diff --git a/notebooks/MyCodeHere.ipynb b/notebooks/MyCodeHere.ipynb
new file mode 100644
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--- /dev/null
+++ b/notebooks/MyCodeHere.ipynb
@@ -0,0 +1,1415 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b5c4c78e-bc1e-4f4d-bbe7-7be6991f0c5e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c4979952-9ec2-4466-9ab2-b0807a72b4d5",
+   "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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </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",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1000 rows × 12 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  \n",
+       "0                  121     8.1  757074              333.13       76.0  \n",
+       "1                  124     7.0  485820              126.46       65.0  \n",
+       "2                  117     7.3  157606              138.12       62.0  \n",
+       "3                  108     7.2   60545              270.32       59.0  \n",
+       "4                  123     6.2  393727              325.02       40.0  \n",
+       "..                 ...     ...     ...                 ...        ...  \n",
+       "995                111     6.2   27585                 NaN       45.0  \n",
+       "996                 94     5.5   73152               17.54       46.0  \n",
+       "997                 98     6.2   70699               58.01       50.0  \n",
+       "998                 93     5.6    4881                 NaN       22.0  \n",
+       "999                 87     5.3   12435               19.64       11.0  \n",
+       "\n",
+       "[1000 rows x 12 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Leer csv en workshop\n",
+    "df = pd.read_csv(\"../data/input/IMDB-Movie-Data.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "4c55da98-764f-4589-a15a-d5e4731431ee",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>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>cat4</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>cat4</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>cat4</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>cat3</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>cat4</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>cat3</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>cat3</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>cat3</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>cat2</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>cat3</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  cat4  \n",
+       "1                  124     7.0  485820              126.46       65.0  cat4  \n",
+       "2                  117     7.3  157606              138.12       62.0  cat4  \n",
+       "3                  108     7.2   60545              270.32       59.0  cat3  \n",
+       "4                  123     6.2  393727              325.02       40.0  cat4  \n",
+       "..                 ...     ...     ...                 ...        ...   ...  \n",
+       "995                111     6.2   27585                 NaN       45.0  cat3  \n",
+       "996                 94     5.5   73152               17.54       46.0  cat3  \n",
+       "997                 98     6.2   70699               58.01       50.0  cat3  \n",
+       "998                 93     5.6    4881                 NaN       22.0  cat2  \n",
+       "999                 87     5.3   12435               19.64       11.0  cat3  \n",
+       "\n",
+       "[1000 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# We want to create bins of movies according to the number of votes they've received. For that matter, we will create a new column named 'bin' which will tag every movie as follow:\n",
+    "\n",
+    "# From 0 to 999 ==> 'cat_1'\n",
+    "# From 1000 to 9999 ==> 'cat_2'\n",
+    "# From 10000 to 99999 ==> 'cat_3'\n",
+    "# From 100000 to 999999 ==> 'cat_4'\n",
+    "# More than 1000000 ==> 'cat_5'\n",
+    "df[\"Bin\"] = df['Votes'].apply(lambda x: 'cat1' if x >= 0 and x <= 999 else\n",
+    "                              'cat2' if  x >= 1000 and x <= 9999 else\n",
+    "                              'cat3' if x >= 10000 and x <= 99999 else\n",
+    "                              'cat4' if x >= 100000 and x <= 999999 else\n",
+    "                              'cat5' if x >= 1000000 else\n",
+    "                              'undefined')\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "0f11ca68-bd04-447e-bb00-e0f10a7046c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Challenge 2: We want to know how much is the revenue per minute for every movie.\n",
+    "def create_revenue_per_minute(revenue, minutes):\n",
+    "    revenue_per_minute = revenue / minutes\n",
+    "    return revenue_per_minute\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "59dbac93-1e57-42dd-9043-d1a896663561",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2.7531404958677688"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "create_revenue_per_minute(333.13,121)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "924e17c6-77ba-4bca-af84-cd5d3a1ca65a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"Revenue_per_Minute\"] = df.apply(lambda row: create_revenue_per_minute(row[\"Revenue (Millions)\"], row[\"Runtime (Minutes)\"]), axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "07050a9b-85f0-4254-b578-0305ad9ac7aa",
+   "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_Minute</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>cat4</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>cat4</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>cat4</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>cat3</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>cat4</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>cat3</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>cat3</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>cat3</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>cat2</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>cat3</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  cat4   \n",
+       "1                  124     7.0  485820              126.46       65.0  cat4   \n",
+       "2                  117     7.3  157606              138.12       62.0  cat4   \n",
+       "3                  108     7.2   60545              270.32       59.0  cat3   \n",
+       "4                  123     6.2  393727              325.02       40.0  cat4   \n",
+       "..                 ...     ...     ...                 ...        ...   ...   \n",
+       "995                111     6.2   27585                 NaN       45.0  cat3   \n",
+       "996                 94     5.5   73152               17.54       46.0  cat3   \n",
+       "997                 98     6.2   70699               58.01       50.0  cat3   \n",
+       "998                 93     5.6    4881                 NaN       22.0  cat2   \n",
+       "999                 87     5.3   12435               19.64       11.0  cat3   \n",
+       "\n",
+       "     Revenue_per_Minute  \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": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "121e9ae2-3b71-4795-a1c5-f2b3e7d93a59",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Challenge 3 We want to create a new rating where we add 1 point if the genre is thriller but subtract 1 point if the genre is comedy.\n",
+    "\n",
+    "def new_rating(genre, rating):\n",
+    "    new_rating = rating\n",
+    "    if genre == \"Thriller\":\n",
+    "        new_rating += 1\n",
+    "    if genre == \"Comedy\":\n",
+    "        new_rating -= 1\n",
+    "    return new_rating\n",
+    "    \n",
+    "    \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "2739985c-aff8-4827-9d8e-1ea803963da8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"New_Rating\"] = df.apply(lambda row: new_rating(row[\"Genre\"], row[\"Rating\"]), axis = 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "a36d8f9a-c3f6-4f62-921e-d501dbf28ed4",
+   "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_Minute</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>cat4</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>cat4</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>cat4</td>\n",
+       "      <td>1.180513</td>\n",
+       "      <td>7.3</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>cat3</td>\n",
+       "      <td>2.502963</td>\n",
+       "      <td>7.2</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>cat4</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>cat3</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>cat3</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>cat3</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>cat2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.6</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>cat3</td>\n",
+       "      <td>0.225747</td>\n",
+       "      <td>5.3</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  cat4   \n",
+       "1                  124     7.0  485820              126.46       65.0  cat4   \n",
+       "2                  117     7.3  157606              138.12       62.0  cat4   \n",
+       "3                  108     7.2   60545              270.32       59.0  cat3   \n",
+       "4                  123     6.2  393727              325.02       40.0  cat4   \n",
+       "..                 ...     ...     ...                 ...        ...   ...   \n",
+       "995                111     6.2   27585                 NaN       45.0  cat3   \n",
+       "996                 94     5.5   73152               17.54       46.0  cat3   \n",
+       "997                 98     6.2   70699               58.01       50.0  cat3   \n",
+       "998                 93     5.6    4881                 NaN       22.0  cat2   \n",
+       "999                 87     5.3   12435               19.64       11.0  cat3   \n",
+       "\n",
+       "     Revenue_per_Minute  New_Rating  \n",
+       "0              2.753140         8.1  \n",
+       "1              1.019839         7.0  \n",
+       "2              1.180513         7.3  \n",
+       "3              2.502963         7.2  \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         5.6  \n",
+       "999            0.225747         5.3  \n",
+       "\n",
+       "[1000 rows x 15 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "54e118f5-5fc5-4920-b5c6-f1188561d9e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Challenge 4: We want to know whether the integer part of the number resulting from the sum of the ASCII value of every character of the movie title divided by the number of votes, is a prime number (remember that prime numbers are integers).\n",
+    "# Nueva columna: bool, lo que devuelva el booleano de si el resultado de la operacion es un numero primo o no\n",
+    "\n",
+    "\n",
+    "#Funcion que calcula la suma de los valores de cada caracter en codigo ascii de los titulos de las peliculas\n",
+    "def ascii_number(title,votes):\n",
+    "    count = 0\n",
+    "    ascii_code = [ord(char) for char in title]\n",
+    "    for x in ascii_code:      \n",
+    "        count += x\n",
+    "    return count\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "a6f2d106-d0b1-4d72-8f0e-b3f24715ee34",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['ASCII_sum']= df.apply(lambda row: ascii_number(row['Title'], row['Votes']), axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "0b80d615-f0db-4a40-b6f4-84ad99364530",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def prime_number(ascii_number,votes):\n",
+    "    cociente = ascii_number / votes\n",
+    "    return cociente"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "84ee04be-a58f-4697-97da-9044cdf8ed0d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    0.002866\n",
+       "1    0.002198\n",
+       "2    0.003325\n",
+       "3    0.006623\n",
+       "4    0.003180\n",
+       "5    0.022343\n",
+       "6    0.003066\n",
+       "7    0.333735\n",
+       "8    0.215220\n",
+       "9    0.005469\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.apply(lambda row: prime_number(row['ASCII_sum'],row['Votes']),axis=1).head(10)\n",
+    "# Vemos que son todos decimales menores que 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8e98432e-4c49-46bf-aa72-f3e293e401a0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python (m1)",
+   "language": "python",
+   "name": "m1"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.15"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/your_code_here.ipynb b/notebooks/your_code_here.ipynb
index f60a09e..b6388aa 100644
--- a/notebooks/your_code_here.ipynb
+++ b/notebooks/your_code_here.ipynb
@@ -59,9 +59,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [conda env:.conda-m1_env]",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "conda-env-.conda-m1_env-py"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -73,7 +73,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.10.14"
   }
  },
  "nbformat": 4,