long_term_correlation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_name</th>\n",
       "      <th>user_location</th>\n",
       "      <th>user_description</th>\n",
       "      <th>user_created</th>\n",
       "      <th>user_followers</th>\n",
       "      <th>user_friends</th>\n",
       "      <th>user_favourites</th>\n",
       "      <th>user_verified</th>\n",
       "      <th>date</th>\n",
       "      <th>text</th>\n",
       "      <th>...</th>\n",
       "      <th>joy_prob</th>\n",
       "      <th>love_prob</th>\n",
       "      <th>optimism_prob</th>\n",
       "      <th>pessimism_prob</th>\n",
       "      <th>sadness_prob</th>\n",
       "      <th>surprise_prob</th>\n",
       "      <th>trust_prob</th>\n",
       "      <th>emotion_label</th>\n",
       "      <th>irony_label</th>\n",
       "      <th>sentiment_label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>DeSota Wilson</td>\n",
       "      <td>Atlanta, GA</td>\n",
       "      <td>Biz Consultant, real estate, fintech, startups...</td>\n",
       "      <td>2009-04-26 20:05:09</td>\n",
       "      <td>8534.0</td>\n",
       "      <td>7605.0</td>\n",
       "      <td>4838.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-02-10 23:59:04</td>\n",
       "      <td>Blue Ridge Bank shares halted by NYSE after #b...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.018759</td>\n",
       "      <td>0.002608</td>\n",
       "      <td>0.014057</td>\n",
       "      <td>0.064718</td>\n",
       "      <td>0.156217</td>\n",
       "      <td>0.087268</td>\n",
       "      <td>0.007338</td>\n",
       "      <td>anticipation</td>\n",
       "      <td>False</td>\n",
       "      <td>negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CryptoND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>😎 BITCOINLIVE is a Dutch platform aimed at inf...</td>\n",
       "      <td>2019-10-17 20:12:10</td>\n",
       "      <td>6769.0</td>\n",
       "      <td>1532.0</td>\n",
       "      <td>25483.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-02-10 23:58:48</td>\n",
       "      <td>😎 Today, that's this #Thursday, we will do a \"...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.189257</td>\n",
       "      <td>0.002931</td>\n",
       "      <td>0.123739</td>\n",
       "      <td>0.003583</td>\n",
       "      <td>0.002220</td>\n",
       "      <td>0.027095</td>\n",
       "      <td>0.023936</td>\n",
       "      <td>anticipation</td>\n",
       "      <td>False</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tdlmatias</td>\n",
       "      <td>London, England</td>\n",
       "      <td>IM Academy : The best #forex, #SelfEducation, ...</td>\n",
       "      <td>2014-11-10 10:50:37</td>\n",
       "      <td>128.0</td>\n",
       "      <td>332.0</td>\n",
       "      <td>924.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-02-10 23:54:48</td>\n",
       "      <td>Guys evening, I have read this article about B...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.106353</td>\n",
       "      <td>0.002909</td>\n",
       "      <td>0.047832</td>\n",
       "      <td>0.003104</td>\n",
       "      <td>0.002245</td>\n",
       "      <td>0.043926</td>\n",
       "      <td>0.024446</td>\n",
       "      <td>anticipation</td>\n",
       "      <td>False</td>\n",
       "      <td>neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Crypto is the future</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I will post a lot of buying signals for BTC tr...</td>\n",
       "      <td>2019-09-28 16:48:12</td>\n",
       "      <td>625.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-02-10 23:54:33</td>\n",
       "      <td>$BTC A big chance in a billion! Price: \\487264...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.626578</td>\n",
       "      <td>0.003508</td>\n",
       "      <td>0.301623</td>\n",
       "      <td>0.000384</td>\n",
       "      <td>0.000326</td>\n",
       "      <td>0.003269</td>\n",
       "      <td>0.013409</td>\n",
       "      <td>joy</td>\n",
       "      <td>False</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alex Kirchmaier 🇦🇹🇸🇪 #FactsSuperspreader</td>\n",
       "      <td>Europa</td>\n",
       "      <td>Co-founder @RENJERJerky | Forbes 30Under30 | I...</td>\n",
       "      <td>2016-02-03 13:15:55</td>\n",
       "      <td>1249.0</td>\n",
       "      <td>1472.0</td>\n",
       "      <td>10482.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-02-10 23:54:06</td>\n",
       "      <td>This network is secured by 9 508 nodes as of t...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014121</td>\n",
       "      <td>0.001179</td>\n",
       "      <td>0.562736</td>\n",
       "      <td>0.024811</td>\n",
       "      <td>0.017232</td>\n",
       "      <td>0.005735</td>\n",
       "      <td>0.025889</td>\n",
       "      <td>optimism</td>\n",
       "      <td>False</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  user_name    user_location  \\\n",
       "0                             DeSota Wilson      Atlanta, GA   \n",
       "1                                  CryptoND              NaN   \n",
       "2                                 Tdlmatias  London, England   \n",
       "3                      Crypto is the future              NaN   \n",
       "4  Alex Kirchmaier 🇦🇹🇸🇪 #FactsSuperspreader           Europa   \n",
       "\n",
       "                                    user_description         user_created  \\\n",
       "0  Biz Consultant, real estate, fintech, startups...  2009-04-26 20:05:09   \n",
       "1  😎 BITCOINLIVE is a Dutch platform aimed at inf...  2019-10-17 20:12:10   \n",
       "2  IM Academy : The best #forex, #SelfEducation, ...  2014-11-10 10:50:37   \n",
       "3  I will post a lot of buying signals for BTC tr...  2019-09-28 16:48:12   \n",
       "4  Co-founder @RENJERJerky | Forbes 30Under30 | I...  2016-02-03 13:15:55   \n",
       "\n",
       "   user_followers  user_friends  user_favourites  user_verified  \\\n",
       "0          8534.0        7605.0           4838.0          False   \n",
       "1          6769.0        1532.0          25483.0          False   \n",
       "2           128.0         332.0            924.0          False   \n",
       "3           625.0         129.0             14.0          False   \n",
       "4          1249.0        1472.0          10482.0          False   \n",
       "\n",
       "                  date                                               text  \\\n",
       "0  2021-02-10 23:59:04  Blue Ridge Bank shares halted by NYSE after #b...   \n",
       "1  2021-02-10 23:58:48  😎 Today, that's this #Thursday, we will do a \"...   \n",
       "2  2021-02-10 23:54:48  Guys evening, I have read this article about B...   \n",
       "3  2021-02-10 23:54:33  $BTC A big chance in a billion! Price: \\487264...   \n",
       "4  2021-02-10 23:54:06  This network is secured by 9 508 nodes as of t...   \n",
       "\n",
       "   ...  joy_prob love_prob optimism_prob  pessimism_prob  sadness_prob  \\\n",
       "0  ...  0.018759  0.002608      0.014057        0.064718      0.156217   \n",
       "1  ...  0.189257  0.002931      0.123739        0.003583      0.002220   \n",
       "2  ...  0.106353  0.002909      0.047832        0.003104      0.002245   \n",
       "3  ...  0.626578  0.003508      0.301623        0.000384      0.000326   \n",
       "4  ...  0.014121  0.001179      0.562736        0.024811      0.017232   \n",
       "\n",
       "   surprise_prob  trust_prob  emotion_label  irony_label  sentiment_label  \n",
       "0       0.087268    0.007338   anticipation        False         negative  \n",
       "1       0.027095    0.023936   anticipation        False         positive  \n",
       "2       0.043926    0.024446   anticipation        False          neutral  \n",
       "3       0.003269    0.013409            joy        False         positive  \n",
       "4       0.005735    0.025889       optimism        False         positive  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import necessary libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from tqdm import tnrange, tqdm_notebook, tqdm\n",
    "from scipy import stats\n",
    "from sklearn import preprocessing\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "from pandas.plotting import register_matplotlib_converters\n",
    "register_matplotlib_converters()\n",
    "\n",
    "# Set style for plots\n",
    "sns.set(style='whitegrid')\n",
    "\n",
    "\n",
    "# Load the data\n",
    "df = pd.read_pickle('tweets_with_labels.pkl')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                    user_name  \\\n",
      "Date                                                            \n",
      "2021-02-10 23:59:04                             DeSota Wilson   \n",
      "2021-02-10 23:58:48                                  CryptoND   \n",
      "2021-02-10 23:54:48                                 Tdlmatias   \n",
      "2021-02-10 23:54:33                      Crypto is the future   \n",
      "2021-02-10 23:54:06  Alex Kirchmaier 🇦🇹🇸🇪 #FactsSuperspreader   \n",
      "\n",
      "                       user_location  \\\n",
      "Date                                   \n",
      "2021-02-10 23:59:04      Atlanta, GA   \n",
      "2021-02-10 23:58:48              NaN   \n",
      "2021-02-10 23:54:48  London, England   \n",
      "2021-02-10 23:54:33              NaN   \n",
      "2021-02-10 23:54:06           Europa   \n",
      "\n",
      "                                                      user_description  \\\n",
      "Date                                                                     \n",
      "2021-02-10 23:59:04  Biz Consultant, real estate, fintech, startups...   \n",
      "2021-02-10 23:58:48  😎 BITCOINLIVE is a Dutch platform aimed at inf...   \n",
      "2021-02-10 23:54:48  IM Academy : The best #forex, #SelfEducation, ...   \n",
      "2021-02-10 23:54:33  I will post a lot of buying signals for BTC tr...   \n",
      "2021-02-10 23:54:06  Co-founder @RENJERJerky | Forbes 30Under30 | I...   \n",
      "\n",
      "                            user_created  user_followers  user_friends  \\\n",
      "Date                                                                     \n",
      "2021-02-10 23:59:04  2009-04-26 20:05:09          8534.0        7605.0   \n",
      "2021-02-10 23:58:48  2019-10-17 20:12:10          6769.0        1532.0   \n",
      "2021-02-10 23:54:48  2014-11-10 10:50:37           128.0         332.0   \n",
      "2021-02-10 23:54:33  2019-09-28 16:48:12           625.0         129.0   \n",
      "2021-02-10 23:54:06  2016-02-03 13:15:55          1249.0        1472.0   \n",
      "\n",
      "                     user_favourites  user_verified                 date  \\\n",
      "Date                                                                       \n",
      "2021-02-10 23:59:04           4838.0          False  2021-02-10 23:59:04   \n",
      "2021-02-10 23:58:48          25483.0          False  2021-02-10 23:58:48   \n",
      "2021-02-10 23:54:48            924.0          False  2021-02-10 23:54:48   \n",
      "2021-02-10 23:54:33             14.0          False  2021-02-10 23:54:33   \n",
      "2021-02-10 23:54:06          10482.0          False  2021-02-10 23:54:06   \n",
      "\n",
      "                                                                  text  ...  \\\n",
      "Date                                                                    ...   \n",
      "2021-02-10 23:59:04  Blue Ridge Bank shares halted by NYSE after #b...  ...   \n",
      "2021-02-10 23:58:48  😎 Today, that's this #Thursday, we will do a \"...  ...   \n",
      "2021-02-10 23:54:48  Guys evening, I have read this article about B...  ...   \n",
      "2021-02-10 23:54:33  $BTC A big chance in a billion! Price: \\487264...  ...   \n",
      "2021-02-10 23:54:06  This network is secured by 9 508 nodes as of t...  ...   \n",
      "\n",
      "                     joy_prob love_prob optimism_prob  pessimism_prob  \\\n",
      "Date                                                                    \n",
      "2021-02-10 23:59:04  0.018759  0.002608      0.014057        0.064718   \n",
      "2021-02-10 23:58:48  0.189257  0.002931      0.123739        0.003583   \n",
      "2021-02-10 23:54:48  0.106353  0.002909      0.047832        0.003104   \n",
      "2021-02-10 23:54:33  0.626578  0.003508      0.301623        0.000384   \n",
      "2021-02-10 23:54:06  0.014121  0.001179      0.562736        0.024811   \n",
      "\n",
      "                     sadness_prob  surprise_prob  trust_prob  emotion_label  \\\n",
      "Date                                                                          \n",
      "2021-02-10 23:59:04      0.156217       0.087268    0.007338   anticipation   \n",
      "2021-02-10 23:58:48      0.002220       0.027095    0.023936   anticipation   \n",
      "2021-02-10 23:54:48      0.002245       0.043926    0.024446   anticipation   \n",
      "2021-02-10 23:54:33      0.000326       0.003269    0.013409            joy   \n",
      "2021-02-10 23:54:06      0.017232       0.005735    0.025889       optimism   \n",
      "\n",
      "                     irony_label  sentiment_label  \n",
      "Date                                               \n",
      "2021-02-10 23:59:04        False         negative  \n",
      "2021-02-10 23:58:48        False         positive  \n",
      "2021-02-10 23:54:48        False          neutral  \n",
      "2021-02-10 23:54:33        False         positive  \n",
      "2021-02-10 23:54:06        False         positive  \n",
      "\n",
      "[5 rows x 31 columns]\n"
     ]
    }
   ],
   "source": [
    "# Convert 'Date' to datetime type and set as index\n",
    "df['Date'] = pd.to_datetime(df['date'])\n",
    "df.set_index('Date', inplace=True)\n",
    "\n",
    "# Check the prepared dataframe\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                    user_name  \\\n",
      "Date                                                            \n",
      "2021-02-10 23:59:04                             DeSota Wilson   \n",
      "2021-02-10 23:58:48                                  CryptoND   \n",
      "2021-02-10 23:54:48                                 Tdlmatias   \n",
      "2021-02-10 23:54:33                      Crypto is the future   \n",
      "2021-02-10 23:54:06  Alex Kirchmaier 🇦🇹🇸🇪 #FactsSuperspreader   \n",
      "\n",
      "                       user_location  \\\n",
      "Date                                   \n",
      "2021-02-10 23:59:04      Atlanta, GA   \n",
      "2021-02-10 23:58:48              NaN   \n",
      "2021-02-10 23:54:48  London, England   \n",
      "2021-02-10 23:54:33              NaN   \n",
      "2021-02-10 23:54:06           Europa   \n",
      "\n",
      "                                                      user_description  \\\n",
      "Date                                                                     \n",
      "2021-02-10 23:59:04  Biz Consultant, real estate, fintech, startups...   \n",
      "2021-02-10 23:58:48  😎 BITCOINLIVE is a Dutch platform aimed at inf...   \n",
      "2021-02-10 23:54:48  IM Academy : The best #forex, #SelfEducation, ...   \n",
      "2021-02-10 23:54:33  I will post a lot of buying signals for BTC tr...   \n",
      "2021-02-10 23:54:06  Co-founder @RENJERJerky | Forbes 30Under30 | I...   \n",
      "\n",
      "                            user_created  user_followers  user_friends  \\\n",
      "Date                                                                     \n",
      "2021-02-10 23:59:04  2009-04-26 20:05:09          8534.0        7605.0   \n",
      "2021-02-10 23:58:48  2019-10-17 20:12:10          6769.0        1532.0   \n",
      "2021-02-10 23:54:48  2014-11-10 10:50:37           128.0         332.0   \n",
      "2021-02-10 23:54:33  2019-09-28 16:48:12           625.0         129.0   \n",
      "2021-02-10 23:54:06  2016-02-03 13:15:55          1249.0        1472.0   \n",
      "\n",
      "                     user_favourites  user_verified                 date  \\\n",
      "Date                                                                       \n",
      "2021-02-10 23:59:04           4838.0          False  2021-02-10 23:59:04   \n",
      "2021-02-10 23:58:48          25483.0          False  2021-02-10 23:58:48   \n",
      "2021-02-10 23:54:48            924.0          False  2021-02-10 23:54:48   \n",
      "2021-02-10 23:54:33             14.0          False  2021-02-10 23:54:33   \n",
      "2021-02-10 23:54:06          10482.0          False  2021-02-10 23:54:06   \n",
      "\n",
      "                                                                  text  \\\n",
      "Date                                                                     \n",
      "2021-02-10 23:59:04  Blue Ridge Bank shares halted by NYSE after #b...   \n",
      "2021-02-10 23:58:48  😎 Today, that's this #Thursday, we will do a \"...   \n",
      "2021-02-10 23:54:48  Guys evening, I have read this article about B...   \n",
      "2021-02-10 23:54:33  $BTC A big chance in a billion! Price: \\487264...   \n",
      "2021-02-10 23:54:06  This network is secured by 9 508 nodes as of t...   \n",
      "\n",
      "                                                      hashtags  \\\n",
      "Date                                                             \n",
      "2021-02-10 23:59:04                                ['bitcoin']   \n",
      "2021-02-10 23:58:48  ['Thursday', 'Btc', 'wallet', 'security']   \n",
      "2021-02-10 23:54:48                                        NaN   \n",
      "2021-02-10 23:54:33         ['Bitcoin', 'FX', 'BTC', 'crypto']   \n",
      "2021-02-10 23:54:06                                    ['BTC']   \n",
      "\n",
      "                                  source is_retweet  negative_prob  \\\n",
      "Date                                                                 \n",
      "2021-02-10 23:59:04      Twitter Web App      False       0.592906   \n",
      "2021-02-10 23:58:48  Twitter for Android      False       0.001663   \n",
      "2021-02-10 23:54:48      Twitter Web App      False       0.004100   \n",
      "2021-02-10 23:54:33              dlvr.it      False       0.003636   \n",
      "2021-02-10 23:54:06      Twitter Web App      False       0.008842   \n",
      "\n",
      "                     neutral_prob  positive_prob  \n",
      "Date                                              \n",
      "2021-02-10 23:59:04      0.397914       0.009180  \n",
      "2021-02-10 23:58:48      0.143908       0.854429  \n",
      "2021-02-10 23:54:48      0.507072       0.488829  \n",
      "2021-02-10 23:54:33      0.106944       0.889420  \n",
      "2021-02-10 23:54:06      0.355147       0.636011  \n"
     ]
    }
   ],
   "source": [
    "df.drop(['irony_prob', 'anger_prob',\n",
    "       'anticipation_prob', 'disgust_prob', 'fear_prob', 'joy_prob',\n",
    "       'love_prob', 'optimism_prob', 'pessimism_prob', 'sadness_prob',\n",
    "       'surprise_prob', 'trust_prob', 'emotion_label', 'irony_label',\n",
    "       'sentiment_label'], axis = 1, inplace = True)\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 4850000/4850000 [02:29<00:00, 32469.44it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_name</th>\n",
       "      <th>user_location</th>\n",
       "      <th>user_description</th>\n",
       "      <th>user_created</th>\n",
       "      <th>user_followers</th>\n",
       "      <th>user_friends</th>\n",
       "      <th>user_favourites</th>\n",
       "      <th>user_verified</th>\n",
       "      <th>date</th>\n",
       "      <th>text</th>\n",
       "      <th>hashtags</th>\n",
       "      <th>source</th>\n",
       "      <th>is_retweet</th>\n",
       "      <th>negative_prob</th>\n",
       "      <th>neutral_prob</th>\n",
       "      <th>positive_prob</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-02-10 23:59:04</th>\n",
       "      <td>DeSota Wilson</td>\n",
       "      <td>Atlanta, GA</td>\n",
       "      <td>Biz Consultant, real estate, fintech, startups...</td>\n",
       "      <td>2009-04-26 20:05:09</td>\n",
       "      <td>8534.0</td>\n",
       "      <td>7605.0</td>\n",
       "      <td>4838.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-02-10 23:59:04</td>\n",
       "      <td>Blue Ridge Bank shares halted by NYSE after #b...</td>\n",
       "      <td>['bitcoin']</td>\n",
       "      <td>Twitter Web App</td>\n",
       "      <td>False</td>\n",
       "      <td>0.592906</td>\n",
       "      <td>0.397914</td>\n",
       "      <td>0.009180</td>\n",
       "      <td>44.419015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-10 23:58:48</th>\n",
       "      <td>CryptoND</td>\n",
       "      <td>NaN</td>\n",
       "      <td>😎 BITCOINLIVE is a Dutch platform aimed at inf...</td>\n",
       "      <td>2019-10-17 20:12:10</td>\n",
       "      <td>6769.0</td>\n",
       "      <td>1532.0</td>\n",
       "      <td>25483.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2021-02-10 23:58:48</td>\n",
       "      <td>😎 Today, that's this #Thursday, we will do a \"...</td>\n",
       "      <td>['Thursday', 'Btc', 'wallet', 'security']</td>\n",
       "      <td>Twitter for Android</td>\n",
       "      <td>False</td>\n",
       "      <td>0.001663</td>\n",
       "      <td>0.143908</td>\n",
       "      <td>0.854429</td>\n",
       "      <td>21771.052516</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         user_name user_location  \\\n",
       "Date                                               \n",
       "2021-02-10 23:59:04  DeSota Wilson   Atlanta, GA   \n",
       "2021-02-10 23:58:48       CryptoND           NaN   \n",
       "\n",
       "                                                      user_description  \\\n",
       "Date                                                                     \n",
       "2021-02-10 23:59:04  Biz Consultant, real estate, fintech, startups...   \n",
       "2021-02-10 23:58:48  😎 BITCOINLIVE is a Dutch platform aimed at inf...   \n",
       "\n",
       "                            user_created  user_followers  user_friends  \\\n",
       "Date                                                                     \n",
       "2021-02-10 23:59:04  2009-04-26 20:05:09          8534.0        7605.0   \n",
       "2021-02-10 23:58:48  2019-10-17 20:12:10          6769.0        1532.0   \n",
       "\n",
       "                     user_favourites  user_verified                 date  \\\n",
       "Date                                                                       \n",
       "2021-02-10 23:59:04           4838.0          False  2021-02-10 23:59:04   \n",
       "2021-02-10 23:58:48          25483.0          False  2021-02-10 23:58:48   \n",
       "\n",
       "                                                                  text  \\\n",
       "Date                                                                     \n",
       "2021-02-10 23:59:04  Blue Ridge Bank shares halted by NYSE after #b...   \n",
       "2021-02-10 23:58:48  😎 Today, that's this #Thursday, we will do a \"...   \n",
       "\n",
       "                                                      hashtags  \\\n",
       "Date                                                             \n",
       "2021-02-10 23:59:04                                ['bitcoin']   \n",
       "2021-02-10 23:58:48  ['Thursday', 'Btc', 'wallet', 'security']   \n",
       "\n",
       "                                  source is_retweet  negative_prob  \\\n",
       "Date                                                                 \n",
       "2021-02-10 23:59:04      Twitter Web App      False       0.592906   \n",
       "2021-02-10 23:58:48  Twitter for Android      False       0.001663   \n",
       "\n",
       "                     neutral_prob  positive_prob         score  \n",
       "Date                                                            \n",
       "2021-02-10 23:59:04      0.397914       0.009180     44.419015  \n",
       "2021-02-10 23:58:48      0.143908       0.854429  21771.052516  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores = []\n",
    "for index, term in tqdm(df.iterrows(), total=df.shape[0],position=0, leave=True):\n",
    "    scores.append((term[\"positive_prob\"]) * ((int(term[\"user_followers\"]))) * ((int(term[\"user_favourites\"])+1)/int(s['user_followers']+1)) *((int(term[\"is_retweet\"])+1)))\n",
    "df[\"score\"] = scores\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user_followers</th>\n",
       "      <th>user_friends</th>\n",
       "      <th>user_favourites</th>\n",
       "      <th>negative_prob</th>\n",
       "      <th>neutral_prob</th>\n",
       "      <th>positive_prob</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-02-05 10:00:00</th>\n",
       "      <td>21675.0</td>\n",
       "      <td>6460.0</td>\n",
       "      <td>78957.0</td>\n",
       "      <td>0.121183</td>\n",
       "      <td>6.150877</td>\n",
       "      <td>4.727939</td>\n",
       "      <td>12113.497411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-05 11:00:00</th>\n",
       "      <td>634191.0</td>\n",
       "      <td>100792.0</td>\n",
       "      <td>304686.0</td>\n",
       "      <td>5.158497</td>\n",
       "      <td>57.012119</td>\n",
       "      <td>25.829384</td>\n",
       "      <td>91602.654237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-05 12:00:00</th>\n",
       "      <td>646404.0</td>\n",
       "      <td>191468.0</td>\n",
       "      <td>586447.0</td>\n",
       "      <td>11.037440</td>\n",
       "      <td>69.095984</td>\n",
       "      <td>58.866577</td>\n",
       "      <td>217554.126581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-05 13:00:00</th>\n",
       "      <td>506222.0</td>\n",
       "      <td>227179.0</td>\n",
       "      <td>1071161.0</td>\n",
       "      <td>8.531332</td>\n",
       "      <td>74.253073</td>\n",
       "      <td>48.215595</td>\n",
       "      <td>369605.970996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-05 14:00:00</th>\n",
       "      <td>511865.0</td>\n",
       "      <td>150554.0</td>\n",
       "      <td>825921.0</td>\n",
       "      <td>13.646859</td>\n",
       "      <td>82.375831</td>\n",
       "      <td>63.977310</td>\n",
       "      <td>297429.258015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     user_followers  user_friends  user_favourites  \\\n",
       "Date                                                                 \n",
       "2021-02-05 10:00:00         21675.0        6460.0          78957.0   \n",
       "2021-02-05 11:00:00        634191.0      100792.0         304686.0   \n",
       "2021-02-05 12:00:00        646404.0      191468.0         586447.0   \n",
       "2021-02-05 13:00:00        506222.0      227179.0        1071161.0   \n",
       "2021-02-05 14:00:00        511865.0      150554.0         825921.0   \n",
       "\n",
       "                     negative_prob  neutral_prob  positive_prob          score  \n",
       "Date                                                                            \n",
       "2021-02-05 10:00:00       0.121183      6.150877       4.727939   12113.497411  \n",
       "2021-02-05 11:00:00       5.158497     57.012119      25.829384   91602.654237  \n",
       "2021-02-05 12:00:00      11.037440     69.095984      58.866577  217554.126581  \n",
       "2021-02-05 13:00:00       8.531332     74.253073      48.215595  369605.970996  \n",
       "2021-02-05 14:00:00      13.646859     82.375831      63.977310  297429.258015  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_grouped = df.resample('1h').agg({\n",
    "    'user_followers': 'sum',\n",
    "    'user_friends': 'sum',\n",
    "    'user_favourites': 'sum',\n",
    "    'negative_prob': 'sum',\n",
    "    'neutral_prob': 'sum',\n",
    "    'positive_prob': 'sum',\n",
    "    'score': 'sum'\n",
    "})\n",
    "#tweets_grouped['number_of_tweets'] = df.resample('1h').size()\n",
    "#tweets_grouped = tweets_grouped['2021-02-06':'2023-03-05']  # Filters rows from Feb 10 to Feb 11 inclusive\n",
    "tweets_grouped.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['timestamp', 'open', 'high', 'low', 'close', 'volume',\n",
      "       'quote_asset_volume', 'number_of_trades', 'taker_buy_base_asset_volume',\n",
      "       'taker_buy_quote_asset_volume'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2017-08-17    4358.630667\n",
       "2017-08-18    4230.951715\n",
       "2017-08-19    4070.712250\n",
       "2017-08-20    4123.014063\n",
       "2017-08-21    4035.014465\n",
       "Freq: D, Name: close, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bitcoin = pd.read_csv('bitcoin_2017_to_2023.csv')\n",
    "bitcoin['Date'] = pd.to_datetime(bitcoin['timestamp'])\n",
    "bitcoin.set_index('Date', inplace=True)\n",
    "print(bitcoin.columns)\n",
    "# Check the prepared dataframe\n",
    "\n",
    "crypto_usd_grouped = bitcoin.resample('D')['close'].mean()\n",
    "#crypto_usd_grouped = crypto_usd_grouped['2021-02-06':'2023-03-05']  # Filters rows from Feb 10 to Feb 11 inclusive\n",
    "crypto_usd_grouped.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def crosscorr(datax, datay, lag=0, method=\"pearson\"):\n",
    "    \"\"\" Lag-N cross correlation. \n",
    "    \"\"\"\n",
    "    return datax.corrwith(datay.shift(lag), method=method)['score']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "beggining = max(tweets_grouped.index.min().replace(tzinfo=None), crypto_usd_grouped.index.min())\n",
    "end = min(tweets_grouped.index.max().replace(tzinfo=None), crypto_usd_grouped.index.max())\n",
    "tweets_grouped = tweets_grouped[beggining:end]\n",
    "crypto_usd_grouped = crypto_usd_grouped[beggining:end]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(20,10))\n",
    "ax1.set_title(\"Bitcoin price compared to twitter sentiment combined score\", fontsize=18)\n",
    "ax1.tick_params(labelsize=14)\n",
    "ax2 = ax1.twinx()\n",
    "ax1.plot_date(tweets_grouped.index, tweets_grouped, 'r-')\n",
    "ax2.plot_date(crypto_usd_grouped.index, crypto_usd_grouped, 'b-')\n",
    "\n",
    "ax1.set_ylabel(\"Combined Score\", color='r', fontsize=16)\n",
    "ax1.set_xlabel(\"Time period\", fontsize=16)\n",
    "ax2.set_ylabel(\"Bitcoin [$]\", color='b', fontsize=16)\n",
    "plt.show()\n",
    "plt.savefig('crypto_evolution_vs_twitter_sentiment', dpi=1000)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xcov = [crosscorr(tweets_grouped, crypto_usd_grouped, lag=i, method=\"pearson\") for i in range(-20,20)]\n",
    "plt.plot(range(-20,20), xcov)\n",
    "plt.title(\"pearson cross-correlation\")\n",
    "plt.xlabel(\"lag\")\n",
    "plt.ylabel(\"correlation\")\n",
    "plt.show()\n",
    "\n",
    "xcov = [crosscorr(tweets_grouped, crypto_usd_grouped, lag=i, method=\"kendall\") for i in range(-20,20)]\n",
    "plt.plot(range(-20,20), xcov)\n",
    "plt.title(\"kendall cross-correlation\")\n",
    "plt.xlabel(\"lag\")\n",
    "plt.ylabel(\"correlation\")\n",
    "plt.show()\n",
    "\n",
    "xcov = [crosscorr(tweets_grouped, crypto_usd_grouped, lag=i, method=\"spearman\") for i in range(-20,20)]\n",
    "plt.plot(range(-20,20), xcov)\n",
    "plt.title(\"spearman cross-correlation\")\n",
    "plt.xlabel(\"lag\")\n",
    "plt.ylabel(\"correlation\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bitcoinsent",
   "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}