diff --git a/notebooks/your_code_here.ipynb b/notebooks/your_code_here.ipynb
index f60a09e..674d3e8 100644
--- a/notebooks/your_code_here.ipynb
+++ b/notebooks/your_code_here.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "ace6da70",
    "metadata": {},
    "outputs": [
@@ -50,18 +50,1943 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
+   "id": "ba53c288",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
    "id": "d3c3dd76",
    "metadata": {},
    "outputs": [],
+   "source": [
+    "imbd = pd.read_csv('../data/input/IMDB-Movie-Data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "8853fdfd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bins(x):\n",
+    "    if 0 < x < 1000:\n",
+    "        return 'cat_1'\n",
+    "    elif x < 10000:\n",
+    "        return 'cat_2'\n",
+    "    elif x < 100000:\n",
+    "        return 'cat_3'\n",
+    "    elif x < 1000000:\n",
+    "        return 'cat_4'\n",
+    "    elif x > 1000000:\n",
+    "        return 'cat_5'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "bdfe1539",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>bin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>cat_4</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>995</th>\n",
+       "      <td>996</td>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>A tight-knit team of rising investigators, alo...</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>27585</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Three American college students studying abroa...</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>73152</td>\n",
+       "      <td>17.54</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>998</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Romantic sparks occur between two dance studen...</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>70699</td>\n",
+       "      <td>58.01</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>998</th>\n",
+       "      <td>999</td>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>A pair of friends embark on a mission to reuni...</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>4881</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>cat_2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>999</th>\n",
+       "      <td>1000</td>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>A stuffy businessman finds himself trapped ins...</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>12435</td>\n",
+       "      <td>19.64</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                    Title                     Genre  \\\n",
+       "0       1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1       2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2       3                    Split           Horror,Thriller   \n",
+       "3       4                     Sing   Animation,Comedy,Family   \n",
+       "4       5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "..    ...                      ...                       ...   \n",
+       "995   996     Secret in Their Eyes       Crime,Drama,Mystery   \n",
+       "996   997          Hostel: Part II                    Horror   \n",
+       "997   998   Step Up 2: The Streets       Drama,Music,Romance   \n",
+       "998   999             Search Party          Adventure,Comedy   \n",
+       "999  1000               Nine Lives     Comedy,Family,Fantasy   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "0    A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1    Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2    Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3    In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4    A secret government agency recruits some of th...            David Ayer   \n",
+       "..                                                 ...                   ...   \n",
+       "995  A tight-knit team of rising investigators, alo...             Billy Ray   \n",
+       "996  Three American college students studying abroa...              Eli Roth   \n",
+       "997  Romantic sparks occur between two dance studen...            Jon M. Chu   \n",
+       "998  A pair of friends embark on a mission to reuni...        Scot Armstrong   \n",
+       "999  A stuffy businessman finds himself trapped ins...      Barry Sonnenfeld   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014   \n",
+       "1    Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012   \n",
+       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016   \n",
+       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016   \n",
+       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016   \n",
+       "..                                                 ...   ...   \n",
+       "995  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015   \n",
+       "996  Lauren German, Heather Matarazzo, Bijou Philli...  2007   \n",
+       "997  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008   \n",
+       "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014   \n",
+       "999  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore    bin  \n",
+       "0                  121     8.1  757074              333.13       76.0  cat_4  \n",
+       "1                  124     7.0  485820              126.46       65.0  cat_4  \n",
+       "2                  117     7.3  157606              138.12       62.0  cat_4  \n",
+       "3                  108     7.2   60545              270.32       59.0  cat_3  \n",
+       "4                  123     6.2  393727              325.02       40.0  cat_4  \n",
+       "..                 ...     ...     ...                 ...        ...    ...  \n",
+       "995                111     6.2   27585                 NaN       45.0  cat_3  \n",
+       "996                 94     5.5   73152               17.54       46.0  cat_3  \n",
+       "997                 98     6.2   70699               58.01       50.0  cat_3  \n",
+       "998                 93     5.6    4881                 NaN       22.0  cat_2  \n",
+       "999                 87     5.3   12435               19.64       11.0  cat_3  \n",
+       "\n",
+       "[1000 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "imbd['bin'] = imbd.apply(lambda x: bins(x['Votes']), axis=1)\n",
+    "imbd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c64271cf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def revenue_per_min(rev, len):\n",
+    "    return rev/len"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "5d64c40c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>bin</th>\n",
+       "      <th>revenue_per_min</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "      <td>2.753140</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "      <td>1.019839</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "      <td>1.180513</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>2.502963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "      <td>2.642439</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",
+       "      <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>995</th>\n",
+       "      <td>996</td>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>A tight-knit team of rising investigators, alo...</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>27585</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Three American college students studying abroa...</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>73152</td>\n",
+       "      <td>17.54</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.186596</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>998</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Romantic sparks occur between two dance studen...</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>70699</td>\n",
+       "      <td>58.01</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.591939</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>998</th>\n",
+       "      <td>999</td>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>A pair of friends embark on a mission to reuni...</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>4881</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>cat_2</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>999</th>\n",
+       "      <td>1000</td>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>A stuffy businessman finds himself trapped ins...</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>12435</td>\n",
+       "      <td>19.64</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.225747</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                    Title                     Genre  \\\n",
+       "0       1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1       2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2       3                    Split           Horror,Thriller   \n",
+       "3       4                     Sing   Animation,Comedy,Family   \n",
+       "4       5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "..    ...                      ...                       ...   \n",
+       "995   996     Secret in Their Eyes       Crime,Drama,Mystery   \n",
+       "996   997          Hostel: Part II                    Horror   \n",
+       "997   998   Step Up 2: The Streets       Drama,Music,Romance   \n",
+       "998   999             Search Party          Adventure,Comedy   \n",
+       "999  1000               Nine Lives     Comedy,Family,Fantasy   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "0    A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1    Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2    Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3    In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4    A secret government agency recruits some of th...            David Ayer   \n",
+       "..                                                 ...                   ...   \n",
+       "995  A tight-knit team of rising investigators, alo...             Billy Ray   \n",
+       "996  Three American college students studying abroa...              Eli Roth   \n",
+       "997  Romantic sparks occur between two dance studen...            Jon M. Chu   \n",
+       "998  A pair of friends embark on a mission to reuni...        Scot Armstrong   \n",
+       "999  A stuffy businessman finds himself trapped ins...      Barry Sonnenfeld   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014   \n",
+       "1    Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012   \n",
+       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016   \n",
+       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016   \n",
+       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016   \n",
+       "..                                                 ...   ...   \n",
+       "995  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015   \n",
+       "996  Lauren German, Heather Matarazzo, Bijou Philli...  2007   \n",
+       "997  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008   \n",
+       "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014   \n",
+       "999  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore    bin  \\\n",
+       "0                  121     8.1  757074              333.13       76.0  cat_4   \n",
+       "1                  124     7.0  485820              126.46       65.0  cat_4   \n",
+       "2                  117     7.3  157606              138.12       62.0  cat_4   \n",
+       "3                  108     7.2   60545              270.32       59.0  cat_3   \n",
+       "4                  123     6.2  393727              325.02       40.0  cat_4   \n",
+       "..                 ...     ...     ...                 ...        ...    ...   \n",
+       "995                111     6.2   27585                 NaN       45.0  cat_3   \n",
+       "996                 94     5.5   73152               17.54       46.0  cat_3   \n",
+       "997                 98     6.2   70699               58.01       50.0  cat_3   \n",
+       "998                 93     5.6    4881                 NaN       22.0  cat_2   \n",
+       "999                 87     5.3   12435               19.64       11.0  cat_3   \n",
+       "\n",
+       "     revenue_per_min  \n",
+       "0           2.753140  \n",
+       "1           1.019839  \n",
+       "2           1.180513  \n",
+       "3           2.502963  \n",
+       "4           2.642439  \n",
+       "..               ...  \n",
+       "995              NaN  \n",
+       "996         0.186596  \n",
+       "997         0.591939  \n",
+       "998              NaN  \n",
+       "999         0.225747  \n",
+       "\n",
+       "[1000 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "imbd['revenue_per_min'] = imbd.apply(lambda x: revenue_per_min(x['Revenue (Millions)'],x['Runtime (Minutes)']), axis = 1)\n",
+    "imbd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "920c3bef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>bin</th>\n",
+       "      <th>revenue_per_min</th>\n",
+       "      <th>new_rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Guardians of the Galaxy</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A group of intergalactic criminals are forced ...</td>\n",
+       "      <td>James Gunn</td>\n",
+       "      <td>Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>121</td>\n",
+       "      <td>8.1</td>\n",
+       "      <td>757074</td>\n",
+       "      <td>333.13</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "      <td>2.753140</td>\n",
+       "      <td>8.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Prometheus</td>\n",
+       "      <td>Adventure,Mystery,Sci-Fi</td>\n",
+       "      <td>Following clues to the origin of mankind, a te...</td>\n",
+       "      <td>Ridley Scott</td>\n",
+       "      <td>Noomi Rapace, Logan Marshall-Green, Michael Fa...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>124</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>485820</td>\n",
+       "      <td>126.46</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "      <td>1.019839</td>\n",
+       "      <td>7.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Split</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Three girls are kidnapped by a man with a diag...</td>\n",
+       "      <td>M. Night Shyamalan</td>\n",
+       "      <td>James McAvoy, Anya Taylor-Joy, Haley Lu Richar...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>117</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>157606</td>\n",
+       "      <td>138.12</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "      <td>1.180513</td>\n",
+       "      <td>8.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Sing</td>\n",
+       "      <td>Animation,Comedy,Family</td>\n",
+       "      <td>In a city of humanoid animals, a hustling thea...</td>\n",
+       "      <td>Christophe Lourdelet</td>\n",
+       "      <td>Matthew McConaughey,Reese Witherspoon, Seth Ma...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>7.2</td>\n",
+       "      <td>60545</td>\n",
+       "      <td>270.32</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>2.502963</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Suicide Squad</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>A secret government agency recruits some of th...</td>\n",
+       "      <td>David Ayer</td>\n",
+       "      <td>Will Smith, Jared Leto, Margot Robbie, Viola D...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>123</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>393727</td>\n",
+       "      <td>325.02</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>cat_4</td>\n",
+       "      <td>2.642439</td>\n",
+       "      <td>6.2</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",
+       "      <td>...</td>\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>995</th>\n",
+       "      <td>996</td>\n",
+       "      <td>Secret in Their Eyes</td>\n",
+       "      <td>Crime,Drama,Mystery</td>\n",
+       "      <td>A tight-knit team of rising investigators, alo...</td>\n",
+       "      <td>Billy Ray</td>\n",
+       "      <td>Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>111</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>27585</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>996</th>\n",
+       "      <td>997</td>\n",
+       "      <td>Hostel: Part II</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>Three American college students studying abroa...</td>\n",
+       "      <td>Eli Roth</td>\n",
+       "      <td>Lauren German, Heather Matarazzo, Bijou Philli...</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>94</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>73152</td>\n",
+       "      <td>17.54</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.186596</td>\n",
+       "      <td>5.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>997</th>\n",
+       "      <td>998</td>\n",
+       "      <td>Step Up 2: The Streets</td>\n",
+       "      <td>Drama,Music,Romance</td>\n",
+       "      <td>Romantic sparks occur between two dance studen...</td>\n",
+       "      <td>Jon M. Chu</td>\n",
+       "      <td>Robert Hoffman, Briana Evigan, Cassie Ventura,...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>98</td>\n",
+       "      <td>6.2</td>\n",
+       "      <td>70699</td>\n",
+       "      <td>58.01</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.591939</td>\n",
+       "      <td>6.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>998</th>\n",
+       "      <td>999</td>\n",
+       "      <td>Search Party</td>\n",
+       "      <td>Adventure,Comedy</td>\n",
+       "      <td>A pair of friends embark on a mission to reuni...</td>\n",
+       "      <td>Scot Armstrong</td>\n",
+       "      <td>Adam Pally, T.J. Miller, Thomas Middleditch,Sh...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>93</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>4881</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>cat_2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>999</th>\n",
+       "      <td>1000</td>\n",
+       "      <td>Nine Lives</td>\n",
+       "      <td>Comedy,Family,Fantasy</td>\n",
+       "      <td>A stuffy businessman finds himself trapped ins...</td>\n",
+       "      <td>Barry Sonnenfeld</td>\n",
+       "      <td>Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>5.3</td>\n",
+       "      <td>12435</td>\n",
+       "      <td>19.64</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.225747</td>\n",
+       "      <td>4.3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 15 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                    Title                     Genre  \\\n",
+       "0       1  Guardians of the Galaxy   Action,Adventure,Sci-Fi   \n",
+       "1       2               Prometheus  Adventure,Mystery,Sci-Fi   \n",
+       "2       3                    Split           Horror,Thriller   \n",
+       "3       4                     Sing   Animation,Comedy,Family   \n",
+       "4       5            Suicide Squad  Action,Adventure,Fantasy   \n",
+       "..    ...                      ...                       ...   \n",
+       "995   996     Secret in Their Eyes       Crime,Drama,Mystery   \n",
+       "996   997          Hostel: Part II                    Horror   \n",
+       "997   998   Step Up 2: The Streets       Drama,Music,Romance   \n",
+       "998   999             Search Party          Adventure,Comedy   \n",
+       "999  1000               Nine Lives     Comedy,Family,Fantasy   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "0    A group of intergalactic criminals are forced ...            James Gunn   \n",
+       "1    Following clues to the origin of mankind, a te...          Ridley Scott   \n",
+       "2    Three girls are kidnapped by a man with a diag...    M. Night Shyamalan   \n",
+       "3    In a city of humanoid animals, a hustling thea...  Christophe Lourdelet   \n",
+       "4    A secret government agency recruits some of th...            David Ayer   \n",
+       "..                                                 ...                   ...   \n",
+       "995  A tight-knit team of rising investigators, alo...             Billy Ray   \n",
+       "996  Three American college students studying abroa...              Eli Roth   \n",
+       "997  Romantic sparks occur between two dance studen...            Jon M. Chu   \n",
+       "998  A pair of friends embark on a mission to reuni...        Scot Armstrong   \n",
+       "999  A stuffy businessman finds himself trapped ins...      Barry Sonnenfeld   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "0    Chris Pratt, Vin Diesel, Bradley Cooper, Zoe S...  2014   \n",
+       "1    Noomi Rapace, Logan Marshall-Green, Michael Fa...  2012   \n",
+       "2    James McAvoy, Anya Taylor-Joy, Haley Lu Richar...  2016   \n",
+       "3    Matthew McConaughey,Reese Witherspoon, Seth Ma...  2016   \n",
+       "4    Will Smith, Jared Leto, Margot Robbie, Viola D...  2016   \n",
+       "..                                                 ...   ...   \n",
+       "995  Chiwetel Ejiofor, Nicole Kidman, Julia Roberts...  2015   \n",
+       "996  Lauren German, Heather Matarazzo, Bijou Philli...  2007   \n",
+       "997  Robert Hoffman, Briana Evigan, Cassie Ventura,...  2008   \n",
+       "998  Adam Pally, T.J. Miller, Thomas Middleditch,Sh...  2014   \n",
+       "999  Kevin Spacey, Jennifer Garner, Robbie Amell,Ch...  2016   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating   Votes  Revenue (Millions)  Metascore    bin  \\\n",
+       "0                  121     8.1  757074              333.13       76.0  cat_4   \n",
+       "1                  124     7.0  485820              126.46       65.0  cat_4   \n",
+       "2                  117     7.3  157606              138.12       62.0  cat_4   \n",
+       "3                  108     7.2   60545              270.32       59.0  cat_3   \n",
+       "4                  123     6.2  393727              325.02       40.0  cat_4   \n",
+       "..                 ...     ...     ...                 ...        ...    ...   \n",
+       "995                111     6.2   27585                 NaN       45.0  cat_3   \n",
+       "996                 94     5.5   73152               17.54       46.0  cat_3   \n",
+       "997                 98     6.2   70699               58.01       50.0  cat_3   \n",
+       "998                 93     5.6    4881                 NaN       22.0  cat_2   \n",
+       "999                 87     5.3   12435               19.64       11.0  cat_3   \n",
+       "\n",
+       "     revenue_per_min  new_rating  \n",
+       "0           2.753140         8.1  \n",
+       "1           1.019839         7.0  \n",
+       "2           1.180513         8.3  \n",
+       "3           2.502963         6.2  \n",
+       "4           2.642439         6.2  \n",
+       "..               ...         ...  \n",
+       "995              NaN         6.2  \n",
+       "996         0.186596         5.5  \n",
+       "997         0.591939         6.2  \n",
+       "998              NaN         4.6  \n",
+       "999         0.225747         4.3  \n",
+       "\n",
+       "[1000 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "imbd['new_rating'] = imbd.apply(lambda x: x['Rating'] + ('Thriller' in x['Genre']) - ('Comedy' in x['Genre']), axis= 1)\n",
+    "imbd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "383dd491",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def weird(title,votes):\n",
+    "    s = sum(ord(c) for c in title)// votes\n",
+    "    if s < 2:\n",
+    "        return False\n",
+    "    elif s == 2 :\n",
+    "        return True\n",
+    "    for i in range(2,s):\n",
+    "        if s%i == 0:\n",
+    "            return False\n",
+    "    return True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "cd526f0d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>bin</th>\n",
+       "      <th>revenue_per_min</th>\n",
+       "      <th>new_rating</th>\n",
+       "      <th>weird</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>732</th>\n",
+       "      <td>733</td>\n",
+       "      <td>This Beautiful Fantastic</td>\n",
+       "      <td>Comedy,Drama,Fantasy</td>\n",
+       "      <td>A young woman who dreams of being a children's...</td>\n",
+       "      <td>Simon Aboud</td>\n",
+       "      <td>Jessica Brown Findlay, Andrew Scott, Jeremy Ir...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>100</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>688</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.9</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>819</th>\n",
+       "      <td>820</td>\n",
+       "      <td>Wolves at the Door</td>\n",
+       "      <td>Horror,Thriller</td>\n",
+       "      <td>Four friends gather at an elegant home during ...</td>\n",
+       "      <td>John R. Leonetti</td>\n",
+       "      <td>Katie Cassidy, Elizabeth Henstridge, Adam Camp...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>73</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>564</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>525</th>\n",
+       "      <td>526</td>\n",
+       "      <td>Birth of the Dragon</td>\n",
+       "      <td>Action,Biography,Drama</td>\n",
+       "      <td>Young, up-and-coming martial artist, Bruce Lee...</td>\n",
+       "      <td>George Nolfi</td>\n",
+       "      <td>Billy Magnussen, Terry Chen, Teresa Navarro,Va...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>103</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>552</td>\n",
+       "      <td>93.05</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>0.903398</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>112</th>\n",
+       "      <td>113</td>\n",
+       "      <td>The Bad Batch</td>\n",
+       "      <td>Romance,Sci-Fi</td>\n",
+       "      <td>A dystopian love story in a Texas wasteland an...</td>\n",
+       "      <td>Ana Lily Amirpour</td>\n",
+       "      <td>Keanu Reeves, Jason Momoa, Jim Carrey, Diego Luna</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>118</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>512</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>654</th>\n",
+       "      <td>655</td>\n",
+       "      <td>The Levelling</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Somerset, October 2014. When Clover Catto (Ell...</td>\n",
+       "      <td>Hope Dickson Leach</td>\n",
+       "      <td>Ellie Kendrick, David Troughton, Jack Holden,J...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>83</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>482</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.4</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>307</th>\n",
+       "      <td>308</td>\n",
+       "      <td>Vincent N Roxxy</td>\n",
+       "      <td>Crime,Drama,Thriller</td>\n",
+       "      <td>A small town loner and a rebellious punk rocke...</td>\n",
+       "      <td>Gary Michael Schultz</td>\n",
+       "      <td>Emile Hirsch, Zoë Kravitz, Zoey Deutch,Emory C...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>110</td>\n",
+       "      <td>5.5</td>\n",
+       "      <td>403</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.5</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>786</th>\n",
+       "      <td>787</td>\n",
+       "      <td>The Secret Scripture</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A woman keeps a diary of her extended stay at ...</td>\n",
+       "      <td>Jim Sheridan</td>\n",
+       "      <td>Rooney Mara, Eric Bana, Theo James, Aidan Turner</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>378</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>754</th>\n",
+       "      <td>755</td>\n",
+       "      <td>Lída Baarová</td>\n",
+       "      <td>Biography,Drama,History</td>\n",
+       "      <td>A film about the black-and-white era actress L...</td>\n",
+       "      <td>Filip Renc</td>\n",
+       "      <td>Tatiana Pauhofová, Karl Markovics, Gedeon Burk...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>106</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>353</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>605</th>\n",
+       "      <td>606</td>\n",
+       "      <td>Handsome Devil</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>Ned and Conor are forced to share a bedroom at...</td>\n",
+       "      <td>John Butler</td>\n",
+       "      <td>Fionn O'Shea, Nicholas Galitzine, Andrew Scott...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>95</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>338</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7.4</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>746</th>\n",
+       "      <td>747</td>\n",
+       "      <td>Only for One Night</td>\n",
+       "      <td>Thriller</td>\n",
+       "      <td>A married womans husband with a perfect life c...</td>\n",
+       "      <td>Chris Stokes</td>\n",
+       "      <td>Brian White, Karrueche Tran, Angelique Pereira...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>86</td>\n",
+       "      <td>4.6</td>\n",
+       "      <td>313</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>68</th>\n",
+       "      <td>69</td>\n",
+       "      <td>Wakefield</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A man's nervous breakdown causes him to leave ...</td>\n",
+       "      <td>Robin Swicord</td>\n",
+       "      <td>Bryan Cranston, Jennifer Garner, Beverly D'Ang...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>106</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>291</td>\n",
+       "      <td>0.01</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>0.000094</td>\n",
+       "      <td>7.5</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>964</th>\n",
+       "      <td>965</td>\n",
+       "      <td>Custody</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>The lives of three women are unexpectedly chan...</td>\n",
+       "      <td>James Lapine</td>\n",
+       "      <td>Viola Davis, Hayden Panettiere, Catalina Sandi...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>104</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>280</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>45</td>\n",
+       "      <td>Lowriders</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A young street artist in East Los Angeles is c...</td>\n",
+       "      <td>Ricardo de Montreuil</td>\n",
+       "      <td>Gabriel Chavarria, Demián Bichir, Theo Rossi,T...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>99</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>279</td>\n",
+       "      <td>4.21</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>0.042525</td>\n",
+       "      <td>6.3</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>616</th>\n",
+       "      <td>617</td>\n",
+       "      <td>2307: Winter's Dream</td>\n",
+       "      <td>Sci-Fi</td>\n",
+       "      <td>In 2307, a future soldier is sent on a mission...</td>\n",
+       "      <td>Joey Curtis</td>\n",
+       "      <td>Paul Sidhu, Branden Coles, Arielle Holmes, Kel...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>101</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>277</td>\n",
+       "      <td>20.76</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>0.205545</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>757</th>\n",
+       "      <td>758</td>\n",
+       "      <td>Deuces</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>An agent infiltrates a crime ring ran by a cha...</td>\n",
+       "      <td>Jamal Hill</td>\n",
+       "      <td>Larenz Tate, Meagan Good, Rotimi, Rick Gonzalez</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>87</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>256</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.6</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>401</th>\n",
+       "      <td>402</td>\n",
+       "      <td>The Black Room</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>PAUL and JENNIFER HEMDALE have just moved into...</td>\n",
+       "      <td>Rolfe Kanefsky</td>\n",
+       "      <td>Natasha Henstridge, Lukas Hassel, Lin Shaye,Do...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>91</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>240</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.9</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>538</th>\n",
+       "      <td>539</td>\n",
+       "      <td>True Crimes</td>\n",
+       "      <td>Crime,Drama,Thriller</td>\n",
+       "      <td>A murder investigation of a slain business man...</td>\n",
+       "      <td>Alexandros Avranas</td>\n",
+       "      <td>Jim Carrey, Charlotte Gainsbourg, Marton Csoka...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>92</td>\n",
+       "      <td>7.3</td>\n",
+       "      <td>198</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.3</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>416</th>\n",
+       "      <td>417</td>\n",
+       "      <td>The Headhunter's Calling</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A headhunter whose life revolves around closin...</td>\n",
+       "      <td>Mark Williams</td>\n",
+       "      <td>Alison Brie, Gerard Butler, Willem Dafoe, Gret...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>108</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>164</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.9</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>293</th>\n",
+       "      <td>294</td>\n",
+       "      <td>The Exception</td>\n",
+       "      <td>Drama</td>\n",
+       "      <td>A German soldier tries to determine if the Dut...</td>\n",
+       "      <td>David Leveaux</td>\n",
+       "      <td>Lily James, Jai Courtney, Christopher Plummer,...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>107</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>96</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                     Title                    Genre  \\\n",
+       "732   733  This Beautiful Fantastic     Comedy,Drama,Fantasy   \n",
+       "819   820        Wolves at the Door          Horror,Thriller   \n",
+       "525   526       Birth of the Dragon   Action,Biography,Drama   \n",
+       "112   113             The Bad Batch           Romance,Sci-Fi   \n",
+       "654   655             The Levelling                    Drama   \n",
+       "307   308           Vincent N Roxxy     Crime,Drama,Thriller   \n",
+       "786   787      The Secret Scripture                    Drama   \n",
+       "754   755              Lída Baarová  Biography,Drama,History   \n",
+       "605   606            Handsome Devil                    Drama   \n",
+       "746   747        Only for One Night                 Thriller   \n",
+       "68     69                 Wakefield                    Drama   \n",
+       "964   965                   Custody                    Drama   \n",
+       "44     45                 Lowriders                    Drama   \n",
+       "616   617      2307: Winter's Dream                   Sci-Fi   \n",
+       "757   758                    Deuces                    Drama   \n",
+       "401   402            The Black Room                   Horror   \n",
+       "538   539               True Crimes     Crime,Drama,Thriller   \n",
+       "416   417  The Headhunter's Calling                    Drama   \n",
+       "293   294             The Exception                    Drama   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "732  A young woman who dreams of being a children's...           Simon Aboud   \n",
+       "819  Four friends gather at an elegant home during ...      John R. Leonetti   \n",
+       "525  Young, up-and-coming martial artist, Bruce Lee...          George Nolfi   \n",
+       "112  A dystopian love story in a Texas wasteland an...     Ana Lily Amirpour   \n",
+       "654  Somerset, October 2014. When Clover Catto (Ell...    Hope Dickson Leach   \n",
+       "307  A small town loner and a rebellious punk rocke...  Gary Michael Schultz   \n",
+       "786  A woman keeps a diary of her extended stay at ...          Jim Sheridan   \n",
+       "754  A film about the black-and-white era actress L...            Filip Renc   \n",
+       "605  Ned and Conor are forced to share a bedroom at...           John Butler   \n",
+       "746  A married womans husband with a perfect life c...          Chris Stokes   \n",
+       "68   A man's nervous breakdown causes him to leave ...         Robin Swicord   \n",
+       "964  The lives of three women are unexpectedly chan...          James Lapine   \n",
+       "44   A young street artist in East Los Angeles is c...  Ricardo de Montreuil   \n",
+       "616  In 2307, a future soldier is sent on a mission...           Joey Curtis   \n",
+       "757  An agent infiltrates a crime ring ran by a cha...            Jamal Hill   \n",
+       "401  PAUL and JENNIFER HEMDALE have just moved into...        Rolfe Kanefsky   \n",
+       "538  A murder investigation of a slain business man...    Alexandros Avranas   \n",
+       "416  A headhunter whose life revolves around closin...         Mark Williams   \n",
+       "293  A German soldier tries to determine if the Dut...         David Leveaux   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "732  Jessica Brown Findlay, Andrew Scott, Jeremy Ir...  2016   \n",
+       "819  Katie Cassidy, Elizabeth Henstridge, Adam Camp...  2016   \n",
+       "525  Billy Magnussen, Terry Chen, Teresa Navarro,Va...  2016   \n",
+       "112  Keanu Reeves, Jason Momoa, Jim Carrey, Diego Luna  2016   \n",
+       "654  Ellie Kendrick, David Troughton, Jack Holden,J...  2016   \n",
+       "307  Emile Hirsch, Zoë Kravitz, Zoey Deutch,Emory C...  2016   \n",
+       "786   Rooney Mara, Eric Bana, Theo James, Aidan Turner  2016   \n",
+       "754  Tatiana Pauhofová, Karl Markovics, Gedeon Burk...  2016   \n",
+       "605  Fionn O'Shea, Nicholas Galitzine, Andrew Scott...  2016   \n",
+       "746  Brian White, Karrueche Tran, Angelique Pereira...  2016   \n",
+       "68   Bryan Cranston, Jennifer Garner, Beverly D'Ang...  2016   \n",
+       "964  Viola Davis, Hayden Panettiere, Catalina Sandi...  2016   \n",
+       "44   Gabriel Chavarria, Demián Bichir, Theo Rossi,T...  2016   \n",
+       "616  Paul Sidhu, Branden Coles, Arielle Holmes, Kel...  2016   \n",
+       "757    Larenz Tate, Meagan Good, Rotimi, Rick Gonzalez  2016   \n",
+       "401  Natasha Henstridge, Lukas Hassel, Lin Shaye,Do...  2016   \n",
+       "538  Jim Carrey, Charlotte Gainsbourg, Marton Csoka...  2016   \n",
+       "416  Alison Brie, Gerard Butler, Willem Dafoe, Gret...  2016   \n",
+       "293  Lily James, Jai Courtney, Christopher Plummer,...  2016   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating  Votes  Revenue (Millions)  Metascore    bin  \\\n",
+       "732                100     6.9    688                 NaN       51.0  cat_1   \n",
+       "819                 73     4.6    564                 NaN       63.0  cat_1   \n",
+       "525                103     3.9    552               93.05       61.0  cat_1   \n",
+       "112                118     6.1    512                 NaN       65.0  cat_1   \n",
+       "654                 83     6.4    482                 NaN       82.0  cat_1   \n",
+       "307                110     5.5    403                 NaN        NaN  cat_1   \n",
+       "786                108     6.8    378                 NaN       37.0  cat_1   \n",
+       "754                106     5.0    353                 NaN       64.0  cat_1   \n",
+       "605                 95     7.4    338                 NaN        NaN  cat_1   \n",
+       "746                 86     4.6    313                 NaN       60.0  cat_1   \n",
+       "68                 106     7.5    291                0.01       61.0  cat_1   \n",
+       "964                104     6.9    280                 NaN       72.0  cat_1   \n",
+       "44                  99     6.3    279                4.21       57.0  cat_1   \n",
+       "616                101     4.0    277               20.76       53.0  cat_1   \n",
+       "757                 87     6.6    256                 NaN       36.0  cat_1   \n",
+       "401                 91     3.9    240                 NaN       71.0  cat_1   \n",
+       "538                 92     7.3    198                 NaN       43.0  cat_1   \n",
+       "416                108     6.9    164                 NaN       85.0  cat_1   \n",
+       "293                107     7.7     96                 NaN        NaN  cat_1   \n",
+       "\n",
+       "     revenue_per_min  new_rating  weird  \n",
+       "732              NaN         5.9   True  \n",
+       "819              NaN         5.6   True  \n",
+       "525         0.903398         3.9   True  \n",
+       "112              NaN         6.1   True  \n",
+       "654              NaN         6.4   True  \n",
+       "307              NaN         6.5   True  \n",
+       "786              NaN         6.8   True  \n",
+       "754              NaN         5.0   True  \n",
+       "605              NaN         7.4   True  \n",
+       "746              NaN         5.6   True  \n",
+       "68          0.000094         7.5   True  \n",
+       "964              NaN         6.9   True  \n",
+       "44          0.042525         6.3   True  \n",
+       "616         0.205545         4.0   True  \n",
+       "757              NaN         6.6   True  \n",
+       "401              NaN         3.9   True  \n",
+       "538              NaN         8.3   True  \n",
+       "416              NaN         6.9   True  \n",
+       "293              NaN         7.7   True  "
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "imbd['weird'] = imbd.apply(lambda x: weird(x['Title'], x['Votes']), axis = 1)\n",
+    "imbd.loc[imbd['weird'] == True,].sort_values(by= ['Votes'],ascending = False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "ad53f0fc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "113.172\n",
+      "169808.255\n"
+     ]
+    }
+   ],
+   "source": [
+    "#im gonna define a rating that evaluates movies that are short, new and popular\n",
+    "mean_duration = imbd['Runtime (Minutes)'].mean()\n",
+    "mean_votes = imbd['Votes'].mean()\n",
+    "print(mean_duration)\n",
+    "print(mean_votes)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "51195322",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def fantasy(rating,year,runtime,votes):\n",
+    "    return rating - 0.2 * (2023-year) - 0.3 * ((runtime - mean_duration)/mean_duration) + 0.4 *((votes-mean_votes)/mean_votes)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "64df6e40",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "imbd['Fantasy'] = imbd.apply(lambda x : fantasy(x['Rating'], x['Year'], x['Runtime (Minutes)'], x['Votes']), axis = 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "29650b08",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "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>Rank</th>\n",
+       "      <th>Title</th>\n",
+       "      <th>Genre</th>\n",
+       "      <th>Description</th>\n",
+       "      <th>Director</th>\n",
+       "      <th>Actors</th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Runtime (Minutes)</th>\n",
+       "      <th>Rating</th>\n",
+       "      <th>Votes</th>\n",
+       "      <th>Revenue (Millions)</th>\n",
+       "      <th>Metascore</th>\n",
+       "      <th>bin</th>\n",
+       "      <th>revenue_per_min</th>\n",
+       "      <th>new_rating</th>\n",
+       "      <th>weird</th>\n",
+       "      <th>Fantasy</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>55</td>\n",
+       "      <td>The Dark Knight</td>\n",
+       "      <td>Action,Crime,Drama</td>\n",
+       "      <td>When the menace known as the Joker wreaks havo...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Heath Ledger, Aaron Eckhart,Mi...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>152</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>1791916</td>\n",
+       "      <td>533.32</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>cat_5</td>\n",
+       "      <td>3.508684</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>9.718107</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>81</td>\n",
+       "      <td>Inception</td>\n",
+       "      <td>Action,Adventure,Sci-Fi</td>\n",
+       "      <td>A thief, who steals corporate secrets through ...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>148</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>1583625</td>\n",
+       "      <td>292.57</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>cat_5</td>\n",
+       "      <td>1.976824</td>\n",
+       "      <td>8.8</td>\n",
+       "      <td>False</td>\n",
+       "      <td>9.438061</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>37</td>\n",
+       "      <td>Interstellar</td>\n",
+       "      <td>Adventure,Drama,Sci-Fi</td>\n",
+       "      <td>A team of explorers travel through a wormhole ...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Matthew McConaughey, Anne Hathaway, Jessica Ch...</td>\n",
+       "      <td>2014</td>\n",
+       "      <td>169</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>1047747</td>\n",
+       "      <td>187.99</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>cat_5</td>\n",
+       "      <td>1.112367</td>\n",
+       "      <td>8.6</td>\n",
+       "      <td>False</td>\n",
+       "      <td>8.720080</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>125</td>\n",
+       "      <td>The Dark Knight Rises</td>\n",
+       "      <td>Action,Thriller</td>\n",
+       "      <td>Eight years after the Joker's reign of anarchy...</td>\n",
+       "      <td>Christopher Nolan</td>\n",
+       "      <td>Christian Bale, Tom Hardy, Anne Hathaway,Gary ...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>164</td>\n",
+       "      <td>8.5</td>\n",
+       "      <td>1222645</td>\n",
+       "      <td>448.13</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>cat_5</td>\n",
+       "      <td>2.732500</td>\n",
+       "      <td>9.5</td>\n",
+       "      <td>False</td>\n",
+       "      <td>8.645324</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>144</th>\n",
+       "      <td>145</td>\n",
+       "      <td>Django Unchained</td>\n",
+       "      <td>Drama,Western</td>\n",
+       "      <td>With the help of a German bounty hunter , a fr...</td>\n",
+       "      <td>Quentin Tarantino</td>\n",
+       "      <td>Jamie Foxx, Christoph Waltz, Leonardo DiCaprio...</td>\n",
+       "      <td>2012</td>\n",
+       "      <td>165</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>1039115</td>\n",
+       "      <td>162.80</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>cat_5</td>\n",
+       "      <td>0.986667</td>\n",
+       "      <td>8.4</td>\n",
+       "      <td>False</td>\n",
+       "      <td>8.110350</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\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>952</th>\n",
+       "      <td>953</td>\n",
+       "      <td>Sex and the City 2</td>\n",
+       "      <td>Comedy,Drama,Romance</td>\n",
+       "      <td>While wrestling with the pressures of life, lo...</td>\n",
+       "      <td>Michael Patrick King</td>\n",
+       "      <td>Sarah Jessica Parker, Kim Cattrall, Kristin Da...</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>146</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>62403</td>\n",
+       "      <td>95.33</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.652945</td>\n",
+       "      <td>3.3</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1.359975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>647</th>\n",
+       "      <td>648</td>\n",
+       "      <td>Tall Men</td>\n",
+       "      <td>Fantasy,Horror,Thriller</td>\n",
+       "      <td>A challenged man is stalked by tall phantoms i...</td>\n",
+       "      <td>Jonathan Holbrook</td>\n",
+       "      <td>Dan Crisafulli, Kay Whitney, Richard Garcia, P...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>133</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>173</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.2</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1.347847</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>43</td>\n",
+       "      <td>Don't Fuck in the Woods</td>\n",
+       "      <td>Horror</td>\n",
+       "      <td>A group of friends are going on a camping trip...</td>\n",
+       "      <td>Shawn Burkett</td>\n",
+       "      <td>Brittany Blanton, Ayse Howard, Roman Jossart,N...</td>\n",
+       "      <td>2016</td>\n",
+       "      <td>73</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>496</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>cat_1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>False</td>\n",
+       "      <td>1.007658</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>871</th>\n",
+       "      <td>872</td>\n",
+       "      <td>Dragonball Evolution</td>\n",
+       "      <td>Action,Adventure,Fantasy</td>\n",
+       "      <td>The young warrior Son Goku sets out on a quest...</td>\n",
+       "      <td>James Wong</td>\n",
+       "      <td>Justin Chatwin, James Marsters, Yun-Fat Chow, ...</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>85</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>59512</td>\n",
+       "      <td>9.35</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.110000</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-0.285134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>829</th>\n",
+       "      <td>830</td>\n",
+       "      <td>Disaster Movie</td>\n",
+       "      <td>Comedy</td>\n",
+       "      <td>Over the course of one evening, an unsuspectin...</td>\n",
+       "      <td>Jason Friedberg</td>\n",
+       "      <td>Carmen Electra, Vanessa Lachey,Nicole Parker, ...</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>87</td>\n",
+       "      <td>1.9</td>\n",
+       "      <td>77207</td>\n",
+       "      <td>14.17</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>cat_3</td>\n",
+       "      <td>0.162874</td>\n",
+       "      <td>0.9</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-1.248754</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 17 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Rank                    Title                     Genre  \\\n",
+       "54     55          The Dark Knight        Action,Crime,Drama   \n",
+       "80     81                Inception   Action,Adventure,Sci-Fi   \n",
+       "36     37             Interstellar    Adventure,Drama,Sci-Fi   \n",
+       "124   125    The Dark Knight Rises           Action,Thriller   \n",
+       "144   145         Django Unchained             Drama,Western   \n",
+       "..    ...                      ...                       ...   \n",
+       "952   953       Sex and the City 2      Comedy,Drama,Romance   \n",
+       "647   648                 Tall Men   Fantasy,Horror,Thriller   \n",
+       "42     43  Don't Fuck in the Woods                    Horror   \n",
+       "871   872     Dragonball Evolution  Action,Adventure,Fantasy   \n",
+       "829   830           Disaster Movie                    Comedy   \n",
+       "\n",
+       "                                           Description              Director  \\\n",
+       "54   When the menace known as the Joker wreaks havo...     Christopher Nolan   \n",
+       "80   A thief, who steals corporate secrets through ...     Christopher Nolan   \n",
+       "36   A team of explorers travel through a wormhole ...     Christopher Nolan   \n",
+       "124  Eight years after the Joker's reign of anarchy...     Christopher Nolan   \n",
+       "144  With the help of a German bounty hunter , a fr...     Quentin Tarantino   \n",
+       "..                                                 ...                   ...   \n",
+       "952  While wrestling with the pressures of life, lo...  Michael Patrick King   \n",
+       "647  A challenged man is stalked by tall phantoms i...     Jonathan Holbrook   \n",
+       "42   A group of friends are going on a camping trip...         Shawn Burkett   \n",
+       "871  The young warrior Son Goku sets out on a quest...            James Wong   \n",
+       "829  Over the course of one evening, an unsuspectin...       Jason Friedberg   \n",
+       "\n",
+       "                                                Actors  Year  \\\n",
+       "54   Christian Bale, Heath Ledger, Aaron Eckhart,Mi...  2008   \n",
+       "80   Leonardo DiCaprio, Joseph Gordon-Levitt, Ellen...  2010   \n",
+       "36   Matthew McConaughey, Anne Hathaway, Jessica Ch...  2014   \n",
+       "124  Christian Bale, Tom Hardy, Anne Hathaway,Gary ...  2012   \n",
+       "144  Jamie Foxx, Christoph Waltz, Leonardo DiCaprio...  2012   \n",
+       "..                                                 ...   ...   \n",
+       "952  Sarah Jessica Parker, Kim Cattrall, Kristin Da...  2010   \n",
+       "647  Dan Crisafulli, Kay Whitney, Richard Garcia, P...  2016   \n",
+       "42   Brittany Blanton, Ayse Howard, Roman Jossart,N...  2016   \n",
+       "871  Justin Chatwin, James Marsters, Yun-Fat Chow, ...  2009   \n",
+       "829  Carmen Electra, Vanessa Lachey,Nicole Parker, ...  2008   \n",
+       "\n",
+       "     Runtime (Minutes)  Rating    Votes  Revenue (Millions)  Metascore    bin  \\\n",
+       "54                 152     9.0  1791916              533.32       82.0  cat_5   \n",
+       "80                 148     8.8  1583625              292.57       74.0  cat_5   \n",
+       "36                 169     8.6  1047747              187.99       74.0  cat_5   \n",
+       "124                164     8.5  1222645              448.13       78.0  cat_5   \n",
+       "144                165     8.4  1039115              162.80       81.0  cat_5   \n",
+       "..                 ...     ...      ...                 ...        ...    ...   \n",
+       "952                146     4.3    62403               95.33       27.0  cat_3   \n",
+       "647                133     3.2      173                 NaN       57.0  cat_1   \n",
+       "42                  73     2.7      496                 NaN        NaN  cat_1   \n",
+       "871                 85     2.7    59512                9.35       45.0  cat_3   \n",
+       "829                 87     1.9    77207               14.17       15.0  cat_3   \n",
+       "\n",
+       "     revenue_per_min  new_rating  weird   Fantasy  \n",
+       "54          3.508684         9.0  False  9.718107  \n",
+       "80          1.976824         8.8  False  9.438061  \n",
+       "36          1.112367         8.6  False  8.720080  \n",
+       "124         2.732500         9.5  False  8.645324  \n",
+       "144         0.986667         8.4  False  8.110350  \n",
+       "..               ...         ...    ...       ...  \n",
+       "952         0.652945         3.3  False  1.359975  \n",
+       "647              NaN         4.2  False  1.347847  \n",
+       "42               NaN         2.7  False  1.007658  \n",
+       "871         0.110000         2.7  False -0.285134  \n",
+       "829         0.162874         0.9  False -1.248754  \n",
+       "\n",
+       "[1000 rows x 17 columns]"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "imbd.sort_values(by= ['Fantasy'], ascending= False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "889947eb",
+   "metadata": {},
+   "outputs": [],
    "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [conda env:.conda-m1_env]",
+   "display_name": "m1_env",
    "language": "python",
-   "name": "conda-env-.conda-m1_env-py"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -73,7 +1998,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.10.13"
   }
  },
  "nbformat": 4,