{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ba11a033-8e76-4716-b365-57e2ad5e1ee1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2daf4d8-bec0-4590-9269-c3024236d3f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "\n",
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       "        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>Rank</th>\n",
       "      <th>Image Link</th>\n",
       "      <th>Title</th>\n",
       "      <th>Current</th>\n",
       "      <th>24h Peak</th>\n",
       "      <th>All-Time Peak</th>\n",
       "      <th>Genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Counter-Strike 2</td>\n",
       "      <td>1,015,721</td>\n",
       "      <td>1,276,702</td>\n",
       "      <td>1,818,773</td>\n",
       "      <td>First-person Shooter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Dota 2</td>\n",
       "      <td>702,487</td>\n",
       "      <td>805,624</td>\n",
       "      <td>1,295,114</td>\n",
       "      <td>MOBA (Multiplayer Online Battle Arena)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Banana</td>\n",
       "      <td>409,758</td>\n",
       "      <td>428,540</td>\n",
       "      <td>917,272</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>PUBG: BATTLEGROUNDS</td>\n",
       "      <td>371,000</td>\n",
       "      <td>688,475</td>\n",
       "      <td>3,257,248</td>\n",
       "      <td>Battle Royale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>ELDEN RING</td>\n",
       "      <td>294,359</td>\n",
       "      <td>319,707</td>\n",
       "      <td>953,426</td>\n",
       "      <td>Action RPG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Soundpad</td>\n",
       "      <td>16,028</td>\n",
       "      <td>17,064</td>\n",
       "      <td>21,920</td>\n",
       "      <td>Simulation / Tycoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Supermarket Simulator</td>\n",
       "      <td>15,817</td>\n",
       "      <td>15,875</td>\n",
       "      <td>51,363</td>\n",
       "      <td>Vampire / Open world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>V Rising</td>\n",
       "      <td>15,803</td>\n",
       "      <td>16,275</td>\n",
       "      <td>150,645</td>\n",
       "      <td>Tactical Shooter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Squad</td>\n",
       "      <td>15,729</td>\n",
       "      <td>19,288</td>\n",
       "      <td>35,151</td>\n",
       "      <td>Grand Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Victoria 3</td>\n",
       "      <td>15,609</td>\n",
       "      <td>17,598</td>\n",
       "      <td>70,100</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rank                                         Image Link  \\\n",
       "0     1.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "1     2.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "2     3.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "3     4.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "4     5.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "..    ...                                                ...   \n",
       "95   96.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "96   97.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "97   98.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "98   99.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "99  100.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "\n",
       "                    Title    Current   24h Peak All-Time Peak  \\\n",
       "0        Counter-Strike 2  1,015,721  1,276,702     1,818,773   \n",
       "1                  Dota 2    702,487    805,624     1,295,114   \n",
       "2                  Banana    409,758    428,540       917,272   \n",
       "3     PUBG: BATTLEGROUNDS    371,000    688,475     3,257,248   \n",
       "4              ELDEN RING    294,359    319,707       953,426   \n",
       "..                    ...        ...        ...           ...   \n",
       "95               Soundpad     16,028     17,064        21,920   \n",
       "96  Supermarket Simulator     15,817     15,875        51,363   \n",
       "97               V Rising     15,803     16,275       150,645   \n",
       "98                  Squad     15,729     19,288        35,151   \n",
       "99             Victoria 3     15,609     17,598        70,100   \n",
       "\n",
       "                                     Genre  \n",
       "0                     First-person Shooter  \n",
       "1   MOBA (Multiplayer Online Battle Arena)  \n",
       "2                                  Unknown  \n",
       "3                            Battle Royale  \n",
       "4                               Action RPG  \n",
       "..                                     ...  \n",
       "95                     Simulation / Tycoon  \n",
       "96                    Vampire / Open world  \n",
       "97                        Tactical Shooter  \n",
       "98                          Grand Strategy  \n",
       "99                                 Unknown  \n",
       "\n",
       "[100 rows x 7 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('sample-dataset-a-b-modules.csv')\n",
    "#print (df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a4b89d0a-7214-4d1c-972a-0872e65e527c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Image Link</th>\n",
       "      <th>Title</th>\n",
       "      <th>Current</th>\n",
       "      <th>24h Peak</th>\n",
       "      <th>All-Time Peak</th>\n",
       "      <th>Genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Counter-Strike 2</td>\n",
       "      <td>1,015,721</td>\n",
       "      <td>1,276,702</td>\n",
       "      <td>1,818,773</td>\n",
       "      <td>First-person Shooter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Dota 2</td>\n",
       "      <td>702,487</td>\n",
       "      <td>805,624</td>\n",
       "      <td>1,295,114</td>\n",
       "      <td>MOBA (Multiplayer Online Battle Arena)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Banana</td>\n",
       "      <td>409,758</td>\n",
       "      <td>428,540</td>\n",
       "      <td>917,272</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>PUBG: BATTLEGROUNDS</td>\n",
       "      <td>371,000</td>\n",
       "      <td>688,475</td>\n",
       "      <td>3,257,248</td>\n",
       "      <td>Battle Royale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>ELDEN RING</td>\n",
       "      <td>294,359</td>\n",
       "      <td>319,707</td>\n",
       "      <td>953,426</td>\n",
       "      <td>Action RPG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Once Human</td>\n",
       "      <td>229,441</td>\n",
       "      <td>231,668</td>\n",
       "      <td>231,668</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>The First Descendant</td>\n",
       "      <td>196,521</td>\n",
       "      <td>201,888</td>\n",
       "      <td>264,860</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.0</td>\n",
       "      <td>https://encrypted-tbn0.gstatic.com/images?q=tb...</td>\n",
       "      <td>Source SDK Base 2007</td>\n",
       "      <td>182,694</td>\n",
       "      <td>191,413</td>\n",
       "      <td>221,857</td>\n",
       "      <td>Tool / SDK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Grand Theft Auto V</td>\n",
       "      <td>148,141</td>\n",
       "      <td>170,541</td>\n",
       "      <td>364,548</td>\n",
       "      <td>Action-Adventure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Apex Legends</td>\n",
       "      <td>139,352</td>\n",
       "      <td>240,658</td>\n",
       "      <td>624,473</td>\n",
       "      <td>Battle Royale / First-person Shooter</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank                                         Image Link  \\\n",
       "0   1.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "1   2.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "2   3.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "3   4.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "4   5.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "5   6.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "6   7.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "7   8.0  https://encrypted-tbn0.gstatic.com/images?q=tb...   \n",
       "8   9.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "9  10.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "\n",
       "                  Title    Current   24h Peak All-Time Peak  \\\n",
       "0      Counter-Strike 2  1,015,721  1,276,702     1,818,773   \n",
       "1                Dota 2    702,487    805,624     1,295,114   \n",
       "2                Banana    409,758    428,540       917,272   \n",
       "3   PUBG: BATTLEGROUNDS    371,000    688,475     3,257,248   \n",
       "4            ELDEN RING    294,359    319,707       953,426   \n",
       "5            Once Human    229,441    231,668       231,668   \n",
       "6  The First Descendant    196,521    201,888       264,860   \n",
       "7  Source SDK Base 2007    182,694    191,413       221,857   \n",
       "8    Grand Theft Auto V    148,141    170,541       364,548   \n",
       "9          Apex Legends    139,352    240,658       624,473   \n",
       "\n",
       "                                    Genre  \n",
       "0                    First-person Shooter  \n",
       "1  MOBA (Multiplayer Online Battle Arena)  \n",
       "2                                 Unknown  \n",
       "3                           Battle Royale  \n",
       "4                              Action RPG  \n",
       "5                                 Unknown  \n",
       "6                                 Unknown  \n",
       "7                              Tool / SDK  \n",
       "8                        Action-Adventure  \n",
       "9    Battle Royale / First-person Shooter  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "60a4bda6-48d6-4ce6-b534-1a5ad1aabb6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .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>Rank</th>\n",
       "      <th>Image Link</th>\n",
       "      <th>Title</th>\n",
       "      <th>Current</th>\n",
       "      <th>24h Peak</th>\n",
       "      <th>All-Time Peak</th>\n",
       "      <th>Genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>91.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Arma 3</td>\n",
       "      <td>17,158</td>\n",
       "      <td>20,052</td>\n",
       "      <td>56,679</td>\n",
       "      <td>Racing / Open world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>92.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Forza Horizon 5</td>\n",
       "      <td>17,070</td>\n",
       "      <td>22,071</td>\n",
       "      <td>81,096</td>\n",
       "      <td>MMORPG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>93.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>The Elder Scrolls Online</td>\n",
       "      <td>16,481</td>\n",
       "      <td>16,505</td>\n",
       "      <td>49,234</td>\n",
       "      <td>Action RPG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>94.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Hogwarts Legacy</td>\n",
       "      <td>16,430</td>\n",
       "      <td>16,712</td>\n",
       "      <td>879,308</td>\n",
       "      <td>Sports / Basketball Simulation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>95.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>NBA 2K24</td>\n",
       "      <td>16,255</td>\n",
       "      <td>23,565</td>\n",
       "      <td>30,363</td>\n",
       "      <td>Utility / Audio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Soundpad</td>\n",
       "      <td>16,028</td>\n",
       "      <td>17,064</td>\n",
       "      <td>21,920</td>\n",
       "      <td>Simulation / Tycoon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Supermarket Simulator</td>\n",
       "      <td>15,817</td>\n",
       "      <td>15,875</td>\n",
       "      <td>51,363</td>\n",
       "      <td>Vampire / Open world</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>V Rising</td>\n",
       "      <td>15,803</td>\n",
       "      <td>16,275</td>\n",
       "      <td>150,645</td>\n",
       "      <td>Tactical Shooter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Squad</td>\n",
       "      <td>15,729</td>\n",
       "      <td>19,288</td>\n",
       "      <td>35,151</td>\n",
       "      <td>Grand Strategy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Victoria 3</td>\n",
       "      <td>15,609</td>\n",
       "      <td>17,598</td>\n",
       "      <td>70,100</td>\n",
       "      <td>Unknown</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rank                                         Image Link  \\\n",
       "90   91.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "91   92.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "92   93.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "93   94.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "94   95.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "95   96.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "96   97.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "97   98.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "98   99.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "99  100.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "\n",
       "                       Title Current 24h Peak All-Time Peak  \\\n",
       "90                    Arma 3  17,158   20,052        56,679   \n",
       "91           Forza Horizon 5  17,070   22,071        81,096   \n",
       "92  The Elder Scrolls Online  16,481   16,505        49,234   \n",
       "93           Hogwarts Legacy  16,430   16,712       879,308   \n",
       "94                  NBA 2K24  16,255   23,565        30,363   \n",
       "95                  Soundpad  16,028   17,064        21,920   \n",
       "96     Supermarket Simulator  15,817   15,875        51,363   \n",
       "97                  V Rising  15,803   16,275       150,645   \n",
       "98                     Squad  15,729   19,288        35,151   \n",
       "99                Victoria 3  15,609   17,598        70,100   \n",
       "\n",
       "                             Genre  \n",
       "90             Racing / Open world  \n",
       "91                          MMORPG  \n",
       "92                      Action RPG  \n",
       "93  Sports / Basketball Simulation  \n",
       "94                 Utility / Audio  \n",
       "95             Simulation / Tycoon  \n",
       "96            Vampire / Open world  \n",
       "97                Tactical Shooter  \n",
       "98                  Grand Strategy  \n",
       "99                         Unknown  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c0b96588-c5de-44da-b078-ce44b3177939",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          Counter-Strike 2\n",
       "1                    Dota 2\n",
       "2                    Banana\n",
       "3       PUBG: BATTLEGROUNDS\n",
       "4                ELDEN RING\n",
       "              ...          \n",
       "95                 Soundpad\n",
       "96    Supermarket Simulator\n",
       "97                 V Rising\n",
       "98                    Squad\n",
       "99               Victoria 3\n",
       "Name: Title, Length: 100, dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "89b843aa-0cba-4655-87a7-855c236b4b5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df.Title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d7d92286-a2ba-4c71-b0e0-e6f2e167a696",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          Counter-Strike 2\n",
       "1                    Dota 2\n",
       "2                    Banana\n",
       "3       PUBG: BATTLEGROUNDS\n",
       "4                ELDEN RING\n",
       "              ...          \n",
       "95                 Soundpad\n",
       "96    Supermarket Simulator\n",
       "97                 V Rising\n",
       "98                    Squad\n",
       "99               Victoria 3\n",
       "Name: Title, Length: 100, dtype: object"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "0ee09a68-46c8-443d-887f-7607d03ea60f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
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       "      <th>0</th>\n",
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       "      <td>2.0</td>\n",
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       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>Banana</td>\n",
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       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>PUBG: BATTLEGROUNDS</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>ELDEN RING</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96.0</td>\n",
       "      <td>Soundpad</td>\n",
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       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97.0</td>\n",
       "      <td>Supermarket Simulator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98.0</td>\n",
       "      <td>V Rising</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99.0</td>\n",
       "      <td>Squad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100.0</td>\n",
       "      <td>Victoria 3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rank                  Title\n",
       "0     1.0       Counter-Strike 2\n",
       "1     2.0                 Dota 2\n",
       "2     3.0                 Banana\n",
       "3     4.0    PUBG: BATTLEGROUNDS\n",
       "4     5.0             ELDEN RING\n",
       "..    ...                    ...\n",
       "95   96.0               Soundpad\n",
       "96   97.0  Supermarket Simulator\n",
       "97   98.0               V Rising\n",
       "98   99.0                  Squad\n",
       "99  100.0             Victoria 3\n",
       "\n",
       "[100 rows x 2 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Rank','Title']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "c892c58e-9c1f-4376-9907-2cf11fb4018b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Counter-Strike 2</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Dota 2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Banana</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PUBG: BATTLEGROUNDS</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ELDEN RING</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Soundpad</td>\n",
       "      <td>96.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Supermarket Simulator</td>\n",
       "      <td>97.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>V Rising</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Squad</td>\n",
       "      <td>99.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Victoria 3</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Title   Rank\n",
       "0        Counter-Strike 2    1.0\n",
       "1                  Dota 2    2.0\n",
       "2                  Banana    3.0\n",
       "3     PUBG: BATTLEGROUNDS    4.0\n",
       "4              ELDEN RING    5.0\n",
       "..                    ...    ...\n",
       "95               Soundpad   96.0\n",
       "96  Supermarket Simulator   97.0\n",
       "97               V Rising   98.0\n",
       "98                  Squad   99.0\n",
       "99             Victoria 3  100.0\n",
       "\n",
       "[100 rows x 2 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Title','Rank']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "3b60f53a-fafb-4693-9921-a33e560175e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Image Link</th>\n",
       "      <th>Title</th>\n",
       "      <th>Current</th>\n",
       "      <th>24h Peak</th>\n",
       "      <th>All-Time Peak</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Counter-Strike 2</td>\n",
       "      <td>1,015,721</td>\n",
       "      <td>1,276,702</td>\n",
       "      <td>1,818,773</td>\n",
       "      <td>First-person Shooter</td>\n",
       "      <td>1,818,7731,818,773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Dota 2</td>\n",
       "      <td>702,487</td>\n",
       "      <td>805,624</td>\n",
       "      <td>1,295,114</td>\n",
       "      <td>MOBA (Multiplayer Online Battle Arena)</td>\n",
       "      <td>1,295,1141,295,114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Banana</td>\n",
       "      <td>409,758</td>\n",
       "      <td>428,540</td>\n",
       "      <td>917,272</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>917,272917,272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>PUBG: BATTLEGROUNDS</td>\n",
       "      <td>371,000</td>\n",
       "      <td>688,475</td>\n",
       "      <td>3,257,248</td>\n",
       "      <td>Battle Royale</td>\n",
       "      <td>3,257,2483,257,248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>ELDEN RING</td>\n",
       "      <td>294,359</td>\n",
       "      <td>319,707</td>\n",
       "      <td>953,426</td>\n",
       "      <td>Action RPG</td>\n",
       "      <td>953,426953,426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Soundpad</td>\n",
       "      <td>16,028</td>\n",
       "      <td>17,064</td>\n",
       "      <td>21,920</td>\n",
       "      <td>Simulation / Tycoon</td>\n",
       "      <td>21,92021,920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Supermarket Simulator</td>\n",
       "      <td>15,817</td>\n",
       "      <td>15,875</td>\n",
       "      <td>51,363</td>\n",
       "      <td>Vampire / Open world</td>\n",
       "      <td>51,36351,363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>V Rising</td>\n",
       "      <td>15,803</td>\n",
       "      <td>16,275</td>\n",
       "      <td>150,645</td>\n",
       "      <td>Tactical Shooter</td>\n",
       "      <td>150,645150,645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Squad</td>\n",
       "      <td>15,729</td>\n",
       "      <td>19,288</td>\n",
       "      <td>35,151</td>\n",
       "      <td>Grand Strategy</td>\n",
       "      <td>35,15135,151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100.0</td>\n",
       "      <td>https://shared.cloudflare.steamstatic.com/stor...</td>\n",
       "      <td>Victoria 3</td>\n",
       "      <td>15,609</td>\n",
       "      <td>17,598</td>\n",
       "      <td>70,100</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>70,10070,100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rank                                         Image Link  \\\n",
       "0     1.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "1     2.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "2     3.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "3     4.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "4     5.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "..    ...                                                ...   \n",
       "95   96.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "96   97.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "97   98.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "98   99.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "99  100.0  https://shared.cloudflare.steamstatic.com/stor...   \n",
       "\n",
       "                    Title    Current   24h Peak All-Time Peak  \\\n",
       "0        Counter-Strike 2  1,015,721  1,276,702     1,818,773   \n",
       "1                  Dota 2    702,487    805,624     1,295,114   \n",
       "2                  Banana    409,758    428,540       917,272   \n",
       "3     PUBG: BATTLEGROUNDS    371,000    688,475     3,257,248   \n",
       "4              ELDEN RING    294,359    319,707       953,426   \n",
       "..                    ...        ...        ...           ...   \n",
       "95               Soundpad     16,028     17,064        21,920   \n",
       "96  Supermarket Simulator     15,817     15,875        51,363   \n",
       "97               V Rising     15,803     16,275       150,645   \n",
       "98                  Squad     15,729     19,288        35,151   \n",
       "99             Victoria 3     15,609     17,598        70,100   \n",
       "\n",
       "                                     Genre               Total  \n",
       "0                     First-person Shooter  1,818,7731,818,773  \n",
       "1   MOBA (Multiplayer Online Battle Arena)  1,295,1141,295,114  \n",
       "2                                  Unknown      917,272917,272  \n",
       "3                            Battle Royale  3,257,2483,257,248  \n",
       "4                               Action RPG      953,426953,426  \n",
       "..                                     ...                 ...  \n",
       "95                     Simulation / Tycoon        21,92021,920  \n",
       "96                    Vampire / Open world        51,36351,363  \n",
       "97                        Tactical Shooter      150,645150,645  \n",
       "98                          Grand Strategy        35,15135,151  \n",
       "99                                 Unknown        70,10070,100  \n",
       "\n",
       "[100 rows x 8 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Total'] = df['All-Time Peak'] * 2\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
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