diff --git a/Python-ifed.ipynb b/Python-ifed.ipynb
index ee9444d..3ddea9e 100644
--- a/Python-ifed.ipynb
+++ b/Python-ifed.ipynb
@@ -62,15 +62,15 @@
     "### Describe what each of the following means\n",
     "\n",
     "#### Production\n",
-    "(Insert answer here)\n",
+    "The final code that is provided to the client or the public after multiple development and undergoing multiple test by the testers ,  is known as the production code. \n",
     "#### Clean \n",
-    "(Insert answer here)\n",
+    "A clean code is the code which is more visually appealing and understandable.A clean code is important as it facilitates several features which enables us to make easier maintainence, save time in the long run and also helps easier debugging.\n",
     "#### Modular\n",
-    "(Insert answer here)\n",
+    "The code which can be divided to several independent,interchangeable modules which are used to perform a part of the function of the entire code.\n",
     "#### Module\n",
-    "(Insert answer here)\n",
+    "The independent blocks of code which together forms a program is called a module.\n",
     "#### Refactoring code\n",
-    "(Insert answer here)"
+    "Refactoring code is the process of restructuring the existing code, that is changing the factor without making any changes to the logic of the code"
    ]
   },
   {
@@ -93,9 +93,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "      Season       city        date                       team 1  \\\n",
+       "id                                                                 \n",
+       "1   IPL-2017  Hyderabad  05-04-2017          Sunrisers Hyderabad   \n",
+       "2   IPL-2017       Pune  06-04-2017               Mumbai Indians   \n",
+       "3   IPL-2017     Rajkot  07-04-2017                Gujarat Lions   \n",
+       "4   IPL-2017     Indore  08-04-2017       Rising Pune Supergiant   \n",
+       "5   IPL-2017  Bangalore  08-04-2017  Royal Challengers Bangalore   \n",
+       "\n",
+       "                         team 2                  toss winner toss decision  \\\n",
+       "id                                                                           \n",
+       "1   Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
+       "2        Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
+       "3         Kolkata Knight Riders        Kolkata Knight Riders         field   \n",
+       "4               Kings XI Punjab              Kings XI Punjab         field   \n",
+       "5              Delhi Daredevils  Royal Challengers Bangalore           bat   \n",
+       "\n",
+       "    result  dl applied                       winner  win by runs  \\\n",
+       "id                                                                 \n",
+       "1   normal           0          Sunrisers Hyderabad           35   \n",
+       "2   normal           0       Rising Pune Supergiant            0   \n",
+       "3   normal           0        Kolkata Knight Riders            0   \n",
+       "4   normal           0              Kings XI Punjab            0   \n",
+       "5   normal           0  Royal Challengers Bangalore           15   \n",
+       "\n",
+       "    win by wickets player of match                                      venue  \\\n",
+       "id                                                                              \n",
+       "1                0    Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal   \n",
+       "2                7       SPD Smith    Maharashtra Cricket Association Stadium   \n",
+       "3               10         CA Lynn     Saurashtra Cricket Association Stadium   \n",
+       "4                6      GJ Maxwell                     Holkar Cricket Stadium   \n",
+       "5                0       KM Jadhav                      M Chinnaswamy Stadium   \n",
+       "\n",
+       "          umpire 1       umpire 2  \n",
+       "id                                 \n",
+       "1      AY Dandekar       NJ Llong  \n",
+       "2   A Nand Kishore         S Ravi  \n",
+       "3      Nitin Menon      CK Nandan  \n",
+       "4     AK Chaudhary  C Shamshuddin  \n",
+       "5              NaN            NaN  "
+      ],
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Season</th>\n      <th>city</th>\n      <th>date</th>\n      <th>team 1</th>\n      <th>team 2</th>\n      <th>toss winner</th>\n      <th>toss decision</th>\n      <th>result</th>\n      <th>dl applied</th>\n      <th>winner</th>\n      <th>win by runs</th>\n      <th>win by wickets</th>\n      <th>player of match</th>\n      <th>venue</th>\n      <th>umpire 1</th>\n      <th>umpire 2</th>\n    </tr>\n    <tr>\n      <th>id</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>IPL-2017</td>\n      <td>Hyderabad</td>\n      <td>05-04-2017</td>\n      <td>Sunrisers Hyderabad</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Sunrisers Hyderabad</td>\n      <td>35</td>\n      <td>0</td>\n      <td>Yuvraj Singh</td>\n      <td>Rajiv Gandhi International Stadium, Uppal</td>\n      <td>AY Dandekar</td>\n      <td>NJ Llong</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>IPL-2017</td>\n      <td>Pune</td>\n      <td>06-04-2017</td>\n      <td>Mumbai Indians</td>\n      <td>Rising Pune Supergiant</td>\n      <td>Rising Pune Supergiant</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Rising Pune Supergiant</td>\n      <td>0</td>\n      <td>7</td>\n      <td>SPD Smith</td>\n      <td>Maharashtra Cricket Association Stadium</td>\n      <td>A Nand Kishore</td>\n      <td>S Ravi</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>IPL-2017</td>\n      <td>Rajkot</td>\n      <td>07-04-2017</td>\n      <td>Gujarat Lions</td>\n      <td>Kolkata Knight Riders</td>\n      <td>Kolkata Knight Riders</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Kolkata Knight Riders</td>\n      <td>0</td>\n      <td>10</td>\n      <td>CA Lynn</td>\n      <td>Saurashtra Cricket Association Stadium</td>\n      <td>Nitin Menon</td>\n      <td>CK Nandan</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>IPL-2017</td>\n      <td>Indore</td>\n      <td>08-04-2017</td>\n      <td>Rising Pune Supergiant</td>\n      <td>Kings XI Punjab</td>\n      <td>Kings XI Punjab</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Kings XI Punjab</td>\n      <td>0</td>\n      <td>6</td>\n      <td>GJ Maxwell</td>\n      <td>Holkar Cricket Stadium</td>\n      <td>AK Chaudhary</td>\n      <td>C Shamshuddin</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>IPL-2017</td>\n      <td>Bangalore</td>\n      <td>08-04-2017</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>Delhi Daredevils</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>bat</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>15</td>\n      <td>0</td>\n      <td>KM Jadhav</td>\n      <td>M Chinnaswamy Stadium</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+     },
+     "metadata": {},
+     "execution_count": 2
+    }
+   ],
    "source": [
     "import pandas as pd\n",
     "df = pd.read_csv('matches.csv', sep=',')\n",
@@ -113,9 +163,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "      Season       city        date                       team_1  \\\n",
+       "id                                                                 \n",
+       "1   IPL-2017  Hyderabad  05-04-2017          Sunrisers Hyderabad   \n",
+       "2   IPL-2017       Pune  06-04-2017               Mumbai Indians   \n",
+       "3   IPL-2017     Rajkot  07-04-2017                Gujarat Lions   \n",
+       "4   IPL-2017     Indore  08-04-2017       Rising Pune Supergiant   \n",
+       "5   IPL-2017  Bangalore  08-04-2017  Royal Challengers Bangalore   \n",
+       "\n",
+       "                         team_2                  toss_winner toss decision  \\\n",
+       "id                                                                           \n",
+       "1   Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
+       "2        Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
+       "3         Kolkata Knight Riders        Kolkata Knight Riders         field   \n",
+       "4               Kings XI Punjab              Kings XI Punjab         field   \n",
+       "5              Delhi Daredevils  Royal Challengers Bangalore           bat   \n",
+       "\n",
+       "    result  dl_applied                       winner  win_by_runs  \\\n",
+       "id                                                                 \n",
+       "1   normal           0          Sunrisers Hyderabad           35   \n",
+       "2   normal           0       Rising Pune Supergiant            0   \n",
+       "3   normal           0        Kolkata Knight Riders            0   \n",
+       "4   normal           0              Kings XI Punjab            0   \n",
+       "5   normal           0  Royal Challengers Bangalore           15   \n",
+       "\n",
+       "    win_by_wickets player_of_match                                      venue  \\\n",
+       "id                                                                              \n",
+       "1                0    Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal   \n",
+       "2                7       SPD Smith    Maharashtra Cricket Association Stadium   \n",
+       "3               10         CA Lynn     Saurashtra Cricket Association Stadium   \n",
+       "4                6      GJ Maxwell                     Holkar Cricket Stadium   \n",
+       "5                0       KM Jadhav                      M Chinnaswamy Stadium   \n",
+       "\n",
+       "          umpire_1       umpire_2  \n",
+       "id                                 \n",
+       "1      AY Dandekar       NJ Llong  \n",
+       "2   A Nand Kishore         S Ravi  \n",
+       "3      Nitin Menon      CK Nandan  \n",
+       "4     AK Chaudhary  C Shamshuddin  \n",
+       "5              NaN            NaN  "
+      ],
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Season</th>\n      <th>city</th>\n      <th>date</th>\n      <th>team_1</th>\n      <th>team_2</th>\n      <th>toss_winner</th>\n      <th>toss decision</th>\n      <th>result</th>\n      <th>dl_applied</th>\n      <th>winner</th>\n      <th>win_by_runs</th>\n      <th>win_by_wickets</th>\n      <th>player_of_match</th>\n      <th>venue</th>\n      <th>umpire_1</th>\n      <th>umpire_2</th>\n    </tr>\n    <tr>\n      <th>id</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>IPL-2017</td>\n      <td>Hyderabad</td>\n      <td>05-04-2017</td>\n      <td>Sunrisers Hyderabad</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Sunrisers Hyderabad</td>\n      <td>35</td>\n      <td>0</td>\n      <td>Yuvraj Singh</td>\n      <td>Rajiv Gandhi International Stadium, Uppal</td>\n      <td>AY Dandekar</td>\n      <td>NJ Llong</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>IPL-2017</td>\n      <td>Pune</td>\n      <td>06-04-2017</td>\n      <td>Mumbai Indians</td>\n      <td>Rising Pune Supergiant</td>\n      <td>Rising Pune Supergiant</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Rising Pune Supergiant</td>\n      <td>0</td>\n      <td>7</td>\n      <td>SPD Smith</td>\n      <td>Maharashtra Cricket Association Stadium</td>\n      <td>A Nand Kishore</td>\n      <td>S Ravi</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>IPL-2017</td>\n      <td>Rajkot</td>\n      <td>07-04-2017</td>\n      <td>Gujarat Lions</td>\n      <td>Kolkata Knight Riders</td>\n      <td>Kolkata Knight Riders</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Kolkata Knight Riders</td>\n      <td>0</td>\n      <td>10</td>\n      <td>CA Lynn</td>\n      <td>Saurashtra Cricket Association Stadium</td>\n      <td>Nitin Menon</td>\n      <td>CK Nandan</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>IPL-2017</td>\n      <td>Indore</td>\n      <td>08-04-2017</td>\n      <td>Rising Pune Supergiant</td>\n      <td>Kings XI Punjab</td>\n      <td>Kings XI Punjab</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Kings XI Punjab</td>\n      <td>0</td>\n      <td>6</td>\n      <td>GJ Maxwell</td>\n      <td>Holkar Cricket Stadium</td>\n      <td>AK Chaudhary</td>\n      <td>C Shamshuddin</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>IPL-2017</td>\n      <td>Bangalore</td>\n      <td>08-04-2017</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>Delhi Daredevils</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>bat</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>15</td>\n      <td>0</td>\n      <td>KM Jadhav</td>\n      <td>M Chinnaswamy Stadium</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+     },
+     "metadata": {},
+     "execution_count": 3
+    }
+   ],
    "source": [
     "new_df = df.rename(columns={'team 1': 'team_1',\n",
     "                             'team 2': 'team_2',\n",
@@ -139,9 +239,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "      Season       city        date                       team_1  \\\n",
+       "id                                                                 \n",
+       "1   IPL-2017  Hyderabad  05-04-2017          Sunrisers Hyderabad   \n",
+       "2   IPL-2017       Pune  06-04-2017               Mumbai Indians   \n",
+       "3   IPL-2017     Rajkot  07-04-2017                Gujarat Lions   \n",
+       "4   IPL-2017     Indore  08-04-2017       Rising Pune Supergiant   \n",
+       "5   IPL-2017  Bangalore  08-04-2017  Royal Challengers Bangalore   \n",
+       "\n",
+       "                         team 2                  toss_winner toss_decision  \\\n",
+       "id                                                                           \n",
+       "1   Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
+       "2        Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
+       "3         Kolkata Knight Riders        Kolkata Knight Riders         field   \n",
+       "4               Kings XI Punjab              Kings XI Punjab         field   \n",
+       "5              Delhi Daredevils  Royal Challengers Bangalore           bat   \n",
+       "\n",
+       "    result  dl_applied                       winner  win_by_runs  \\\n",
+       "id                                                                 \n",
+       "1   normal           0          Sunrisers Hyderabad           35   \n",
+       "2   normal           0       Rising Pune Supergiant            0   \n",
+       "3   normal           0        Kolkata Knight Riders            0   \n",
+       "4   normal           0              Kings XI Punjab            0   \n",
+       "5   normal           0  Royal Challengers Bangalore           15   \n",
+       "\n",
+       "    win by wickets player of match                                      venue  \\\n",
+       "id                                                                              \n",
+       "1                0    Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal   \n",
+       "2                7       SPD Smith    Maharashtra Cricket Association Stadium   \n",
+       "3               10         CA Lynn     Saurashtra Cricket Association Stadium   \n",
+       "4                6      GJ Maxwell                     Holkar Cricket Stadium   \n",
+       "5                0       KM Jadhav                      M Chinnaswamy Stadium   \n",
+       "\n",
+       "          umpire 1       umpire 2  \n",
+       "id                                 \n",
+       "1      AY Dandekar       NJ Llong  \n",
+       "2   A Nand Kishore         S Ravi  \n",
+       "3      Nitin Menon      CK Nandan  \n",
+       "4     AK Chaudhary  C Shamshuddin  \n",
+       "5              NaN            NaN  "
+      ],
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Season</th>\n      <th>city</th>\n      <th>date</th>\n      <th>team_1</th>\n      <th>team 2</th>\n      <th>toss_winner</th>\n      <th>toss_decision</th>\n      <th>result</th>\n      <th>dl_applied</th>\n      <th>winner</th>\n      <th>win_by_runs</th>\n      <th>win by wickets</th>\n      <th>player of match</th>\n      <th>venue</th>\n      <th>umpire 1</th>\n      <th>umpire 2</th>\n    </tr>\n    <tr>\n      <th>id</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>IPL-2017</td>\n      <td>Hyderabad</td>\n      <td>05-04-2017</td>\n      <td>Sunrisers Hyderabad</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Sunrisers Hyderabad</td>\n      <td>35</td>\n      <td>0</td>\n      <td>Yuvraj Singh</td>\n      <td>Rajiv Gandhi International Stadium, Uppal</td>\n      <td>AY Dandekar</td>\n      <td>NJ Llong</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>IPL-2017</td>\n      <td>Pune</td>\n      <td>06-04-2017</td>\n      <td>Mumbai Indians</td>\n      <td>Rising Pune Supergiant</td>\n      <td>Rising Pune Supergiant</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Rising Pune Supergiant</td>\n      <td>0</td>\n      <td>7</td>\n      <td>SPD Smith</td>\n      <td>Maharashtra Cricket Association Stadium</td>\n      <td>A Nand Kishore</td>\n      <td>S Ravi</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>IPL-2017</td>\n      <td>Rajkot</td>\n      <td>07-04-2017</td>\n      <td>Gujarat Lions</td>\n      <td>Kolkata Knight Riders</td>\n      <td>Kolkata Knight Riders</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Kolkata Knight Riders</td>\n      <td>0</td>\n      <td>10</td>\n      <td>CA Lynn</td>\n      <td>Saurashtra Cricket Association Stadium</td>\n      <td>Nitin Menon</td>\n      <td>CK Nandan</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>IPL-2017</td>\n      <td>Indore</td>\n      <td>08-04-2017</td>\n      <td>Rising Pune Supergiant</td>\n      <td>Kings XI Punjab</td>\n      <td>Kings XI Punjab</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Kings XI Punjab</td>\n      <td>0</td>\n      <td>6</td>\n      <td>GJ Maxwell</td>\n      <td>Holkar Cricket Stadium</td>\n      <td>AK Chaudhary</td>\n      <td>C Shamshuddin</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>IPL-2017</td>\n      <td>Bangalore</td>\n      <td>08-04-2017</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>Delhi Daredevils</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>bat</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>15</td>\n      <td>0</td>\n      <td>KM Jadhav</td>\n      <td>M Chinnaswamy Stadium</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+     },
+     "metadata": {},
+     "execution_count": 4
+    }
+   ],
    "source": [
     "labels = list(df.columns)\n",
     "labels[0] = labels[0].replace(' ', '_')\n",
@@ -167,11 +317,63 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "      Season       city        date                       team_1  \\\n",
+       "id                                                                 \n",
+       "1   IPL-2017  Hyderabad  05-04-2017          Sunrisers Hyderabad   \n",
+       "2   IPL-2017       Pune  06-04-2017               Mumbai Indians   \n",
+       "3   IPL-2017     Rajkot  07-04-2017                Gujarat Lions   \n",
+       "4   IPL-2017     Indore  08-04-2017       Rising Pune Supergiant   \n",
+       "5   IPL-2017  Bangalore  08-04-2017  Royal Challengers Bangalore   \n",
+       "\n",
+       "                         team_2                  toss_winner toss_decision  \\\n",
+       "id                                                                           \n",
+       "1   Royal Challengers Bangalore  Royal Challengers Bangalore         field   \n",
+       "2        Rising Pune Supergiant       Rising Pune Supergiant         field   \n",
+       "3         Kolkata Knight Riders        Kolkata Knight Riders         field   \n",
+       "4               Kings XI Punjab              Kings XI Punjab         field   \n",
+       "5              Delhi Daredevils  Royal Challengers Bangalore           bat   \n",
+       "\n",
+       "    result  dl_applied                       winner  win_by_runs  \\\n",
+       "id                                                                 \n",
+       "1   normal           0          Sunrisers Hyderabad           35   \n",
+       "2   normal           0       Rising Pune Supergiant            0   \n",
+       "3   normal           0        Kolkata Knight Riders            0   \n",
+       "4   normal           0              Kings XI Punjab            0   \n",
+       "5   normal           0  Royal Challengers Bangalore           15   \n",
+       "\n",
+       "    win_by_wickets player_of_match                                      venue  \\\n",
+       "id                                                                              \n",
+       "1                0    Yuvraj Singh  Rajiv Gandhi International Stadium, Uppal   \n",
+       "2                7       SPD Smith    Maharashtra Cricket Association Stadium   \n",
+       "3               10         CA Lynn     Saurashtra Cricket Association Stadium   \n",
+       "4                6      GJ Maxwell                     Holkar Cricket Stadium   \n",
+       "5                0       KM Jadhav                      M Chinnaswamy Stadium   \n",
+       "\n",
+       "          umpire_1       umpire_2  \n",
+       "id                                 \n",
+       "1      AY Dandekar       NJ Llong  \n",
+       "2   A Nand Kishore         S Ravi  \n",
+       "3      Nitin Menon      CK Nandan  \n",
+       "4     AK Chaudhary  C Shamshuddin  \n",
+       "5              NaN            NaN  "
+      ],
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Season</th>\n      <th>city</th>\n      <th>date</th>\n      <th>team_1</th>\n      <th>team_2</th>\n      <th>toss_winner</th>\n      <th>toss_decision</th>\n      <th>result</th>\n      <th>dl_applied</th>\n      <th>winner</th>\n      <th>win_by_runs</th>\n      <th>win_by_wickets</th>\n      <th>player_of_match</th>\n      <th>venue</th>\n      <th>umpire_1</th>\n      <th>umpire_2</th>\n    </tr>\n    <tr>\n      <th>id</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>IPL-2017</td>\n      <td>Hyderabad</td>\n      <td>05-04-2017</td>\n      <td>Sunrisers Hyderabad</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Sunrisers Hyderabad</td>\n      <td>35</td>\n      <td>0</td>\n      <td>Yuvraj Singh</td>\n      <td>Rajiv Gandhi International Stadium, Uppal</td>\n      <td>AY Dandekar</td>\n      <td>NJ Llong</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>IPL-2017</td>\n      <td>Pune</td>\n      <td>06-04-2017</td>\n      <td>Mumbai Indians</td>\n      <td>Rising Pune Supergiant</td>\n      <td>Rising Pune Supergiant</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Rising Pune Supergiant</td>\n      <td>0</td>\n      <td>7</td>\n      <td>SPD Smith</td>\n      <td>Maharashtra Cricket Association Stadium</td>\n      <td>A Nand Kishore</td>\n      <td>S Ravi</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>IPL-2017</td>\n      <td>Rajkot</td>\n      <td>07-04-2017</td>\n      <td>Gujarat Lions</td>\n      <td>Kolkata Knight Riders</td>\n      <td>Kolkata Knight Riders</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Kolkata Knight Riders</td>\n      <td>0</td>\n      <td>10</td>\n      <td>CA Lynn</td>\n      <td>Saurashtra Cricket Association Stadium</td>\n      <td>Nitin Menon</td>\n      <td>CK Nandan</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>IPL-2017</td>\n      <td>Indore</td>\n      <td>08-04-2017</td>\n      <td>Rising Pune Supergiant</td>\n      <td>Kings XI Punjab</td>\n      <td>Kings XI Punjab</td>\n      <td>field</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Kings XI Punjab</td>\n      <td>0</td>\n      <td>6</td>\n      <td>GJ Maxwell</td>\n      <td>Holkar Cricket Stadium</td>\n      <td>AK Chaudhary</td>\n      <td>C Shamshuddin</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>IPL-2017</td>\n      <td>Bangalore</td>\n      <td>08-04-2017</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>Delhi Daredevils</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>bat</td>\n      <td>normal</td>\n      <td>0</td>\n      <td>Royal Challengers Bangalore</td>\n      <td>15</td>\n      <td>0</td>\n      <td>KM Jadhav</td>\n      <td>M Chinnaswamy Stadium</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+     },
+     "metadata": {},
+     "execution_count": 7
+    }
+   ],
    "source": [
-    "# Insert your solution here"
+    "new_df=df\n",
+    "new_df.columns = df.columns.str.replace(' ','_')\n",
+    "new_df.head()"
    ]
   },
   {
@@ -208,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -219,11 +421,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
-    "with open('subset_elemets.txt') as f:\n",
+    "with open('subset_elements.txt') as f:\n",
     "    subset_elements = f.read().split('\\n')\n",
     "    \n",
     "with open('all_elements.txt') as f:\n",
@@ -233,9 +435,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "96\nDuration: 9.655861854553223 seconds\n"
+     ]
+    }
+   ],
    "source": [
     "start = time.time()\n",
     "verified_elements = []\n",
@@ -257,11 +467,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "96\nDuration: 0.026705026626586914 seconds\n"
+     ]
+    }
+   ],
    "source": [
-    "# Insert answer here\n",
+    "start=time.time()\n",
+    "verified_elements = []\n",
+    "\n",
+    "verified_elements=np.intersect1d(subset_elements,all_elements)\n",
     "\n",
     "print(len(verified_elements))\n",
     "print('Duration: {} seconds'.format(time.time() - start))"
@@ -276,11 +497,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "96\nDuration: 0.009980916976928711 seconds\n"
+     ]
+    }
+   ],
    "source": [
-    "# Insert answer here\n",
+    "start=time.time()\n",
+    "verified_elements = []\n",
+    "\n",
+    "verified_elements=list(set(all_elements)&set(subset_elements))\n",
     "\n",
     "print(len(verified_elements))\n",
     "print('Duration: {} seconds'.format(time.time() - start))"
@@ -330,9 +562,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "============================= test session starts =============================\n",
+      "platform win32 -- Python 3.8.5, pytest-6.1.1, py-1.9.0, pluggy-0.13.1\n",
+      "rootdir: c:\\Users\\gopil\\Desktop\\Python-ifed-challenge\n",
+      "collected 4 items\n",
+      "\n",
+      "test_nearest_square.py ....                                              [100%]\n",
+      "\n",
+      "============================== 4 passed in 0.02s ==============================\n"
+     ]
+    }
+   ],
    "source": [
     "! pytest test_nearest_square.py"
    ]
@@ -386,11 +633,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Type 1: ghost\nType 2: poison\n"
+     ]
+    }
+   ],
    "source": [
-    "# Insert your code here"
+    "import requests\n",
+    "\n",
+    "url = \"http://pokeapi.co/api/v2/pokemon/gengar/\"\n",
+    "\n",
+    "payload = \"\"\n",
+    "response = requests.request(\"GET\", url, data=payload)\n",
+    "data = response.json()\n",
+    "print(\"Type 1:\",data[\"types\"][0][\"type\"][\"name\"])\n",
+    "print(\"Type 2:\",data[\"types\"][1][\"type\"][\"name\"])"
    ]
   },
   {
@@ -404,11 +667,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 26,
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "Damage for ghost type:\n\nghost\ndark\npoison\nbug\n\nDamage for poison type:\n\nground\npsychic\nfighting\npoison\nbug\ngrass\nfairy\n"
+     ]
+    }
+   ],
    "source": [
-    "# Insert your code here"
+    "payload = \"\"\n",
+    "response = requests.request(\"GET\", url, data=payload)\n",
+    "\n",
+    "data = response.json()\n",
+    "url1=(data[\"types\"][0][\"type\"][\"url\"])\n",
+    "url2=(data[\"types\"][1][\"type\"][\"url\"])\n",
+    "payload1 = \"\"\n",
+    "payload2 = \"\"\n",
+    "response1 = requests.request(\"GET\", url1, data=payload1)\n",
+    "response2 = requests.request(\"GET\", url2, data=payload2)\n",
+    "data1 = response1.json()\n",
+    "data2 = response2.json()\n",
+    "print(\"Damage for ghost type:\\n\")\n",
+    "\n",
+    "for i in range(len(data1[\"damage_relations\"][\"double_damage_from\"])):\n",
+    "  print(data1[\"damage_relations\"][\"double_damage_from\"][i][\"name\"])\n",
+    "  \n",
+    "for i in range(len(data1[\"damage_relations\"][\"half_damage_from\"])):\n",
+    "  print(data1[\"damage_relations\"][\"half_damage_from\"][i][\"name\"])\n",
+    "print(\"\\nDamage for poison type:\\n\")\n",
+    "\n",
+    "for i in range(len(data2[\"damage_relations\"][\"double_damage_from\"])):\n",
+    "  print(data2[\"damage_relations\"][\"double_damage_from\"][i][\"name\"])\n",
+    "\n",
+    "for i in range(len(data2[\"damage_relations\"][\"half_damage_from\"])):\n",
+    "  print(data2[\"damage_relations\"][\"half_damage_from\"][i][\"name\"])"
    ]
   },
   {
@@ -420,11 +718,59 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 34,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "gastly,haunter,gengar,misdreavus,shedinja,\n",
+      "\n",
+      "umbreon,murkrow,sneasel,houndour,houndoom,\n",
+      "\n",
+      "sandshrew,sandslash,nidoqueen,nidoking,diglett,\n",
+      "\n",
+      "abra,kadabra,alakazam,slowpoke,slowbro,\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
-    "# Insert your code here"
+    "payload = \"\"\n",
+    "response = requests.request(\"GET\", url, data=payload)\n",
+    "\n",
+    "data = response.json()\n",
+    "\n",
+    "url1=(data[\"types\"][0][\"type\"][\"url\"])\n",
+    "url2=(data[\"types\"][1][\"type\"][\"url\"])\n",
+    "\n",
+    "payload=\"\"\n",
+    "payload1 = \"\"\n",
+    "payload2 = \"\"\n",
+    "\n",
+    "response = requests.request(\"GET\", url, data=payload)\n",
+    "response1 = requests.request(\"GET\", url1, data=payload1)\n",
+    "response2 = requests.request(\"GET\", url2, data=payload2)\n",
+    "\n",
+    "pokedata = response.json()\n",
+    "data1 = response1.json()\n",
+    "data2 = response2.json()\n",
+    "damage=[]\n",
+    "\n",
+    "\n",
+    "for i in range(len(data1[\"damage_relations\"][\"double_damage_from\"])):\n",
+    "  damage.append(data1[\"damage_relations\"][\"double_damage_from\"][i][\"url\"])\n",
+    "\n",
+    "\n",
+    "for i in range(len(data2[\"damage_relations\"][\"double_damage_from\"])):\n",
+    "  damage.append(data2[\"damage_relations\"][\"double_damage_from\"][i][\"url\"])\n",
+    "\n",
+    "for i in range(len(damage)):\n",
+    "    pokedata = requests.request(\"GET\", damage[i], data=payload).json()\n",
+    "    for j in range(5):\n",
+    "        print(pokedata[\"pokemon\"][j][\"pokemon\"][\"name\"],end=',')\n",
+    "    print(\"\\n\")"
    ]
   },
   {
@@ -438,21 +784,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
      "output_type": "stream",
+     "name": "stdout",
      "text": [
-      "\u001b[1m============================= test session starts ==============================\u001b[0m\n",
-      "platform darwin -- Python 3.8.5, pytest-6.2.1, py-1.10.0, pluggy-0.13.1\n",
-      "rootdir: /Users/abhijitramesh/development/Python-ifed\n",
-      "collected 4 items                                                              \u001b[0m\n",
-      "\n",
-      "test_abilities.py \u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m                                                   [100%]\u001b[0m\n",
-      "\n",
-      "\u001b[32m============================== \u001b[32m\u001b[1m4 passed\u001b[0m\u001b[32m in 2.75s\u001b[0m\u001b[32m ===============================\u001b[0m\n"
+      "============================= test session starts =============================\nplatform win32 -- Python 3.8.5, pytest-6.1.1, py-1.9.0, pluggy-0.13.1\nrootdir: c:\\Users\\gopil\\Desktop\\Python-ifed-challenge\ncollected 4 items\n\ntest_abilities.py ....                                                   [100%]\n\n============================== 4 passed in 1.51s ==============================\n"
      ]
     }
    ],
@@ -515,7 +854,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.8.5-final"
   }
  },
  "nbformat": 4,
diff --git a/__pycache__/ability.cpython-38.pyc b/__pycache__/ability.cpython-38.pyc
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new file mode 100644
index 0000000..02fecc2
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diff --git a/ability.py b/ability.py
new file mode 100644
index 0000000..9c1e5ba
--- /dev/null
+++ b/ability.py
@@ -0,0 +1,9 @@
+import requests
+def ability(name):
+    url = "http://pokeapi.co/api/v2/pokemon/"+name+"/"
+    data = requests.get(url).json()
+    abilitly=[]
+    for i in data["abilities"]:
+        abilitly.append(i['ability']['name'])
+    return abilitly
+    
\ No newline at end of file
diff --git a/nearest_square.py b/nearest_square.py
new file mode 100644
index 0000000..b1ecaa2
--- /dev/null
+++ b/nearest_square.py
@@ -0,0 +1,7 @@
+import math
+
+def nearest_square(n):
+    if(n<=0):
+        return 0
+    else:
+        return(math.floor(n**0.5)**2)
\ No newline at end of file
diff --git a/step_4.py b/step_4.py
new file mode 100644
index 0000000..c7b1c85
--- /dev/null
+++ b/step_4.py
@@ -0,0 +1,56 @@
+import time
+import numpy as np
+
+
+def func1(all_elements, subset_elements):
+    """Description:The default way to find the intersection of two sets 
+    """
+    start = time.time()
+    verified_elements = []
+    for element in subset_elements:
+        if element in all_elements:
+            verified_elements.append(element)
+
+    print(len(verified_elements))
+    print('Duration: {} seconds'.format(time.time() - start))
+
+
+def func2(all_elements, subset_elements):
+    """Description:The method of finding intersection of two sets using built-in function of numpy-intersect1d
+    """
+    start = time.time()
+    verified_elements = np.intersect1d(np.array(subset_elements), np.array(all_elements))
+
+    print(len(verified_elements))
+    print('Duration: {} seconds'.format(time.time() - start))
+
+
+def func3(all_elements, subset_elements):
+    """Description:The method of finding intersection of two sets using set data structure of Python
+    """
+    start = time.time()
+    verified_elements = set(subset_elements) & set(all_elements)
+
+    print(len(verified_elements))
+    print('Duration: {} seconds'.format(time.time() - start))
+
+
+with open('subset_elements.txt') as f:
+    subset_elements = f.read().split('\n')
+
+with open('all_elements.txt') as f:
+    all_elements = f.read().split('\n')
+
+
+def main():
+    print(func1.__doc__)
+    func1(all_elements, subset_elements)
+
+    print(func2.__doc__)
+    func2(all_elements, subset_elements)
+
+    print(func3.__doc__)
+    func3(all_elements, subset_elements)
+
+if __name__ == "__main__":
+    main() 
\ No newline at end of file
diff --git a/subset_elemets.txt b/subset_elements.txt
similarity index 100%
rename from subset_elemets.txt
rename to subset_elements.txt
diff --git a/tempCodeRunnerFile.py b/tempCodeRunnerFile.py
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/tempCodeRunnerFile.py
@@ -0,0 +1 @@
+