IPL Data Analysiss.ipynb

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   "id": "944c2b87",
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   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Registered S3 method overwritten by 'rvest':\n",
      "  method            from\n",
      "  read_xml.response xml2\n",
      "-- Attaching packages --------------------------------------- tidyverse 1.2.1 --\n",
      "v tibble  2.1.1     v stringr 1.4.0\n",
      "v purrr   0.3.2     v forcats 0.4.0\n",
      "-- Conflicts ------------------------------------------ tidyverse_conflicts() --\n",
      "x dplyr::filter() masks stats::filter()\n",
      "x dplyr::lag()    masks stats::lag()\n"
     ]
    }
   ],
   "source": [
    "library(readr)\n",
    "library(ggplot2) \n",
    "library(dplyr)\n",
    "library(treemap)\n",
    "library(tidyr)\n",
    "library(tidyverse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "92a06f66",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
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     "text": [
      "also installing the dependencies 'gridBase', 'igraph'\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  There are binary versions available but the source versions are later:\n",
      "        binary source needs_compilation\n",
      "igraph   1.2.6  1.3.2              TRUE\n",
      "treemap  2.4-2  2.4-3             FALSE\n",
      "\n",
      "  Binaries will be installed\n",
      "package 'gridBase' successfully unpacked and MD5 sums checked\n",
      "package 'igraph' successfully unpacked and MD5 sums checked\n",
      "\n",
      "The downloaded binary packages are in\n",
      "\tC:\\Users\\Vikra\\AppData\\Local\\Temp\\RtmpoTWIGm\\downloaded_packages\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "installing the source package 'treemap'\n",
      "\n"
     ]
    }
   ],
   "source": [
    "install.packages(\"treemap\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7fd2f56e",
   "metadata": {},
   "outputs": [],
   "source": [
    "match<-read.csv(\"IPLL.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "80a7fc66",
   "metadata": {},
   "outputs": [],
   "source": [
    "deliveries<-read.csv(\"deliveries.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bdfc8c07",
   "metadata": {},
   "outputs": [],
   "source": [
    "match=match[,-c(1,19)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d7b5c4c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>id</th><th scope=col>season</th><th scope=col>city</th><th scope=col>date</th><th scope=col>team1</th><th scope=col>team2</th><th scope=col>toss_winner</th><th scope=col>toss_decision</th><th scope=col>result</th><th scope=col>dl_applied</th><th scope=col>winner</th><th scope=col>win_by_runs</th><th scope=col>win_by_wickets</th><th scope=col>player_of_match</th><th scope=col>venue</th><th scope=col>umpire1</th><th scope=col>umpire2</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>1                                         </td><td>2008                                      </td><td>Bangalore                                 </td><td>18-04-2008                                </td><td>Kolkata Knight Riders                     </td><td>Royal Challengers Bangalore               </td><td>Royal Challengers Bangalore               </td><td>field                                     </td><td>normal                                    </td><td>0                                         </td><td>Kolkata Knight Riders                     </td><td>140                                       </td><td>0                                         </td><td>BB McCullum                               </td><td>M Chinnaswamy Stadium                     </td><td>Asad Rauf                                 </td><td>RE Koertzen                               </td></tr>\n",
       "\t<tr><td>2                                         </td><td>2008                                      </td><td>Chandigarh                                </td><td>19-04-2008                                </td><td>Chennai Super Kings                       </td><td>Kings XI Punjab                           </td><td>Chennai Super Kings                       </td><td>bat                                       </td><td>normal                                    </td><td>0                                         </td><td>Chennai Super Kings                       </td><td> 33                                       </td><td>0                                         </td><td>MEK Hussey                                </td><td>Punjab Cricket Association Stadium, Mohali</td><td>MR Benson                                 </td><td>SL Shastri                                </td></tr>\n",
       "\t<tr><td>3                                         </td><td>2008                                      </td><td>Delhi                                     </td><td>19-04-2008                                </td><td>Rajasthan Royals                          </td><td>Delhi Daredevils                          </td><td>Rajasthan Royals                          </td><td>bat                                       </td><td>normal                                    </td><td>0                                         </td><td>Delhi Daredevils                          </td><td>  0                                       </td><td>9                                         </td><td>MF Maharoof                               </td><td>Feroz Shah Kotla                          </td><td>Aleem Dar                                 </td><td>GA Pratapkumar                            </td></tr>\n",
       "\t<tr><td>4                                         </td><td>2008                                      </td><td>Mumbai                                    </td><td>20-04-2008                                </td><td>Mumbai Indians                            </td><td>Royal Challengers Bangalore               </td><td>Mumbai Indians                            </td><td>bat                                       </td><td>normal                                    </td><td>0                                         </td><td>Royal Challengers Bangalore               </td><td>  0                                       </td><td>5                                         </td><td>MV Boucher                                </td><td>Wankhede Stadium                          </td><td>SJ Davis                                  </td><td>DJ Harper                                 </td></tr>\n",
       "\t<tr><td>5                                         </td><td>2008                                      </td><td>Kolkata                                   </td><td>20-04-2008                                </td><td>Deccan Chargers                           </td><td>Kolkata Knight Riders                     </td><td>Deccan Chargers                           </td><td>bat                                       </td><td>normal                                    </td><td>0                                         </td><td>Kolkata Knight Riders                     </td><td>  0                                       </td><td>5                                         </td><td>DJ Hussey                                 </td><td>Eden Gardens                              </td><td>BF Bowden                                 </td><td>K Hariharan                               </td></tr>\n",
       "\t<tr><td>6                                         </td><td>2008                                      </td><td>Jaipur                                    </td><td>21-04-2008                                </td><td>Kings XI Punjab                           </td><td>Rajasthan Royals                          </td><td>Kings XI Punjab                           </td><td>bat                                       </td><td>normal                                    </td><td>0                                         </td><td>Rajasthan Royals                          </td><td>  0                                       </td><td>6                                         </td><td>SR Watson                                 </td><td>Sawai Mansingh Stadium                    </td><td>Aleem Dar                                 </td><td>RB Tiffin                                 </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllll}\n",
       " id & season & city & date & team1 & team2 & toss\\_winner & toss\\_decision & result & dl\\_applied & winner & win\\_by\\_runs & win\\_by\\_wickets & player\\_of\\_match & venue & umpire1 & umpire2\\\\\n",
       "\\hline\n",
       "\t 1                                          & 2008                                       & Bangalore                                  & 18-04-2008                                 & Kolkata Knight Riders                      & Royal Challengers Bangalore                & Royal Challengers Bangalore                & field                                      & normal                                     & 0                                          & Kolkata Knight Riders                      & 140                                        & 0                                          & BB McCullum                                & M Chinnaswamy Stadium                      & Asad Rauf                                  & RE Koertzen                               \\\\\n",
       "\t 2                                          & 2008                                       & Chandigarh                                 & 19-04-2008                                 & Chennai Super Kings                        & Kings XI Punjab                            & Chennai Super Kings                        & bat                                        & normal                                     & 0                                          & Chennai Super Kings                        &  33                                        & 0                                          & MEK Hussey                                 & Punjab Cricket Association Stadium, Mohali & MR Benson                                  & SL Shastri                                \\\\\n",
       "\t 3                                          & 2008                                       & Delhi                                      & 19-04-2008                                 & Rajasthan Royals                           & Delhi Daredevils                           & Rajasthan Royals                           & bat                                        & normal                                     & 0                                          & Delhi Daredevils                           &   0                                        & 9                                          & MF Maharoof                                & Feroz Shah Kotla                           & Aleem Dar                                  & GA Pratapkumar                            \\\\\n",
       "\t 4                                          & 2008                                       & Mumbai                                     & 20-04-2008                                 & Mumbai Indians                             & Royal Challengers Bangalore                & Mumbai Indians                             & bat                                        & normal                                     & 0                                          & Royal Challengers Bangalore                &   0                                        & 5                                          & MV Boucher                                 & Wankhede Stadium                           & SJ Davis                                   & DJ Harper                                 \\\\\n",
       "\t 5                                          & 2008                                       & Kolkata                                    & 20-04-2008                                 & Deccan Chargers                            & Kolkata Knight Riders                      & Deccan Chargers                            & bat                                        & normal                                     & 0                                          & Kolkata Knight Riders                      &   0                                        & 5                                          & DJ Hussey                                  & Eden Gardens                               & BF Bowden                                  & K Hariharan                               \\\\\n",
       "\t 6                                          & 2008                                       & Jaipur                                     & 21-04-2008                                 & Kings XI Punjab                            & Rajasthan Royals                           & Kings XI Punjab                            & bat                                        & normal                                     & 0                                          & Rajasthan Royals                           &   0                                        & 6                                          & SR Watson                                  & Sawai Mansingh Stadium                     & Aleem Dar                                  & RB Tiffin                                 \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| id | season | city | date | team1 | team2 | toss_winner | toss_decision | result | dl_applied | winner | win_by_runs | win_by_wickets | player_of_match | venue | umpire1 | umpire2 |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 1                                          | 2008                                       | Bangalore                                  | 18-04-2008                                 | Kolkata Knight Riders                      | Royal Challengers Bangalore                | Royal Challengers Bangalore                | field                                      | normal                                     | 0                                          | Kolkata Knight Riders                      | 140                                        | 0                                          | BB McCullum                                | M Chinnaswamy Stadium                      | Asad Rauf                                  | RE Koertzen                                |\n",
       "| 2                                          | 2008                                       | Chandigarh                                 | 19-04-2008                                 | Chennai Super Kings                        | Kings XI Punjab                            | Chennai Super Kings                        | bat                                        | normal                                     | 0                                          | Chennai Super Kings                        |  33                                        | 0                                          | MEK Hussey                                 | Punjab Cricket Association Stadium, Mohali | MR Benson                                  | SL Shastri                                 |\n",
       "| 3                                          | 2008                                       | Delhi                                      | 19-04-2008                                 | Rajasthan Royals                           | Delhi Daredevils                           | Rajasthan Royals                           | bat                                        | normal                                     | 0                                          | Delhi Daredevils                           |   0                                        | 9                                          | MF Maharoof                                | Feroz Shah Kotla                           | Aleem Dar                                  | GA Pratapkumar                             |\n",
       "| 4                                          | 2008                                       | Mumbai                                     | 20-04-2008                                 | Mumbai Indians                             | Royal Challengers Bangalore                | Mumbai Indians                             | bat                                        | normal                                     | 0                                          | Royal Challengers Bangalore                |   0                                        | 5                                          | MV Boucher                                 | Wankhede Stadium                           | SJ Davis                                   | DJ Harper                                  |\n",
       "| 5                                          | 2008                                       | Kolkata                                    | 20-04-2008                                 | Deccan Chargers                            | Kolkata Knight Riders                      | Deccan Chargers                            | bat                                        | normal                                     | 0                                          | Kolkata Knight Riders                      |   0                                        | 5                                          | DJ Hussey                                  | Eden Gardens                               | BF Bowden                                  | K Hariharan                                |\n",
       "| 6                                          | 2008                                       | Jaipur                                     | 21-04-2008                                 | Kings XI Punjab                            | Rajasthan Royals                           | Kings XI Punjab                            | bat                                        | normal                                     | 0                                          | Rajasthan Royals                           |   0                                        | 6                                          | SR Watson                                  | Sawai Mansingh Stadium                     | Aleem Dar                                  | RB Tiffin                                  |\n",
       "\n"
      ],
      "text/plain": [
       "  id season city       date       team1                \n",
       "1 1  2008   Bangalore  18-04-2008 Kolkata Knight Riders\n",
       "2 2  2008   Chandigarh 19-04-2008 Chennai Super Kings  \n",
       "3 3  2008   Delhi      19-04-2008 Rajasthan Royals     \n",
       "4 4  2008   Mumbai     20-04-2008 Mumbai Indians       \n",
       "5 5  2008   Kolkata    20-04-2008 Deccan Chargers      \n",
       "6 6  2008   Jaipur     21-04-2008 Kings XI Punjab      \n",
       "  team2                       toss_winner                 toss_decision result\n",
       "1 Royal Challengers Bangalore Royal Challengers Bangalore field         normal\n",
       "2 Kings XI Punjab             Chennai Super Kings         bat           normal\n",
       "3 Delhi Daredevils            Rajasthan Royals            bat           normal\n",
       "4 Royal Challengers Bangalore Mumbai Indians              bat           normal\n",
       "5 Kolkata Knight Riders       Deccan Chargers             bat           normal\n",
       "6 Rajasthan Royals            Kings XI Punjab             bat           normal\n",
       "  dl_applied winner                      win_by_runs win_by_wickets\n",
       "1 0          Kolkata Knight Riders       140         0             \n",
       "2 0          Chennai Super Kings          33         0             \n",
       "3 0          Delhi Daredevils              0         9             \n",
       "4 0          Royal Challengers Bangalore   0         5             \n",
       "5 0          Kolkata Knight Riders         0         5             \n",
       "6 0          Rajasthan Royals              0         6             \n",
       "  player_of_match venue                                      umpire1  \n",
       "1 BB McCullum     M Chinnaswamy Stadium                      Asad Rauf\n",
       "2 MEK Hussey      Punjab Cricket Association Stadium, Mohali MR Benson\n",
       "3 MF Maharoof     Feroz Shah Kotla                           Aleem Dar\n",
       "4 MV Boucher      Wankhede Stadium                           SJ Davis \n",
       "5 DJ Hussey       Eden Gardens                               BF Bowden\n",
       "6 SR Watson       Sawai Mansingh Stadium                     Aleem Dar\n",
       "  umpire2       \n",
       "1 RE Koertzen   \n",
       "2 SL Shastri    \n",
       "3 GA Pratapkumar\n",
       "4 DJ Harper     \n",
       "5 K Hariharan   \n",
       "6 RB Tiffin     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head(match)"
   ]
  },
  {
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   "id": "b2e1989e",
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    {
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j7xaA6E9Svf6hpJKp/7fV0Fk63xmdCNP3pKKtTW7zZG4y65eGbbKk4j+tbkVWnX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\nAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Matches played in different cities \n",
    "ggplot(match[which(!is.na(match$city)),],aes(city,fill= city,rm.na=T)) +geom_bar() +\n",
    "  theme(axis.text.x = element_text(angle = 90, hjust = 1))+ \n",
    "  ylab(\"Number of Matches Played\") +\n",
    " guides(fill=FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c473b9f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EAyApIKSEAyApIKSEAyApIKSEAyApIKSEAyApLqj0LKaOo5PIv+OUJTz+FZ9KLZ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\n+aq9+xS8AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#IS WINNING TOSS IN IPL HAS ADVANTAGE\n",
    "match$toss_match<-ifelse(as.character(match$toss_winner)==as.character(match$winner),\"Won\",\"Lost\")\n",
    "ggplot(match[which(!is.na(match$toss_match)),],aes(toss_match, fill = toss_match))+ \n",
    "  geom_bar()+ xlab(\"Toss\") +ylab(\"Number of matches won\")+ ggtitle(\"How much of a advantage is winning the toss\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6e6a8d9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eEDUpRfs5n++Li6d7nX4ioekQL7QPwpuFYi31RN6vUgVb04aNNdeJEdsebUrsoS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\nkEQSApJIQkASScj/AJEouXaECQWjAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NUMBER OF MATCHES PLAYED BY EACH TEAM\n",
    "ggplot(as.data.frame(table(match$team2) + table(match$team1)),aes(reorder(Var1,-Freq),Freq,fill = Var1)) +\n",
    "  geom_bar(stat = \"identity\")+ theme(axis.text.x = element_text(angle = 90, hjust = 1))+ xlab(\"Player\")+ylab(\"Number of Matches\") +guides(fill=FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4e5d4169",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ASPJhjvtQOmwxI8mmC8+xuYDkvwaILN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\nA+r/AQr3Ff0TG+xdAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NUMBER OF MATCHES WON BY EACH TEAMS\n",
    "ggplot(match,aes(winner)) +geom_bar(fill=\"#0072B2\") +\n",
    "  theme(axis.text.x = element_text(angle = 90, hjust = 1))+ xlab(\"Team\")+\n",
    "  ylab(\"Matches won\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "095f35fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "Data<-match[match$season!=\"2009\",]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cb615904",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in `[.data.frame`(Data, Data$date < as.Date(\"2008-04-16\"), ):\n",
      "\"Incompatible methods (\"Ops.factor\", \"<.Date\") for \"<\"\""
     ]
    }
   ],
   "source": [
    "Data1<-Data[ Data$date < as.Date(\"2008-04-16\") ,]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "730b1f37",
   "metadata": {},
   "outputs": [],
   "source": [
    "Data1$home_team[Data1$city==\"Bangalore\"]<- \"Royal Challengers Bangalore\"\n",
    "Data1$home_team[Data1$city==\"Chennai\"]<- \"Chennai Super Kings\"\n",
    "Data1$home_team[Data1$city==\"Delhi\"]<- \"Delhi Daredevils\"\n",
    "Data1$home_team[Data1$city==\"Chandigarh\"]<- \"Kings XI Punjab\"\n",
    "Data1$home_team[Data1$city==\"Jaipur\"]<- \"Rajasthan Royals\"\n",
    "Data1$home_team[Data1$city==\"Mumbai\"]<- \"Mumbai Indians\"\n",
    "Data1$home_team[Data1$city==\"Kolkata\"]<- \"Kolkata Knight Riders\"\n",
    "Data1$home_team[Data1$city==\"Kochi\"]<- \"Kochi Tuskers Kerala\"\n",
    "Data1$home_team[Data1$city==\"Hyderabad\" & Data1$season <=2012]<- \"Deccan Chargers\"\n",
    "Data1$home_team[Data1$city==\"Hyderabad\" & Data1$season >2012]<- \"Sunrisers Hyderabad\"\n",
    "Data1$home_team[Data1$city==\"Ahmedabad\"]<- \"Rajasthan Royals\"\n",
    "Data1$home_team[Data1$city==\"Dharamsala\"]<- \"Kings XI Punjab\"\n",
    "Data1$home_team[Data1$city==\"Visakhapatnam\" & Data1$season== 2015]<- \"Sunrisers Hyderabad\"\n",
    "Data1$home_team[Data1$city==\"Ranchi\" & Data1$season== 2013]<- \"Kolkata Knight Riders\"\n",
    "Data1$home_team[Data1$city==\"Ranchi\" & Data1$season > 2013]<- \"Chennai Super Kings\"\n",
    "Data1$home_team[Data1$city==\"Rajkot\" ]<- \"Gujarat Lions\"\n",
    "Data1$home_team[Data1$city==\"Kanpur\" ]<- \"Gujarat Lions\"\n",
    "Data1$home_team[Data1$city==\"Raipur\" ]<- \"Delhi Daredevils\"\n",
    "Data1$home_team[Data1$city==\"Nagpur\" ]<- \"Deccan Chargers\"\n",
    "Data1$home_team[Data1$city==\"Indore\" ]<- \"Kochi Tuskers Kerala\"\n",
    "Data1$home_team[Data1$city==\"Pune\" & Data1$season!= 2016]<- \"Pune Warriors\"\n",
    "Data1$home_team[Data1$city==\"Pune\" & Data1$season== 2016]<- \"Rising Pune Supergiants\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "25ef6053",
   "metadata": {},
   "outputs": [],
   "source": [
    "Data1<-Data1[ which(!is.na(Data1$home_team)),]\n",
    "Data1$win_host <- ifelse(as.character(Data1$winner)==as.character(Data1$home_team),\"Home\",\"Away\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "54639175",
   "metadata": {},
   "outputs": [
    {
     "data": {
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CQZkLyABCQZkLyABCQZkLyABCQZkLyA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\nIkoQkIgS9D+H18949W+5aQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# HOME ADVANGE IS A REAL THING IN IPL HISTORY \n",
    "ggplot(Data1[which(!is.na(Data1$win_host)),],aes(win_host,fill= win_host))+geom_bar()+\n",
    "  ggtitle(\"Is home advantage a real thing in IPL?\")+\n",
    "  xlab(\"Team\")+\n",
    "  ylab(\"Number of Matches won\")+labs(aesthetic=\"Winner\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ffcac6ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Joining, by = \"Var1\"\n"
     ]
    },
    {
     "data": {
      "image/png": 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jT+47Gc2gEJSEtbQAISkDZoXYakZPqO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\nJEI2yD8Ai/ZZdvfWaEYAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matches_won<-as.data.frame(table(match$winner))\n",
    "colnames(matches_won)[2]<-\"Won\"\n",
    "matches_played<-as.data.frame(table(match$team2) + table(match$team1))\n",
    "colnames(matches_played)[2]<-\"Played\"\n",
    "#WINNING PERCENTAGE OF EACH TEAM\n",
    "ggplot(left_join(matches_played,matches_won ),aes(reorder(Var1,-Won/Played),Won*100/Played,fill = Var1)) +geom_bar(stat = \"identity\")+\n",
    "  theme(axis.text.x = element_text(angle = 90, hjust = 1))+ xlab(\"Team\")+\n",
    "  ylab(\"Win Percentage\") +  guides(fill=FALSE)+coord_cartesian(ylim = c(0, 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "6d97b58a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df<- deliveries %>% group_by(batsman)%>% summarise(runs=sum(batsman_runs)) %>% arrange(desc(runs)) %>%\n",
    "  filter(runs > 2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4952dedf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hRIQNoc0v/5q/DuXi4FEpCMQfpXfxXG\nkJICCUhVQfo3fxWmIqdAAhKQMqRAAhKQMqRAAhKQMqRAAhKQMqRAAhKQMqRAAhKQMqRAAhKQ\nMqRAAhKQMqRAAhKQMqRAAhKQMqRAAhKQMqRAAhKQMqRAAhKQMqRAAhKQMqRAAlJDkP7BX0AC\nEpCABCQgAQlIQAISkIAEJAOQnsdpeh3GX0ACEpDiIT0Pw/Q+DsOwVhKQgASkrzoMr+7/n9+G\nEUhAagPSXwtVDJI7Ib0Mh9N3IAEJSLGQxuH9aXibr5KABCQgRUP65S6PxvmEdAQSkIAUDWk6\nDuOLOzGtdQQkIAEpRwEJSHVC+nt/AQlIQNoZ0nF+E2kuIAEJSNGQjsMAJCABKRXSODyvFAQk\nIAFp6Q1ZIAEJSKmQHocPIAEJSKmQ3seHdyABCUjJUztuNgAJSEACEpAsQIouIAEJSEACEpAW\nIf2nv0RITO2ABCQgAQlINiCd6/2Bf/wESEBKhjR98I+fAAlI6ZD4NxuABKQMkH7f/JsNoyvp\nO5CABCTvzYbr35qPly++70ACEpB8kG7+zQYgAQlI0ddI3wpIQAJSFKT7u3YipD/mmn8QILlU\nguRiAZJLBUguFSC5VIDkUgGSSwVILpUguViA5FIBkksFSC4VILlUgORSAZJLJUguFiC5VIDk\nUgGSSwVILhUguVSA5FIJkosFSC4VIN2DuYP0ehgOr/MPb4e7348TZyTOSJyRQs9Ir6fro7fT\nPxN5ABKQgBQH6XE4TsfhaXr49h+jGG+/AAlIQJIhDcPH9DEMD8Ph7YcjIAEJSMGQTl++/bvf\n4/1pCUhAAlIQpJd7R+PlIwx8sgFIQFoDaYopIAEJSEACEpCABCQgGYM08BeyQAISkIAEJAOQ\nUgpIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgFQU0lwCJJdKkFwsQHKpAMmlAiSXCpBcKkByqQDJpRIkFwuQXCpAcqkA\nyaUCJJcKkFwqQHKpBMnFAiSXCpBcKkByqQDJpQIklwqQXCpBcrEAyaUCpPudnzMSZyTOSIbO\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQbkMbzV1dL34EEJCCFQLq4uXz5\n/h1IQAJSCKRxAhKQgJRragckIAGpKKQ/5pp/ECC5VILkYgGSSwVILhUguVSA5FIBkksFSC6V\nILlYgORSAZJLBUguFSC5VIDkUgGSSyVILhYguVSA5FIBkksFSC4VILlUgORSCZKLBUguFSDd\nI+GMxBmJM5KNMxKQgAQkIAEJSEACEpCABCQg9QeJTzYACUhpkEIKSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEDaCNJcAiSXSpBcLEByqQDJpQIklwqQXCpAcqkAyaUSJBcLkFwqQHKp\nAMmlAiSXCpBcKkByqQTJxQIklwqQXCpAcqkAyaUCJJcKkFwqQXKxAMmlAqT7nZ8zEmckzkiG\nzkhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSI1DGl0BCUhASoM0Xr8A\nCUhAAhKQgAQkIAGpGUh/zBW7GopqonKeke5r4VcGUqNtMSQbG16bAqmh1GhbXQwJSA2lRtvq\nYkhAaig12lYXQwJSQ6nRtroYUgZIC59s2G884anRthiSjQ3vAem+9h1PeGq0LYZkY8NACk2N\ntsWQbGwYSKGp0bYYko0NAyk0NdoWQ7KxYSCFpkbbYkg2Ngyk0NRoWwzJxoaBFJoabYsh2dgw\nkEJTo20xJBsbBlJoarQthmRjw0AKTY22xZBsbBhIoanRthiSjQ0DKTQ12hZDsrFhIIWmRtti\nSDY2DKTQ1GhbDMnGhoEUmhptiyHZ2DCQQlOjbTEkGxsGUmhqtC2GZGPDQApNjbbFkGxsGEih\nqdG2GJKNDQMpNDXaFkOysWEghaZG22JINjYMpNDUaFsMycaGgRSaGm2LIdnY8P6QftYfJlOj\nbaWkRttKSY22JaVAqj412lZKarQtKQVS9anRtlJSo21JKZCqT422lZIabUtKgVR9arStlNRo\nW1JaDhJFdVRAoqgMBSSKylDVQhr1hxhcNbWibL4O4923a5WENJ7/a2T3/0Wy+0fEp8qzfFrO\n/5ikVZ+W9yQFBzzK65ZHHDJg74p9K9XXLDxZYcuq213/XH49kSk73paQ1Bo//y8ilZ/my4KF\nVi0urC0bm379x0a9iP3riD42nGNhcX1I/idLew4DnuM4hN//w63hy3oRGoAkPM1Sqh02dEjR\nq94F0teRMD8kl6uHf7ktIY2GpJw3xHWEPpfRy36volM7dTaSAEnZdAqktFXHTxp3hBTwVHgG\npTad0lVAbQ7JU3ufkZTjVcKhX4FUaNUhU4q4NAlSqqSzovWSUrvSK2rVMqSQs+yPh+x71265\nJz0d1fO+MilQNqxct0/Rr0HQ7QRxYWVCun7D+rX39Zlafi2UDSvLydvVn624VScs6zkIl4YU\nMs21VokTv9ZKfvUKDniMnzYUrH0gWXsWgqrg5K29Kg5p+2dUvYJa6mpfSCHn3/Vp8KTBFyZA\nCppSlEiDFl5M0poWng51zcrrJLwOAZO3Kfq6oD5I5VKlop6qDFuWJyspadJtKrmSNqyuWniu\nPZOoHwtHLCv1pF9fLW23+DVSdLgfpOjr9pDtyue66LQ4JPkeR/TTcbOB5Vx7A0s4q8ReYEUt\ntPf7SNLiKWm5/UqptEnjTpC0V0nasLDRwNc/8sxx920hFfWv355S+9/+LpOG3Gsq4uju21Lq\n321S0rBzf/QBLfbgLtdukOQTnaDfn+77hmzsRa5+rXl+kLZhz0PUttQTgzh1Fy1EpyHPpbBm\noeQZVsLUTnlrLGUCLr/bd31AvtrmfaS4RbNsPfuG1QmYvgprld6tdDyK3gGUQ0dyJV3Yfa9t\n7tptd813u7x6UIracAqklL2i5LvahSRlWGvsevXlxE+7r7+w3w+SPBn1LHQby4c68WMtKTMd\nZfatthX7AirLRv9dkHzeGG8f4N945A6vT8/VZeN2noS/DPHEhs9ISZfP+vWzsAFtw5Fnuusa\nIl98adlLW6Kj5PNGxM6XtLcHPES8ovQvFbJreZddHJJhSEGHnCSiXoXx1+0B24577ZVlA2ac\nfkihz+XiKUs7ESq8vdsKvMCKew1jVinXvjcb0kcbdSQseUtARSgsqq5ZSjVIcRd26gRcrqDt\nJlWJOWXMOvf+e6TI49VnHHck1BeOrqjDZ1AcsKx4zvHu0IGH/qhS5sEZtpjgO/L4vsvU7nPb\n3l/HHa/U8772AorLyyeNpItc9eWJPZtNwu2E6TPJvj+HvA4Sb2FZfdUJk52UE6UnLfyvCInb\nLni8UtasL52wYe0RKWsvMRlVDlnpq97jz9HUyU5NkNRLkfjjVciWxbmduHDKTCdgqZT7J2ld\nxew5lf1V5qV0KuI8WF7zUpWd2mnHo5TjlX69GP+Ojbacb06oX26I2d23dcvqcxlp1cqukzAf\n9a9fnSWrf8ykbFGb7MTePl1Oi9/+LnU8S1qvcrFZrAIgRO444mACLzdyz/DUqf26tfxMtEN0\n5JajDpW7/j2StmzAMTZyzcrxKmFql1CF9rfkVZ/XELGKkLlq8FoWo8iP+BZ4aYvftZOnV9JD\n1OvFpKbkGbRvw9pcRiOYdPWlzmXLVeSnzvUZVMCTETvvjF5lVJW//S2+8so8VpvmCtuU9+fJ\nb0XdsLxdsTdlSpl0Clb3N/1qxJ8q2xYGrL4IKQMbS3wuWfN93XHvar+/kL30Ix6wIudf+kuk\nnfjjXp9x4acVa44/BWsnSn3VwmEl6HlY3/V4/2Vxy9rpXduGf8n4ncez0f0+2XB+DlNOG/Ka\nlQcpnXk2PIovQhZIEQPWK3rDoRMncf7mD1JepQLzsymgLaOQtEfEXBOkvkTK1F7Z8Leffq44\nElKSpBTBoRtYmXxtMbsI9QQtLXv/xfOAuiDpi2uR/3DoP6skvKz6htVjg+9MqO8a6gWWfHYX\nZn5iSZMkdWovQNJHLG45tmfdd2uQgo6BUQd3eW8NaylhThl/FpUsyKtO2XB0jeo+IMbygNW7\nBb416yfKZYWWIcnH2IRLFX0/l46DwlLhG8hewvTM6od8LvfcRN6T97lU56PSOUdYs+57sXaE\nFHCnKXbV2hpCVh1xNzhpOhLQkHLK8e9XYduMaavQVc7tWmMhTZ7XUDvcab6Xq+zt77TFU7as\n7K8Bp6T4NG6z2s6u7DjqdY56gI53VEiSCilxwBFd+w+VhT+0mvIEK8tGH9yDzhv6StZvWByS\nOp3QjsABh1H/GyfKtqVtxi+tr16+uzJFTRsKNb3Bn5rHL6uE4vEofqsBHRc4IyVD0jcunsyU\nS9HYq9F9Snx96oQ0Re51IVdQ8fuVcBAOUVTi2FAYkjLRlSZIck8/fjJQ5fSPXyv/lmxys6HE\nbaNSkDQn8WMJeHmVLcv3ML9Ws5AqrSnb1ZdbHJI6h1ZKWFgecMha49taLAtnpOjLjci5XcI1\nUrk7yTqkkIWliyB1BUKs3VlVzrSeQHkhQibCZs6E+10jjT9++JlLB42Ai2txWeUR8ae6uCNd\nDkjC+SpoDeIDPCcGIQxbsf9ROqQiU524c92Od+2k+dXX4Wa3Q07sh+2EpsXDb8DhWT4xyJdB\nCW9+ybM7ZYpUElKhSwb5Nbyhdlt7vo8knVPG+y8rt5s8CU49q4g7Ruyq/S9v0BOVcKUSt+B5\naWXV0quknOeKHGO1k/vkeR12/gci5ecw5ekSD6/aFVLKNr1Njws/5Vlz6BMV967b+mXulpez\nUbqKSrk1E1vyuc7/Olj9L/Z9qfceg+UdPuBZlmb9USU3vTOkyJOsfmdG3rYOKQaEvNGk6Uzk\nmveFJHcsQFIuRsRk3WMWlvJ+5q0sJOXpENd12IMAAAZuSURBVC8pilxOfG3aM2AN4U6QxNsJ\nAWteXHZnSGLLIUfgiPn1uscsLeR99fWmI7erQRJ32aKf/hYgBS2rzO3iBnz/xZdGHJMsQlJv\nUwkfwrUKSW86YLvrie5ZKZAm/5N1SeNOWEGQpDevqoKUUgH75D6QwrYmTvx806CoD/cHVdId\nziRI6qrLQYr7cOF1hT/CFiGF3v6OPopGvrxBL9H2pxzvvhG4uH9EQfcpxMYKnpEiyzeiPSGd\nD7ExQ0q53FBvf18fJi6/frtaFTvj6Jv9/lO5bYT8+ia2B8lXO0Iap9gnKvkoqq9/hz16KvcP\npctb/flTuW2E/f4zjjxkhd6KEJdeuU0L/2ZDlKSAOUPC6Tvy8ilwTuldPmqpgPWq93uLbl66\n7oulktqMfwWRx+haIemrjl3x5areG4rXOYlDKbMrX59k8fJ5jzNS9CJJkPTzVcQ29oWUeOYQ\n1vz9p7ULS6d+KU+cExbZly8Nq3+skP3+yfVRq1ecCmn7y2+7kMabKcn6NX//acXS0hlpCpAW\n2bR8nFT2q4CLAu1PiiJv3KxfJmzpJEgJl9/1Qfq8KeN3tPVz8bWY9h9R0FYd86cQek+xqTx/\nTrywSzsFx3zy+7LVoNsJESdZpQPfsX/X299pn13wr3fhp7vNhrYmrT3ijJRwbFB6ktMyF6JB\nmw5Z2LvSoCuZxWXvv6zrR96G9/Lb6huyKc+FerMh6IWPex8paH9ev2toPYnbDn0aC3CIXzZl\naqddNYStWX6VvqemIX37KXzh8fbb8iOKHKEDZ1gRe07QFjyxMrVb18DiRkuckeSl1DQaUuQ9\nvVohjZN4KyJgyq/97bXaondJ4UWQXt6ATUaekZR79nff1tZO10jKakvNZ5uDlHi5cVnJullw\naunHSe1sE3mNpJX/SlVftMALcMlSVlzsI771QZL356QrqM91CBcU/i2nlH6cFM6FCXftAhqL\nPx2l3PHLUFtvuLqbDfIMKxmScLdg4adcpR0nJWHaisUdepykIZcYalClItzBr/fy2y4kqRL3\n9rApxdYvUrm9Qp8I73VCSdl27CciE8tDv0NIyiRJXvXpSSwylSm3U4Scv2uTNCqfP9m8zEK6\n7qzr7kKmb1dc9dfULPeG86wv4o1+A9c50YsASa3r6y7fEoic2UUbzXGXo1iJV0jXn+yV7+6K\n8Crtfkb68VQbh1TgzR7FaMAbcjYh+S8ZzEIKup/kvzWzzzXStHzEsg2pyGxDMxqw7GRtn5QP\n0Pp996TtlrtkVF6lfWajy4BtQyq46sSzmS1I2iVDyfcny1wyhr5Km7+P5DtidQspdVlTkPa6\nZEh5OpQlDD7Jk3TEAtK6ZXe/xeWtPS4Zko4r8iI2IXFG2mbV+9b2utNO0Al/jbhnVXaNVO7Q\nb/clSq+NKaXOdIWlLL9KNd21K1hZjNqb2u1RyZeM/pfB8CR6rmreRzJdRl/c7St1b2/oaQTS\n6trvjcDGqqnDEZDW1d4fTWmo1LeIpprO/UBaVdo7n71VwicbghwFPM5IAWldcUa6reKfbCiy\n6iIFpNXFNdK1Cu7tQOqg6pm5F67CkMavjZgvIMUVlOYC0rWARMVXyfnXWNXMDkhUQhW9kCn1\ntx9lCkhUfBn/HM+WBSSKylBAoqgMBSSKylBAoqgMBSSKylBAoqgMBaRqajjX09vp5727oe6L\nF6SaGj7rDUj2ihekmrrgOQ4PQLJXvCDV1Cee+fvp59fHYRiP08dwmH99+vbx5OZ+H6cHvY0P\n+/XaXwGpmvoO6eU80Tu6c9SL+/Xv4dc0jfNvDqcHPQxPe3bbWwGpmjpDcuecp/PPh+H3NL25\nn97myd70OLxOvxwr5+p5fsBx53Y7KyBVU9ebDe+fqN5ffj3MPz2e7j+Ms63TAx/nB7zv221v\nBaRq6qxo/Lr9/XD+zXxaenQTvacva9yN2Lx4vqupWxvzz0/D4fnl/fTbw/B+ulAC0m7F811N\nfYd0+t8fp68vw3E8g1p6MLVB8XxXUz8hvU4fD+ffHobTDYfjfIvhN2807VA839XUd0jH6zzu\ndCv8t/v2MfLRh52K57ua+g7JXSQND6+X317u0r2ffjcBafPi+W6iXs+fbqB2KyA1UQ+nDzdQ\n+xWQGqjhfKuB2rGA1ECN82cZqF0LSBSVoYBEURkKSBSVoYBEURkKSBSVoYBEURkKSBSVoYBE\nURnq/wGS1CPGbbShegAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# TOP BATSMAN IN IPL\n",
    "df %>% ggplot(aes(reorder(batsman,-runs),runs,fill=batsman)) +geom_bar(stat = \"identity\") +xlab(\"Batsman\")+ \n",
    "  ylab(\"Runs\")+\n",
    "  theme(axis.text.x = element_text(angle = 90, hjust = 1))+\n",
    "  xlab(\"Player\")+ ggtitle(\"Top Batsmen\")+ guides(fill=F)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0aefa5d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#TOP BOWLER IN IPL\n",
    "df<-deliveries %>% group_by(bowler) %>% filter(player_dismissed!=\"\") %>% \n",
    "    summarise(wickets= length(player_dismissed)) %>% top_n(n=10,wt=wickets) \n",
    "df %>% ggplot(aes(reorder(bowler,-wickets),wickets,fill=bowler))+geom_bar(stat = \"identity\") +\n",
    "    ylab(\"Wickets\")+\n",
    "    theme(axis.text.x = element_text(angle = 90, hjust = 1))+ xlab(\"Player\")+ ggtitle(\"Top Bowlers\")+ \n",
    "    guides(fill=F)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d3adff32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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CCBBBJIIIEEEkgggQQSSCCBBBJIIIEE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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#TOTAL RUNS SCORED IN EACH OVER OF INNINGS\n",
    "df <- deliveries %>% group_by(over) %>% filter(is_super_over==0) %>% summarise(Runs= sum(total_runs))\n",
    "\n",
    "df %>% ggplot(aes(over,Runs,fill=over))+geom_bar(stat = \"identity\")+scale_x_continuous(breaks = 1:20)+ \n",
    "    guides(fill=F) +xlab(\"Over\") + ylab(\"Total runs scored\") +\n",
    "    ggtitle(\"Total number of runs scored in each over of the innings\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4a49fbc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RFAMsTU9IwiI9E0eYE6RwDJFlPT84mM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\nIIAEQQz6P7a+n2Ku1ugZAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#STRIKE RATE OF TOP GETTERS AT DIFFERENT STAGES OF THE GAME\n",
    "deliveries %>% \n",
    "  filter(batsman==\"V Kohli\"| batsman==\"SK Raina\" |batsman==\"RG Sharma\"|batsman==\"G Gambhir\") %>% \n",
    "  group_by(batsman,over) %>% summarise(strike= mean(batsman_runs)*100) %>%  \n",
    "  ggplot(aes(over,strike, col=batsman)) + geom_line(size=2) + ylab(\"Strike Rate\") + \n",
    "  ggtitle(\"Strike rate in different stages of the game \") + scale_x_continuous(breaks = 1:20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b88f5c36",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}