Cemetery in Orange #setxnews #harvey https://t.co/IW05S0Co44',\n",
       " '\"We were all terrified, we thought this was the end.\" Seattle man recounts surviving #NepalEarthquake http://t.co/FuhqQO2J6Z via @evanbush',\n",
       " 'This fb post of an Indian rescued from Nepal shows that such tragedy is also used for marketing! I watched... http://t.co/BGQ7Sierj6',\n",
       " 'Taguig Rescue- Hotline 165-77-77/0917-550-3727. #RubyPH @tolitslaparan',\n",
       " '#BreakingNews Typhoon blasts Philippines, triggering evacuations and haunting survivors of Haiyan: Typhoon Hag...  http://t.co/eC3bawErfF',\n",
       " 'Despite all the hardship for those forced to live in makeshift camps after the #nepalearthquake, still smiles here http://t.co/wpBrhYq8Cl',\n",
       " '@eoiktmnp @MEAIndia Deadbody of Dipesh Rai from Darjeeling still in Patan Hosp Ktm.need of help..@MEAcontrolroom http://t.co/lm96RNj24w',\n",
       " \"I didn't know the death toll for the #NepalEarthquake had risen to over 4000. Absolutely devastating.\",\n",
       " 'NEWS: Sam Bond from Doynton &amp; Susannah Ross from Bath among the missing after #NepalEarthquake http://t.co/orgpSLNOuN http://t.co/nltZhtUohD',\n",
       " '#NepalEarthquake Death toll from #NepalEarthquake passes 3,300,Officials say http://t.co/sBUJV3aO5F http://t.co/4uRma4xwEC',\n",
       " 'Spoke with my parents this morning more than 24 hours of staying and sleeping outside now #NepalEarthquake',\n",
       " 'Thinking of #Kathmandu where doctors are operating in tents w/ no #electricity or #water and death toll rises http://t.co/7Czx9PqUgl',\n",
       " \"RT @photogramel: How is this not our own version of apartheid? WA Aboriginal people denied entry to 'tourist' cyclone shelter. Vile http://Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â°Ã\\x83Â\\x83Ã\\x82Â\\x9b_\",\n",
       " 'RT @Tearfund: More than 80 people were killed last Sunday when two suicide bombers attacked a church in Peshawar, #Pakistan. http://t.co/EVÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦',\n",
       " '600 #DIED NEPAL,BANGLADESH,INDIA #EARTHQUAKE #NEWS #EXCLUSIVE. http://t.co/4WPgbAlbfL #middleeastnews',\n",
       " 'Please RT! Have you seen Molly? #missing #lost #pet in #Mora #MN 55051 https://t.co/aqX4ZZlTGj https://t.co/IfLabj9VuW',\n",
       " 'Filipinos are barely recovering from typhoon Haiyan, &amp; now they have to deal w/ this. http://t.co/yxmFFLDTve',\n",
       " '#hagupit typhoon strikes on #philippines a lot deaths were  Reported :( #pray #Pray',\n",
       " 'RT @BBCBreaking: Four people confirmed dead as police battle Islamic protesters calling for death penalty for atheists in #Bangladesh http:Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦',\n",
       " '#Typhoon Ruby Kills 4 People, Batters #Philippines Anew: Typhoon Ruby Kills 4 PeopleÃ\\x82Â\\x89Ã\\x83Â\\x9b_ http://t.co/UnaaSO2Mh4',\n",
       " 'Having talks with the killers will only result in more dead bodies.  #Pakistan #KPK',\n",
       " \"Every time I see the death toll from Nepal it's gone up a couple hundred. Heartbreaking.\",\n",
       " '#youtube #aljazeera #world #news Nepal migrant workers worry about their families http://t.co/drg8UM3QFR',\n",
       " 'RT @ashiqueud: this is an stolen internet pic faking bodies in #Bangladesh. Proof w/ source: https://t.co/zD8eCY7Y0Z @mynamespickle @AbuHajÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦',\n",
       " 'Evacuation Centers from @SBTaskForce on @humdata Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x93 where to go in #rubyresponse / #hagupit http://t.co/vM77cqxPi4',\n",
       " 'RT @9newsph: NDRRMC confirms two deaths due to #RubyPH. #Hagupit http://t.co/71ahgTREA0',\n",
       " 'Not-So-Friendly Find in FL Pool Baby á½\\x80Arelocated by FL Policeá½©4 https://t.co/xZJ4hfFQsn https://t.co/fJD99Sk1pa',\n",
       " 'California Woman Escapes Wildfires On Bike Carrying Her 70-Pound Pit Bull https://t.co/ZvMQLwSSLx #uplifting https://t.co/5R87EX3E73',\n",
       " '@EMusiclvr @itsstillneha @suhelseth @smh has just tweeted that she is the first australian casualty :(.. RIP https://t.co/YBOHGGhX7j',\n",
       " '@AP I have a friend just outside #Kathmandu. No power, but she is ok.',\n",
       " \"Pictures: Nepal's 7.8-Magnitude Quake Reaps Death, Destruction http://t.co/XRxSKy0dgW via @NatGeo\",\n",
       " 'Typhoon Hagupit: at least three dead and a million evacuated in Philippines http://t.co/2ibUs8tBqq via @guardian',\n",
       " '#Express: Police seeking Hailsham teenager who failed to appear at court http://t.co/p9BKIYkpEI #Sussex http://t.co/oVHPoGiC68',\n",
       " 'RT @HI_PLATO: #Florida nursing home where eight died has history of ties to #Medicare fraud https://t.co/u9PZ9KRLju https://t.co/9aFONqk1mj',\n",
       " '@MarcusBale Yeah and we would have to wear a mask forever. #Sghaze',\n",
       " 'Inmate escapes from firefighting crew battling S. CaliforniaÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢s Canyon Fire 2 https://t.co/iP3eDtItbn https://t.co/RnKdT5e068',\n",
       " 'RT @suhailaaahhh: @vannyluvdae: #Sghaze this hahaha, omg so terrible. http://t.co/MZNLptySwp',\n",
       " \"#Nepal earthquake leaves Ottawa family 'helpless' over missing woman http://t.co/dOktkdSv2g #canada #bangladesh\",\n",
       " '3 Lakh #tourists still stranded in #Nepal #earthquake  Click: http://t.co/kNnF48H2MTÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Â\\x9d',\n",
       " '#Elderly people, #Couples make majority #California #Fire: https://t.co/6ZLS7gDIMh, https://t.co/nVrXuylRBh https://t.co/lmtFccf3sV',\n",
       " \"Soozie has been found in Nepal! Thanks to all RT's http://t.co/APCBRzbYUq @BathCoUK @NOWBath @InBath\",\n",
       " 'One of my 43 dogs in Puerto Rico died RIP ABBA Ã\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½Ã\\x83Â\\x82Ã\\x82Â¢2 https://t.co/5yDgehKVyr',\n",
       " 'Death toll rises to 2305 #NepalEarthquake',\n",
       " 'More Texas dogs displaced by #Harvey finding homes in #NJ https://t.co/8gAnk0ofJl https://t.co/tO5XOfOqHB',\n",
       " 'Powerful typhoon leaves 21 dead in Philippines http://t.co/jnEtrZtS7K #tcot #news',\n",
       " 'Police arrest 14 people in Cuba for looting during hurricane Irma https://t.co/tEl6lGNTJD https://t.co/6L6blLY8VJ',\n",
       " 'RT @CBSThisMorning: Baby born in area hospital seconds before quake hit California: http://t.co/9MIMSUSnKk http://t.co/juScfRijSO',\n",
       " 'Honour killing girl shot dead by father in UP http://t.co/LImlscBoA1 #india',\n",
       " 'Victims: 3,400 and counting :( https://t.co/eQ3huRpedL',\n",
       " \".@HCCDistrict worker's baby daughter born at height of Harvey https://t.co/Vdo2Os1QEQ https://t.co/w4MWKMPX3v\",\n",
       " 'Too many lives lost #NepalQuake',\n",
       " 'RT @nicshields: My song about #sghaze http://t.co/c4JxfBjkLz',\n",
       " 'Worried about friends in Nepal @MacarenaSWS',\n",
       " 'RT @10NewsWTSP: Family reunited after Hurricane Maria https://t.co/asYh4cD1ok https://t.co/f1kSDjnV4v']"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_test.TweetText[(np.array(BERT_pred)=='affected individuals')&(true_label=='not related or not informative')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. I just found out my grandmother is in Nepal, where a 7.8 earthquake has hit. Please send positive vibes foot her safe return home. (5)\n",
    "2. Just read the newspaper and came to know that 1500 pepoles lost their live in Tragedy in Nepal.My condolences to all those pepoles!! #Nepal (5)\n",
    "3. Pray no more deadly disasters for the rest of 2014....Typhoon Hagupit tears down homes, leaves two dead http://t.co/eCgB3uvDRI (1, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True: not related or not informative ; Pred: infrastructure and utilities damage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"Guys I've been thinking.. We did our PSAT tests they were shipped to NYC NYC is flooded now... Does that mean they're gone? #psat #Sandy\",\n",
       " 'Jacqui in Manila: Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x8fItÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Âªs just awful, a lot of people were still living in patchwork houses on coastline made from debris of #Haiyan\" #Hagupit',\n",
       " '@justinbieber some of my family lost almost everything in the tornado in Joplin Missouri...#JBneedstohaveabenefitconcertforJoplinMO',\n",
       " 'MT @PiaSiquijor #SIQUIJOR: No rpts of damage 2 lives or property; monitoring continues; respondrs, resources ready anytime @ OpCtr. #RubyPH',\n",
       " 'Still hanging in there. No power. Reading lots but still BOOORRREEDDD. Did not anticipate whole freaking Island was gonna be out! #Sandy',\n",
       " \"wants to go help joplin this weekend; can't imagine the horror of watching your house being torn to shreds. #pray for no tornado tonight..\",\n",
       " 'RT @TimesCall: Railroad trax at Boston and Price in #Longmont under water. Reports of cars floating down Boston. #longmontflood #stvrainfloÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦',\n",
       " 'RT @OFFICCIALMUNTI: MUNTINLUPA | No classes tom. December 5, 2014 ALL LEVELS (private and public schools) due to jejemons out of control. #Ã\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦',\n",
       " 'MT @Journo_Ash: #wind_gusts Outside sounds like it is going to shatter my bedroom windows any sec now #bigwet #qld The Reporter NP #brisbane',\n",
       " 'Ã\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â\\x82Ã\\x82Â¤Ã\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x93Ã\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â\\x82Ã\\x82Â³ Sandy has left alot of devastation please join me in #prayer for all those in need and impacted by #Sandy ~Patrica GrabowÃ\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â\\x82Ã\\x82Â¤Ã\\x83Â\\x83Ã\\x82Â\\x82Ã\\x83Â\\x85Ã\\x82Â¡_ #Friend',\n",
       " '\"RT sophia_yan: Economic cost of reconstruction in Nepal could total $5 billion, or 20% of GDP: IHS http://t.co/McYA0Fl8le CNNMoney CRrilÃ\\x82Â\\x89Ã\\x83Â\\x9b_',\n",
       " 'Climbed a mountain and I turned around, and I saw my reflection in the snow-covered hills, and the landslide brought me down. -FleetwoodMac',\n",
       " 'A 9,000 strong village reduced to rubble #NepalEarthquake #ThankYouPM #RahulTatkalPolitics worked http://t.co/QailAdBHN1 via @MailOnline',\n",
       " \"URGENT: #Bangladesh's Local Govt. Division INDEFINITELY strips rights of #Savar municipality to authorize building designs: 71 TV. #Shahbag\",\n",
       " \"This is not real. New York doesn't look like this and there are people on the island... How exactly? #NYC #Sandy http://t.co/82hJytia\",\n",
       " 'Hurricane Harvey: \"leaves a trail of unprecedented destruction.\" Irma: Hold my beer, boy. Jose: Ã\\x83Â\\x82Ã\\x82Â¡Saca las chelas! https://t.co/00wksNqlp1',\n",
       " \"No major damage as 'Ruby' weakens:  By Teresa Cerojano  LEGAZPI, Philippines - Typhoon Ruby (international nam... http://t.co/zXq8LLWFeb\",\n",
       " 'Vatsala Shikhara Temple, Bhaktapur, Nepal, before and after April 25th earthquake. 1st pic: July 201 http://t.co/jpKrG8UuX4',\n",
       " 'Safe & sound in #Bronx no damage still have power (so far). Catching up with news of #Sandy effects on devastated NYC',\n",
       " 'Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x8f@ABSCBNNews: LOOK: Current situation in Legazpi Boulevard, Legazpi City in Albay http://t.co/bCY6L8cQ0z | via @dennis_datu #RubyPHÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Â\\x9dLETSPRAY',\n",
       " \"&gt;Sees flooding outside &gt;Hmm I wonder if Whataburger is still open &gt;Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦Y'all are ridiculous #HurricaneHarvey https://t.co/DBQO96pYdc\",\n",
       " 'My thoughts are with those affected by Hurricane Sandy- Downed Tree in Sunnyside Queens #sandy #ny1sandy #nyc http://t.co/OkX0RwOg',\n",
       " 'I swear that photo people are saying is hurricane sandy hitting nyc is actually from the day after tomorrow hahahahaha',\n",
       " 'How unfair : Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x8f@UNICEFLive: Photos of #Tacloban :city hit hardest hit again after #Hagupit made landfall. @unicefphils http://t.co/P4W00eFKWj',\n",
       " '@BfordAnderson pray for the 2 lost boys swept away during Sandy 2 and 3 years old. Swept out of their mothers arms.',\n",
       " '@iansomerhalder my heart goes out to the families houses destroyed and property destroyed in NYC sandy has destroyed alot. love love love',\n",
       " '@mkoirala #ManishaKoirala devastated by #Nepal #earthquake; thanks #IndianGovernment for immediate help',\n",
       " 'Seeing pictures of Ruby ruining houses, trees and lives of many filipinosÃ\\x82Â\\x87_Ã\\x83Â\\x81E #PrayForThePhilippines',\n",
       " 'RT @klovemornings: Calling from #Joplin @jeffnene from @convoyofhope praying in front of St. Johns. Praying for city now on @klovemornin ...',\n",
       " \"A 1993 trip photo of Kumari Ghar (residence of the child goddess) just off Kathmandu's historicÃ\\x82Â\\x89Ã\\x83Â\\x9b_ https://t.co/1MuyeHQB6C\",\n",
       " 'So hurricane Harvey left a lot of dogs without homes....Max just found oneÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½ AÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½ AÃ\\x83Â\\x83Ã\\x82Â¡Ã\\x83Â\\x82Ã\\x82Â½ A https://t.co/nmS4Hazvmu',\n",
       " 'Hurricane Sandy changed course missed NYC & is now devastating the Jersey Shore. Maybe there is a God after all',\n",
       " 'True RT@ttindia: No tower too tall, no Everest too high. #NepalEarthquake #epaper http://t.co/NCVo3Bq50Y http://t.co/caDhiqkxWT\"',\n",
       " \"_Ã\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â\\x82Ã\\x82Â´Ã\\x83Â\\x83Ã\\x82Â\\x83Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â\\x93Ã\\x83Â\\x83Ã\\x82Â\\x82Ã\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â° DEATH. RT @StefanSaxon: feel the wind we'll never die. RT @JessieDior Palms rise to the universe as we see hurricane sandy.\",\n",
       " \"LAX is the busiest airport I've ever been in. But on Friday it was a ghost town.  http://t.co/aI49NeNhkP\",\n",
       " 'How to tell if that used car was flooded by Harvey #carmarket #HarveyThousands https://t.co/4Obc4aBVaP https://t.co/cDLFZsVHuH',\n",
       " 'Once a #Beautiful structure now turned  into a wasteland massive #Nature disaster #earthquakenepalÃ\\x82Â\\x89Ã\\x83Â\\x9b_ https://t.co/WEXkZ9WJik',\n",
       " 'God destroys , Indian Army rebuilts....!! #IndiaWithNepal',\n",
       " 'Tried to run my car on water...long story short , it didnt work  https://t.co/wocYpakHI0',\n",
       " 'Our power, our future: Puerto RicoÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢s road to a #JustRecovery https://t.co/vKKf5ZRdzh https://t.co/mQsfGdzfR4',\n",
       " 'RT @sassystuff: RT @AHS_media: City of Calgary NOT under boil water order. #yyc #abflood',\n",
       " 'RT @reedtimmerTVN: Beautiful picture of dusting of #snow in #Colorado mountains from yesterday after tragic floodingÃ\\x83Â¢Ã\\x82Â\\x80Ã\\x82Â¦ http://t.co/pgkep9Park',\n",
       " '@BreneBrown still no power after Irma, and Amazon finally delivered! Thank you!!! https://t.co/nAAG4uJQOr',\n",
       " 'Harvey Bug Spray Alert: Air Force To Spray 6 Million Houston-Area Acres With Chemicals https://t.co/Yv2j5oSY17 https://t.co/NryWwAZyWv',\n",
       " 'Typhoon #Hagupit weakens after landfall, no major damage or casualties reported http://t.co/6wTan0Rlni http://t.co/0BmaI7wpR4',\n",
       " 'Two days of earthquakes have set NepalÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Âªs economy back by more than a decade http://t.co/zAAvo7DiPx via @qzindia',\n",
       " \"Nepal's architectural jewels destroyed: Many of the dozens of historic temples andÃ\\x82Â\\x89Ã\\x83Â\\x9b_ http://t.co/bzG6p4KiOL #world\",\n",
       " 'Clean-up begins in Puerto Rico, where landfills are already filled to capacity https://t.co/Clx1Cc2Wm3 https://t.co/1KyL3CQPuW',\n",
       " 'RT @Telegraph: Typhoon Hagupit leaves trail of devastation http://t.co/xe74mbgwnP (Photo: AP) http://t.co/nB2j3EAdlf #geographyteacher',\n",
       " 'NepalÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Âªs disaster has been building for centuries Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â\\x92 with effects worsened by modern apathy http://t.co/v6o2dQtLHn',\n",
       " 'VIDEO: #Nepal #earthquake reduces centuries of #history to rubble #UNESCO http://t.co/PPcROU2Npt',\n",
       " 'Erratum: SM #CDO is OPEN today. #PabloPH',\n",
       " 'Harris, Feinstein Raise Concerns About Wireless Emergency Alert System Deficiencies DuringÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â\\x82Ã\\x82Â¦ https://t.co/yiNalo7fQV https://t.co/14SRb8rCkC',\n",
       " 'Typhoon Hagupit floods streets in Philippines - LoneWolf Sager http://t.co/73vgaMGpJ0',\n",
       " 'Mexico City airport resumes flights after earthquake https://t.co/hdzDvzG9Qf #nature #vacation #adventure https://t.co/DRaQNkMahh',\n",
       " 'Earthquake Devastates Nepal, Killing More Than 1300 - New York Times http://t.co/DNXST1kHIY',\n",
       " 'Skaters Make Best of Napa Earthquake by Shredding Buckled Streets http://t.co/TkuDa0FHN8 via @mashable',\n",
       " 'EPA to intentionally set fires to trailers at flooded chemical plant outside Houston https://t.co/x7rF7LVG0r https://t.co/5Lux5Wug1s',\n",
       " 'https://t.co/AXMk0rTyLf - Mexico CityÃ\\x83Â\\x83Ã\\x82Â¢Ã\\x83Â¢Ã\\x82Â\\x82Ã\\x82Â¬Ã\\x83Â¢Ã\\x82Â\\x84Ã\\x82Â¢s F1 track escapes damage during huge earthquake https://t.co/ZY10R6fPpv #F1 https://t.co/Y4jKVQxKbh',\n",
       " 'Skaters Make Best of Napa Earthquake by Shredding Buckled Streets http://t.co/buyrmiykwI',\n",
       " 'Wranglers of Flying W Ranch Lose Livelihood in #wildfire http://t.co/dfoPIynr',\n",
       " 'Archaeologists studying canoe that washed ashore in Florida after Hurricane Irma. https://t.co/IVsKfzDsbv https://t.co/Lg4TtrjdgZ',\n",
       " '#Harvey schools, @BetsyDeVosED, and more #ednews. @thegrade_ @JoshuaPStarr https://t.co/7r78Q6cUiE https://t.co/8VoSBmEik5',\n",
       " 'RT @GulfshoreLife: Lehigh and Charleston Park Examples of Widespread Lee County Damage https://t.co/48fSvB1pLN https://t.co/Tqi21oW05r',\n",
       " 'Puerto Rico Has Just One Fully Operational Hospital Right Now https://t.co/dg1He3hE2s https://t.co/3UEZwRGW9k',\n",
       " 'In loving memory of this tree Harvey washed away https://t.co/tF8wt0P4lK',\n",
       " 'Going out in Hurricane Sandy #YOLO http://t.co/fvXCjuIS',\n",
       " 'VIDEO: Kirkville Recovers fromÃ\\x83Â\\x83Ã\\x82Â\\x82 Tornado https://t.co/vWI6gLD86R https://t.co/hElDQTOKIR',\n",
       " \"Watching news on 'Sandy' hitting NYC - shocking\",\n",
       " 'Ã\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x83Â·HagupitÃ\\x82Â\\x89Ã\\x83Â\\x9bÃ\\x82Âª threatens Southern Mindanao http://t.co/6JF5EOP6oR via @sharethis',\n",
       " 'wow hurricane sandy is getting bad http://t.co/ZCaifdRv',\n",
       " 'our backyard after the tornado http://twitpic.com/5242fo']"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_test.TweetText[(np.array(BERT_pred)=='infrastructure and utilities damage')&(true_label=='not related or not informative')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. My thoughts are with those affected by Hurricane Sandy- Downed Tree in Sunnyside Queens #sandy #ny1sandy #nyc http://t.co/OkX0RwOg (1, 5)\n",
    "2. Puerto Rico Has Just One Fully Operational Hospital Right Now https://t.co/dg1He3hE2s https://t.co/3UEZwRGW9k (5)\n",
    "3. Skaters Make Best of Napa Earthquake by Shredding Buckled Streets http://t.co/TkuDa0FHN8 via @mashable (5)\n",
    "4. Tried to run my car on water...long story short , it didnt work  https://t.co/wocYpakHI0 (2, 5)\n",
    "5. So hurricane Harvey left a lot of dogs without homes....Max just found one https://t.co/nmS4Hazvmu (2, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True: not related or not informative ; Pred: caution and advice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#BIGWET UPDATE [Jan29 2:30pm #qld 3:30pm #nsw] #OFARRELL ATTACKS #MEDIA RE #CLIMATECHANGE Q GIVE ME A BREAK ASK IN A FEW DAYS #nswfloods',\n",
       " 'RT @INGVterremoti: #terremoto Ml:2.0 2012-09-10 07:45:29 UTC Lat=44.40 Lon=10.61 Prof=27.2Km Prov=REGGIO EMILIA,MODENA',\n",
       " '#Earthquake M 4.9, 18km ESE of Kitaibaraki, Japan: Monday, September 30, 2013 13:37:39 UTCMonday, September 30... http://t.co/1muAwurpyS',\n",
       " '#Earthquake MagnitudeÃ\\x83Â\\x82Ã\\x82Â\\xa0Ã\\x83Â\\x82Ã\\x82Â\\xa0mb 4.8RegionÃ\\x83Â\\x82Ã\\x82Â\\xa0Ã\\x83Â\\x82Ã\\x82Â\\xa0SOUTH OF JAVA, INDONESIADate timeÃ\\x83Â\\x82Ã\\x82Â\\xa0Ã\\x83Â\\x82Ã\\x82Â\\xa02012-09-05   00:48:09.0 UTCLocationÃ\\x83Â\\x82Ã\\x82Â\\xa0Ã\\x83Â\\x82Ã\\x82Â\\xa010.... http://t.co/9gHi5gnM',\n",
       " 'Ã\\x83Â£Ã\\x82Â\\x80Ã\\x82Â\\x90#USGS #alertÃ\\x83Â£Ã\\x82Â\\x80Ã\\x82Â\\x91 M 1.9, Island of Hawaii, Hawaii: September 11, 2012 02:43:38 GMT http://t.co/iWpp3Hwb #earthquake #tsunami #prayfromjapan',\n",
       " 'In case of emergency, send 3 texts to your loved ones using GTSOS. #StaySafePH http://t.co/GasSuQREwE #GladTBeGlobe #RubyPH #StaySafePH',\n",
       " 'NOOOOOOOO!!!! Tonights show in NYC has had to be postponed #sandy may have won today but us #ritabots will conquer the future',\n",
       " 'Ã\\x83Â£Ã\\x82Â\\x80Ã\\x82Â\\x90#USGS #alertÃ\\x83Â£Ã\\x82Â\\x80Ã\\x82Â\\x91 M 2.1, Northern California: September 13, 2012 19:25:20 GMT http://t.co/3jXcvoFu #earthquake #tsunami #prayfromjapan',\n",
       " 'URGENT ATTENTION: Drug store owners at Mitford Hospital &amp; at BMA; please KEEP THE STORES OPEN ON WEEKENDS; people are dying. #Savar #Shahbag',\n",
       " 'Good plan:) RT @kkaaddiiee: At least if there is a tornado I will just be stuck at work...that way I can practice guitar :) optimism is key!',\n",
       " \"Good morning! I've got the latest on record flooding in Alberta during the morning news run, tune in at 7, 8 and 11 for details. - Paul\",\n",
       " 'Typhoon HAGUPIT (22W) currently located near 11.9 N 125.4 E is forecast to strike land to the following... http://t.co/akSBoHG2jC',\n",
       " \"Omg my mama just said she smell the tornado coming! But I'm coo coo 4 sipping wine n still studying. #funtimes\",\n",
       " 'I was lucky here in #okc today. No #tornado here. Now I pray the #okcthunder stay safe in #Dallas',\n",
       " 'Tryin to have a good convo, and then the tornado came.. WTH.. It gotta be the heat.. LOL',\n",
       " 'Signal no. 3, now raised in S. QZN. Winds and rains getting stronger outside #Hagupit #RubyPH',\n",
       " \"#Hagupit's slightly weaker now than Manila's most recent devastating typhoon, #Rammasun or #GlendaPH.\",\n",
       " '#DisasterRecovery #LondonFire #Canine rescue team - travel in safety, serve well, return safely to your families. https://t.co/0upQGeG6Os',\n",
       " 'WA [EMERGENCY WARNING] CYCLONE - Francois Peron National Park 13/03 11:24pm AWST #DFES http://t.co/HkbzbdfNNk http://t.co/beCHTVNnHv',\n",
       " 'The University of Maryland College Park will be closed tomorrow Tuesday due to Hurricane Sandy. Stay safe and look out for each other.',\n",
       " 'major fires in Australia cause climate change alarm. Yet similar events date back tens of thousands of years. No human impact then',\n",
       " \"Anyone in the south who may be in tornado country -- I hope you're safe. Update when you can &lt;3\",\n",
       " '#nswfires 14:30 http://t.co/WGQ8rsRwj1  RT @Engadine_RFB:  Current weather 31Ã\\x83Â\\x82Ã\\x82Â°C  Humidity 13%  Winds gusting up to 61km/h',\n",
       " 'RT @LeticiaBongnino: Lobang from ABTM was right! #PSI #SGHAZE #haze #mustbethehaze http://t.co/XU5Xh4o65D',\n",
       " '#USGS M 2.9, 35km SSE of Boca de Yuma, Dominican Republic http://t.co/SXSlZubj #earthquake',\n",
       " 'nyc-bound at sfo on @delta. looking forward to getting back; preparing for the aftermath of #sandy',\n",
       " 'Announcement: http://t.co/4q2MOTgw offices will be close Tomorrow Tuesday due to Sandy. Naughty hurricane! #pupstyle',\n",
       " 'Metro manila be ready! Super typhoon #hagupit is almost near be safe and dry! Ã\\x82Â\\x89Ã\\x83Â·Ã\\x83Â\\x93Ã\\x82Â\\x87_Ã\\x82Â¡1',\n",
       " 'Love is like a tornado, picks you up off your feet and sometimes takes half your house. https://t.co/DfjgyyY2JN',\n",
       " \"Take good care everyone. It's not over yet so be alert and stay safe. #Sandy\",\n",
       " 'If a tornado comes to columbia tonight I will have suffered thru two natural disasters at work.',\n",
       " 'Damn..all these tornado watches..#GodTrynaTellUsSomething!',\n",
       " '12m in Manila, Philippine brace themselves for Typhoon HagupitÃ\\x83Â¥Ã\\x83Â\\x8a #UkNews http://t.co/7LOkBXxoeL',\n",
       " '#RubyPH will exit the Philippine Area of Responsibility by Tuesday night or Wednesday morning.',\n",
       " '@ryanwells has your weatherradio app alerted to the tornado watch? Mine has not.',\n",
       " 'I really hate this weather.....tornado warned storms headed this way',\n",
       " 'RT @ItsTaylorAr: The tornado is coming and I think I might die a virgin. #FML',\n",
       " 'New Jersey Residents Avoid Rising Floodwater By Climbing To Top Of Chris Christie http://t.co/oAYQiA5s #Sandy',\n",
       " 'Another tornado warning for #Joplin prayers going out for everyone there!',\n",
       " 'SANDY DID NOT ONLY AFFECT NYC PEOPLE. Gosh...',\n",
       " 'Apparently the cyclone is supposed to hit where I am at 5 am',\n",
       " 'Is it true that An earthquake will reach kuwait soon ??? @USGS @USGSLandCover https://t.co/lZGmpXh9kU',\n",
       " \"Typhoon Hagupit on course to follow Haiyan's course http://t.co/V58Po8l52P\",\n",
       " \"@MikeBloomberg: Don't bring your trash outside tonight. #Sandy #NYC\",\n",
       " '@PaulaInTulsaOK Be Safe!  #Tulsa #tornado #oklahoma',\n",
       " 'Typhoon Ruby So Deadly Be Carefull Always Philippines @Godbless @GodIsAlwaysHere',\n",
       " 'RT @HayHag: Freaking scared. #tornado????',\n",
       " 'GET THAT TORNADO WATCH OUTTA HERE. https://t.co/uKjvhGTTkG',\n",
       " '@hanner17 is ur tornado watch over?',\n",
       " 'New typhoon is coming in Philippines Ã\\x82Â\\x87_Ã\\x82Â¢D',\n",
       " 'mmmm tornado watch &lt;3']"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(df_test.TweetText[(np.array(BERT_pred)=='caution and advice')&(true_label=='not related or not informative')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. URGENT ATTENTION: Drug store owners at Mitford Hospital &amp; at BMA; please KEEP THE STORES OPEN ON WEEKENDS; people are dying. #Savar #Shahbag' (1, 5)\n",
    "2. The University of Maryland College Park will be closed tomorrow Tuesday due to Hurricane Sandy. Stay safe and look out for each other.\n",
    "3. Take good care everyone. It's not over yet so be alert and stay safe. #Sandy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Probability distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style('white')\n",
    "label_dict = {'not related or not informative':0, 'other useful information':1, 'donations and volunteering':2, \n",
    "             'affected individuals':3, 'sympathy and support':4, 'infrastructure and utilities damage':5, 'caution and advice':6}\n",
    "prediction_num = [label_dict[pred] for pred in BERT_pred]\n",
    "true_label_num = df_test.InformationType_label.values\n",
    "prob = pickle.load(open('default_bert-base-uncased_test_prediction_prob', 'rb'))\n",
    "def draw_distribution(label, **kwargs):\n",
    "    label_num = label_dict[label]\n",
    "    prob_ = prob[:, label_num]\n",
    "    true_ = np.array([1 if label == label_num else 0 for label in true_label_num])\n",
    "    prob_true = prob_[true_==1]\n",
    "    prob_false = prob_[true_==0]\n",
    "    plt.figure()\n",
    "    sns.kdeplot(np.array(tuple(prob_true)), shade=True, label=label, **kwargs) \n",
    "    sns.kdeplot(np.array(tuple(prob_false)), shade=True, label='others', **kwargs)\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_distribution('not related or not informative')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_distribution('other useful information')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_distribution('donations and volunteering')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_distribution('sympathy and support')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_distribution('affected individuals')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_distribution('infrastructure and utilities damage')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_distribution('caution and advice')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Error rate by disaster type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [],
   "source": [
    "error_allocated_events=dict(df_test.event_coarse[np.array(true_label)!=np.array(BERT_pred)].value_counts())\n",
    "all_events=dict(df_test.event_coarse.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_types=len(all_events)\n",
    "fig, ax=plt.subplots()\n",
    "disaster, count = zip(*[(i, error_allocated_events[i]/all_events[i]) for i in all_events.keys()])\n",
    "ax.bar(disaster, count)\n",
    "plt.title('error rate by disaster type', size=16)\n",
    "plt.setp(ax.get_xticklabels(), size=16, rotation=45, ha=\"right\",\n",
    "             rotation_mode=\"anchor\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Improvement"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For classification, consider features or new tasks:\n",
    "\n",
    "1. information source\n",
    "2. timing and situation\n",
    "3. other sub-classes derived from each class\n",
    "4. RT and mentioning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For damage / disaster assessment:\n",
    "\n",
    "1. Bayes rule to get posterior distribution: Use Tweets to reduce uncertainty of physical models. particle filtering...\n",
    "2. (PGA, Tweets count) bivariate distribution\n",
    "3. Resch paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}